Disease Information
General Information of the Disease (ID: DIS00073)
| Name |
Colorectal cancer
|
|---|---|
| ICD |
ICD-11: 2B91
|
| Resistance Map |
Type(s) of Resistant Mechanism of This Disease with Structure Alteration
Drug Resistance Data Categorized by Drug
Approved Drug(s)
6 drug(s) in total
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [1], [2], [3] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Cetuximab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12V |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.98 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.96 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
0
|
S
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
V
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
S
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
170
|
M
M
S
S
K
K
D
D
G
G
K
K
K
K
K
K
K
K
K
K
180
|
K
K
S
S
K
K
T
T
K
K
C
C
V
V
I
I
M
M
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | EGFR/RAS signaling pathway | Activation | hsa01521 | ||||||||||
| In Vitro Model | LIM1215 cells | Colon | Homo sapiens (Human) | CVCL_2574 | |||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Next-generation sequencing assay | ||||||||||||
| Experiment for Drug Resistance |
Liquid biopsy assay | ||||||||||||
| Mechanism Description | Mechanisms of resistance to EGFR blockade include the emergence of kRAS, NRAS and EGFR extracellular domain mutations as well as HER2/MET alterations (27780856). kRAS and EGFR ectodomain-acquired mutations in patients with metastatic colorectal cancer (mCRC) have been correlated with acquired resistance to anti-EGFR monoclonal antibodies (mAbs). | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [3] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Cetuximab | ||||||||||||
| Molecule Alteration | Missense mutation | p.Q61H |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.31 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
C
G
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
S
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
H
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
L
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Next-generation sequencing assay | ||||||||||||
| Experiment for Drug Resistance |
Liquid biopsy assay | ||||||||||||
| Mechanism Description | Mechanisms of resistance to EGFR blockade include the emergence of kRAS, NRAS and EGFR extracellular domain mutations as well as HER2/MET alterations. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [3] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Cetuximab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12D |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
D
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Next-generation sequencing assay | ||||||||||||
| Experiment for Drug Resistance |
Liquid biopsy assay | ||||||||||||
| Mechanism Description | Mechanisms of resistance to EGFR blockade include the emergence of kRAS, NRAS and EGFR extracellular domain mutations as well as HER2/MET alterations. | ||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [3] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Cetuximab | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Colon cells | Colon | Homo sapiens (Human) | N.A. | |||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Next-generation sequencing assay | ||||||||||||
| Experiment for Drug Resistance |
Liquid biopsy assay | ||||||||||||
| Mechanism Description | Mechanisms of resistance to EGFR blockade include the emergence of kRAS, NRAS and EGFR extracellular domain mutations as well as HER2/MET alterations. | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [4] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Dabrafenib/Trametinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Tropomyosin-related kinase A (TrkA) | [5] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Entrectinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G595R (c.1783G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.09 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
S
-
S
-
L
-
S
-
P
-
T
-
480
|
E
-
G
-
K
-
G
-
S
-
G
-
L
-
Q
-
G
-
H
-
490
|
I
-
I
-
E
-
N
-
P
-
Q
-
Y
-
F
-
S
S
D
D
500
|
A
A
C
C
V
V
H
H
H
H
I
I
K
K
R
R
R
R
D
D
510
|
I
I
V
V
L
L
K
K
W
W
E
E
L
L
G
G
E
E
G
G
520
|
A
A
F
F
G
G
K
K
V
V
F
F
L
L
A
A
E
E
C
C
530
|
H
H
N
N
L
L
L
L
P
P
E
E
Q
Q
D
D
K
K
M
M
540
|
L
L
V
V
A
A
V
V
K
K
A
A
L
L
K
K
E
E
A
A
550
|
S
S
E
E
S
S
A
A
R
R
Q
Q
D
D
F
F
Q
Q
R
R
560
|
E
E
A
A
E
E
L
L
L
L
T
T
M
M
L
L
Q
Q
H
H
570
|
Q
Q
H
H
I
I
V
V
R
R
F
F
F
F
G
G
V
V
C
C
580
|
T
T
E
E
G
G
R
R
P
P
L
L
L
L
M
M
V
V
F
F
590
|
E
E
Y
Y
M
M
R
R
H
H
G
R
D
D
L
L
N
N
R
R
600
|
F
F
L
L
R
R
S
S
H
H
G
G
P
P
D
D
A
A
K
K
610
|
L
L
L
L
A
A
G
G
G
G
E
E
D
D
V
V
A
A
P
P
620
|
G
G
P
P
L
L
G
G
L
L
G
G
Q
Q
L
L
L
L
A
A
630
|
V
V
A
A
S
S
Q
Q
V
V
A
A
A
A
G
G
M
M
V
V
640
|
Y
Y
L
L
A
A
G
G
L
L
H
H
F
F
V
V
H
H
R
R
650
|
D
D
L
L
A
A
T
T
R
R
N
N
C
C
L
L
V
V
G
G
660
|
Q
Q
G
G
L
L
V
V
V
V
K
K
I
I
G
G
D
D
F
F
670
|
G
G
M
M
S
S
R
R
D
D
I
I
Y
Y
S
S
T
T
D
D
680
|
Y
Y
Y
Y
R
R
V
V
G
G
G
G
R
R
T
T
M
M
L
L
690
|
P
P
I
I
R
R
W
W
M
M
P
P
P
P
E
E
S
S
I
I
700
|
L
L
Y
Y
R
R
K
K
F
F
T
T
T
T
E
E
S
S
D
D
710
|
V
V
W
W
S
S
F
F
G
G
V
V
V
V
L
L
W
W
E
E
720
|
I
I
F
F
T
T
Y
Y
G
G
K
K
Q
Q
P
P
W
W
Y
Y
730
|
Q
Q
L
L
S
S
N
N
T
T
E
E
A
A
I
I
D
D
C
C
740
|
I
I
T
T
Q
Q
G
G
R
R
E
E
L
L
E
E
R
R
P
P
750
|
R
R
A
A
C
C
P
P
P
P
E
E
V
V
Y
Y
A
A
I
I
760
|
M
M
R
R
G
G
C
C
W
W
Q
Q
R
R
E
E
P
P
Q
Q
770
|
Q
Q
R
R
H
H
S
S
I
I
K
K
D
D
V
V
H
H
A
A
780
|
R
R
L
L
Q
Q
A
A
L
L
A
A
Q
Q
A
A
P
P
P
P
790
|
V
V
Y
Y
L
L
D
D
V
V
L
L
-
G
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | KM-12 cells | Colon | Homo sapiens (Human) | CVCL_1331 | |||||||||
| In Vivo Model | NOD-SCID mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
ddPCR; Kinase domain alignment assay | ||||||||||||
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Tropomyosin-related kinase A (TrkA) | [6] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Larotrectinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G595R (c.1783G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.09 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
S
-
S
-
L
-
S
-
P
-
T
-
480
|
E
-
G
-
K
-
G
-
S
-
G
-
L
-
Q
-
G
-
H
-
490
|
I
-
I
-
E
-
N
-
P
-
Q
-
Y
-
F
-
S
S
D
D
500
|
A
A
C
C
V
V
H
H
H
H
I
I
K
K
R
R
R
R
D
D
510
|
I
I
V
V
L
L
K
K
W
W
E
E
L
L
G
G
E
E
G
G
520
|
A
A
F
F
G
G
K
K
V
V
F
F
L
L
A
A
E
E
C
C
530
|
H
H
N
N
L
L
L
L
P
P
E
E
Q
Q
D
D
K
K
M
M
540
|
L
L
V
V
A
A
V
V
K
K
A
A
L
L
K
K
E
E
A
A
550
|
S
S
E
E
S
S
A
A
R
R
Q
Q
D
D
F
F
Q
Q
R
R
560
|
E
E
A
A
E
E
L
L
L
L
T
T
M
M
L
L
Q
Q
H
H
570
|
Q
Q
H
H
I
I
V
V
R
R
F
F
F
F
G
G
V
V
C
C
580
|
T
T
E
E
G
G
R
R
P
P
L
L
L
L
M
M
V
V
F
F
590
|
E
E
Y
Y
M
M
R
R
H
H
G
R
D
D
L
L
N
N
R
R
600
|
F
F
L
L
R
R
S
S
H
H
G
G
P
P
D
D
A
A
K
K
610
|
L
L
L
L
A
A
G
G
G
G
E
E
D
D
V
V
A
A
P
P
620
|
G
G
P
P
L
L
G
G
L
L
G
G
Q
Q
L
L
L
L
A
A
630
|
V
V
A
A
S
S
Q
Q
V
V
A
A
A
A
G
G
M
M
V
V
640
|
Y
Y
L
L
A
A
G
G
L
L
H
H
F
F
V
V
H
H
R
R
650
|
D
D
L
L
A
A
T
T
R
R
N
N
C
C
L
L
V
V
G
G
660
|
Q
Q
G
G
L
L
V
V
V
V
K
K
I
I
G
G
D
D
F
F
670
|
G
G
M
M
S
S
R
R
D
D
I
I
Y
Y
S
S
T
T
D
D
680
|
Y
Y
Y
Y
R
R
V
V
G
G
G
G
R
R
T
T
M
M
L
L
690
|
P
P
I
I
R
R
W
W
M
M
P
P
P
P
E
E
S
S
I
I
700
|
L
L
Y
Y
R
R
K
K
F
F
T
T
T
T
E
E
S
S
D
D
710
|
V
V
W
W
S
S
F
F
G
G
V
V
V
V
L
L
W
W
E
E
720
|
I
I
F
F
T
T
Y
Y
G
G
K
K
Q
Q
P
P
W
W
Y
Y
730
|
Q
Q
L
L
S
S
N
N
T
T
E
E
A
A
I
I
D
D
C
C
740
|
I
I
T
T
Q
Q
G
G
R
R
E
E
L
L
E
E
R
R
P
P
750
|
R
R
A
A
C
C
P
P
P
P
E
E
V
V
Y
Y
A
A
I
I
760
|
M
M
R
R
G
G
C
C
W
W
Q
Q
R
R
E
E
P
P
Q
Q
770
|
Q
Q
R
R
H
H
S
S
I
I
K
K
D
D
V
V
H
H
A
A
780
|
R
R
L
L
Q
Q
A
A
L
L
A
A
Q
Q
A
A
P
P
P
P
790
|
V
V
Y
Y
L
L
D
D
V
V
L
L
-
G
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Ba/F3 cells | Colon | Homo sapiens (Human) | CVCL_0161 | |||||||||
| KM-12 cells | Colon | Homo sapiens (Human) | CVCL_1331 | ||||||||||
| In Vivo Model | Balb-c nu/nu mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Sanger sequencing assay; Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
CellTiter Glo assay; IC50 assay | ||||||||||||
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [3] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12V |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.98 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.96 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
0
|
S
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
V
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
S
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
170
|
M
M
S
S
K
K
D
D
G
G
K
K
K
K
K
K
K
K
K
K
180
|
K
K
S
S
K
K
T
T
K
K
C
C
V
V
I
I
M
M
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Next-generation sequencing assay | ||||||||||||
| Experiment for Drug Resistance |
Liquid biopsy assay | ||||||||||||
| Mechanism Description | Mechanisms of resistance to EGFR blockade include the emergence of kRAS, NRAS and EGFR extracellular domain mutations as well as HER2/MET alterations. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [7], [2] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12V |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.98 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.96 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
0
|
S
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
V
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
S
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
170
|
M
M
S
S
K
K
D
D
G
G
K
K
K
K
K
K
K
K
K
K
180
|
K
K
S
S
K
K
T
T
K
K
C
C
V
V
I
I
M
M
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Ligation assay; BEAMing assay | ||||||||||||
| Experiment for Drug Resistance |
Progression-free survival analysis; Overall survival analysis | ||||||||||||
| Mechanism Description | Our study indicates that the resistance mutations in kRAS and other genes were highly likely to be present in a clo.l subpopulation within the tumors prior to the initiation of panitumumab therapy. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [3] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.Q61H |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.31 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
C
G
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
S
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
H
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
L
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Next-generation sequencing assay | ||||||||||||
| Experiment for Drug Resistance |
Liquid biopsy assay | ||||||||||||
| Mechanism Description | Mechanisms of resistance to EGFR blockade include the emergence of kRAS, NRAS and EGFR extracellular domain mutations as well as HER2/MET alterations. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [7] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12R |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.50 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
G
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
R
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Ligation assay; BEAMing assay | ||||||||||||
| Experiment for Drug Resistance |
Progression-free survival analysis; Overall survival analysis | ||||||||||||
| Mechanism Description | Our study indicates that the resistance mutations in kRAS and other genes were highly likely to be present in a clo.l subpopulation within the tumors prior to the initiation of panitumumab therapy. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [7] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12A |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.45 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
S
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
A
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Ligation assay; BEAMing assay | ||||||||||||
| Experiment for Drug Resistance |
Progression-free survival analysis; Overall survival analysis | ||||||||||||
| Mechanism Description | Our study indicates that the resistance mutations in kRAS and other genes were highly likely to be present in a clo.l subpopulation within the tumors prior to the initiation of panitumumab therapy. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [7] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12C |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.60 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
C
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Ligation assay; BEAMing assay | ||||||||||||
| Experiment for Drug Resistance |
Progression-free survival analysis; Overall survival analysis | ||||||||||||
| Mechanism Description | Our study indicates that the resistance mutations in kRAS and other genes were highly likely to be present in a clo.l subpopulation within the tumors prior to the initiation of panitumumab therapy. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [7] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12S |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.24 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.71 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
S
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Ligation assay; BEAMing assay | ||||||||||||
| Experiment for Drug Resistance |
Progression-free survival analysis; Overall survival analysis | ||||||||||||
| Mechanism Description | Our study indicates that the resistance mutations in kRAS and other genes were highly likely to be present in a clo.l subpopulation within the tumors prior to the initiation of panitumumab therapy. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [3] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12D |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
D
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Next-generation sequencing assay | ||||||||||||
| Experiment for Drug Resistance |
Liquid biopsy assay | ||||||||||||
| Mechanism Description | Mechanisms of resistance to EGFR blockade include the emergence of kRAS, NRAS and EGFR extracellular domain mutations as well as HER2/MET alterations. | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [7] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12D |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
D
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Ligation assay; BEAMing assay | ||||||||||||
| Experiment for Drug Resistance |
Progression-free survival analysis; Overall survival analysis | ||||||||||||
| Mechanism Description | Our study indicates that the resistance mutations in kRAS and other genes were highly likely to be present in a clo.l subpopulation within the tumors prior to the initiation of panitumumab therapy. | ||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [3] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Panitumumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Colon cells | Colon | Homo sapiens (Human) | N.A. | |||||||||
| In Vivo Model | A retrospective survey in conducting clinical studies | Homo sapiens | |||||||||||
| Experiment for Molecule Alteration |
Next-generation sequencing assay | ||||||||||||
| Experiment for Drug Resistance |
Liquid biopsy assay | ||||||||||||
| Mechanism Description | Mechanisms of resistance to EGFR blockade include the emergence of kRAS, NRAS and EGFR extracellular domain mutations as well as HER2/MET alterations. | ||||||||||||
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [8] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Regorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12V (c.35G>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.98 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.96 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
0
|
S
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
V
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
S
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
170
|
M
M
S
S
K
K
D
D
G
G
K
K
K
K
K
K
K
K
K
K
180
|
K
K
S
S
K
K
T
T
K
K
C
C
V
V
I
I
M
M
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | KRAS cells | N.A. | N.A. | N.A. | |||||||||
| G12C cells | N.A. | N.A. | N.A. | ||||||||||
| Experiment for Molecule Alteration |
KRAS testing/KRAS quantification assay | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [8] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Regorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12R (c.34G>C) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.50 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
G
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
R
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | KRAS cells | N.A. | N.A. | N.A. | |||||||||
| G12C cells | N.A. | N.A. | N.A. | ||||||||||
| Experiment for Molecule Alteration |
KRAS testing/KRAS quantification assay | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [8] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Regorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12A (c.35G>C) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.45 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
S
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
A
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | KRAS cells | N.A. | N.A. | N.A. | |||||||||
| G12C cells | N.A. | N.A. | N.A. | ||||||||||
| Experiment for Molecule Alteration |
KRAS testing/KRAS quantification assay | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [8] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Regorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12C (c.34G>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.60 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
C
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | KRAS cells | N.A. | N.A. | N.A. | |||||||||
| G12C cells | N.A. | N.A. | N.A. | ||||||||||
| Experiment for Molecule Alteration |
KRAS testing/KRAS quantification assay | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [8] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Regorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12S (c.34G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.24 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.71 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
S
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | KRAS cells | N.A. | N.A. | N.A. | |||||||||
| G12C cells | N.A. | N.A. | N.A. | ||||||||||
| Experiment for Molecule Alteration |
KRAS testing/KRAS quantification assay | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [8] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Regorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12D (c.35G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
D
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | KRAS cells | N.A. | N.A. | N.A. | |||||||||
| G12C cells | N.A. | N.A. | N.A. | ||||||||||
| Experiment for Molecule Alteration |
KRAS testing/KRAS quantification assay | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
Clinical Trial Drug(s)
5 drug(s) in total
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Isocitrate dehydrogenase NADP 2 (IDH2) | [9] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Enasidenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.R172K (c.515G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.93 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
40
|
-
A
-
D
-
K
-
R
-
I
-
K
-
V
-
A
-
K
-
P
50
|
-
V
-
V
-
E
-
M
-
D
-
G
-
D
-
E
-
M
-
T
60
|
-
R
-
I
-
I
-
W
-
Q
-
F
-
I
-
K
-
E
-
K
70
|
-
L
-
I
-
L
-
P
-
H
-
V
-
D
-
I
-
Q
-
L
80
|
-
K
-
Y
-
F
-
D
-
L
-
G
-
L
-
P
-
N
-
R
90
|
-
D
-
Q
-
T
-
D
-
D
-
Q
-
V
-
T
-
I
-
D
100
|
-
S
-
A
-
L
-
A
-
T
-
Q
-
K
-
Y
-
S
-
V
110
|
-
A
-
V
-
K
-
C
-
A
-
T
-
I
-
T
-
P
-
D
120
|
-
E
-
A
-
R
-
V
-
E
-
E
-
F
-
K
-
L
-
K
130
|
-
K
-
M
-
W
-
K
-
S
-
P
-
N
-
G
-
T
-
I
140
|
-
R
-
N
-
I
-
L
-
G
-
G
-
T
-
V
-
F
-
R
150
|
-
E
-
P
-
I
-
I
-
C
-
K
-
N
-
I
-
P
-
R
160
|
-
L
-
V
-
P
-
G
-
W
T
T
K
K
P
P
I
I
T
T
170
|
I
I
G
G
S
K
H
H
A
A
H
H
G
G
D
D
Q
Q
Y
Y
180
|
K
K
-
A
-
T
-
D
-
F
-
V
-
A
-
D
-
R
-
A
190
|
-
G
-
T
-
F
-
K
-
M
-
V
-
F
-
T
-
P
-
K
200
|
-
D
-
G
-
S
-
G
-
V
-
K
-
E
-
W
-
E
-
V
210
|
-
Y
-
N
-
F
-
P
-
A
-
G
-
G
-
V
-
G
-
M
220
|
-
G
-
M
-
Y
-
N
-
T
-
D
-
E
-
S
-
I
-
S
230
|
-
G
-
F
-
A
-
H
-
S
-
C
-
F
-
Q
-
Y
-
A
240
|
-
I
-
Q
-
K
-
K
-
W
-
P
-
L
-
Y
-
M
-
S
250
|
-
T
-
K
-
N
-
T
-
I
-
L
-
K
-
A
-
Y
-
D
260
|
-
G
-
R
-
F
-
K
-
D
-
I
-
F
-
Q
-
E
-
I
270
|
-
F
-
D
-
K
-
H
-
Y
-
K
-
T
-
D
-
F
-
D
280
|
-
K
-
N
-
K
-
I
-
W
-
Y
-
E
-
H
-
R
-
L
290
|
-
I
-
D
-
D
-
M
-
V
-
A
-
Q
-
V
-
L
-
K
300
|
-
S
-
S
-
G
-
G
-
F
-
V
-
W
-
A
-
C
-
K
310
|
-
N
-
Y
-
D
-
G
-
D
-
V
-
Q
-
S
-
D
-
I
320
|
-
L
-
A
-
Q
-
G
-
F
-
G
-
S
-
L
-
G
-
L
330
|
-
M
-
T
-
S
-
V
-
L
-
V
-
C
-
P
-
D
-
G
340
|
-
K
-
T
-
I
-
E
-
A
-
E
-
A
-
A
-
H
-
G
350
|
-
T
-
V
-
T
-
R
-
H
-
Y
-
R
-
E
-
H
-
Q
360
|
-
K
-
G
-
R
-
P
-
T
-
S
-
T
-
N
-
P
-
I
370
|
-
A
-
S
-
I
-
F
-
A
-
W
-
T
-
R
-
G
-
L
380
|
-
E
-
H
-
R
-
G
-
K
-
L
-
D
-
G
-
N
-
Q
390
|
-
D
-
L
-
I
-
R
-
F
-
A
-
Q
-
M
-
L
-
E
400
|
-
K
-
V
-
C
-
V
-
E
-
T
-
V
-
E
-
S
-
G
410
|
-
A
-
M
-
T
-
K
-
D
-
L
-
A
-
G
-
C
-
I
420
|
-
H
-
G
-
L
-
S
-
N
-
V
-
K
-
L
-
N
-
E
430
|
-
H
-
F
-
L
-
N
-
T
-
T
-
D
-
F
-
L
-
D
440
|
-
T
-
I
-
K
-
S
-
N
-
L
-
D
-
R
-
A
-
L
450
|
-
G
-
R
-
Q
-
S
-
L
-
E
-
H
-
H
-
H
-
H
460
|
-
H
-
H
-
H
-
H
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | U87MG cells | Brain | Homo sapiens (Human) | CVCL_GP63 | |||||||||
| TF-1 cells | Bone marrow | Homo sapiens (Human) | CVCL_0559 | ||||||||||
| TF-1a cells | Bone marrow | Homo sapiens (Human) | CVCL_3608 | ||||||||||
| IDH2 cells | Ovary | Homo sapiens (Human) | CVCL_D3DY | ||||||||||
| In Vivo Model | NSG mouse PDX model | Mus musculus | |||||||||||
| Mechanism Description | Somatic gain-of-function mutations in isocitrate dehydrogenases (IDH) 1 and 2 are found in multiple hematologic and solid tumors, leading to accumulation of the oncometabolite (R)-2-hydroxyglutarate (2HG). 2HG competitively inhibits alpha-ketoglutarate-dependent dioxygenases, including histone demethylases and methylcytosine dioxygenases of the TET family, causing epigenetic dysregulation and a block in cellular differentiation. | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [10] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Refametinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | MDA-MB-231 cells | Breast | Homo sapiens (Human) | CVCL_0062 | |||||||||
| A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | ||||||||||
| HT-29 cells | Colon | Homo sapiens (Human) | CVCL_0320 | ||||||||||
| A431 cells | Skin | Homo sapiens (Human) | CVCL_0037 | ||||||||||
| COLO205 cells | Colon | Homo sapiens (Human) | CVCL_F402 | ||||||||||
| BxPc3 cells | Pancreas | Homo sapiens (Human) | CVCL_0186 | ||||||||||
| SkMEL28 cells | Skin | Homo sapiens (Human) | CVCL_0526 | ||||||||||
| In Vivo Model | Female athymic nude mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Biochemical kinase assays | ||||||||||||
| Experiment for Drug Resistance |
CellTiter 96 Aqueous One assay | ||||||||||||
| Mechanism Description | The missense mutation p.V600E (c.1799T>A) in gene BRAF cause the sensitivity of Refametinib by unusual activation of pro-survival pathway | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [11] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Pimasertib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HT29 Cells | Colon | Homo sapiens (Human) | CVCL_A8EZ | |||||||||
| H1975 cells | Lung | Homo sapiens (Human) | CVCL_1511 | ||||||||||
| A549 cells | Lung | Homo sapiens (Human) | CVCL_0023 | ||||||||||
| H460 cells | Lung | Homo sapiens (Human) | CVCL_0459 | ||||||||||
| LOVO cells | Colon | Homo sapiens (Human) | CVCL_0399 | ||||||||||
| H1299 cells | Lung | Homo sapiens (Human) | CVCL_0060 | ||||||||||
| HCT15 cells | Colon | Homo sapiens (Human) | CVCL_0292 | ||||||||||
| COLO205 cells | Colon | Homo sapiens (Human) | CVCL_F402 | ||||||||||
| In Vivo Model | Female balb/c athymic (nu+/nu+) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunoblotting analysis | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
| Mechanism Description | The missense mutation p.V600E (c.1799T>A) in gene BRAF cause the sensitivity of Pimasertib by aberration of the drug's therapeutic target | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [12] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Ulixertinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | MAPK signaling pathway | Inhibition | hsa04010 | ||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | ||||||||||
| RkO cells | Colon | Homo sapiens (Human) | CVCL_0504 | ||||||||||
| G-361 cells | Skin | Homo sapiens (Human) | CVCL_1220 | ||||||||||
| HT-29 cells | Colon | Homo sapiens (Human) | CVCL_0320 | ||||||||||
| SW48 cells | Colon | Homo sapiens (Human) | CVCL_1724 | ||||||||||
| COLO205 cells | Colon | Homo sapiens (Human) | CVCL_F402 | ||||||||||
| AN3CA cells | Ovary | Homo sapiens (Human) | CVCL_0028 | ||||||||||
| MIA PaCa-2 cells | Pancreas | Homo sapiens (Human) | CVCL_0428 | ||||||||||
| ZR75-1 cells | Breast | Homo sapiens (Human) | CVCL_0588 | ||||||||||
| In Vivo Model | Athymic nude mouse PDX model | Mus musculus | |||||||||||
| Experiment for Drug Resistance |
Standard coupled-enzyme assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [13] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Lifirafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HT29 Cells | Colon | Homo sapiens (Human) | CVCL_A8EZ | |||||||||
| SW620 cells | Colon | Homo sapiens (Human) | CVCL_0547 | ||||||||||
| HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | ||||||||||
| A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | ||||||||||
| HCC827 cells | Lung | Homo sapiens (Human) | CVCL_2063 | ||||||||||
| A431 cells | Skin | Homo sapiens (Human) | CVCL_0037 | ||||||||||
| COLO205 cells | Colon | Homo sapiens (Human) | CVCL_F402 | ||||||||||
| WiDR cells | Colon | Homo sapiens (Human) | CVCL_2760 | ||||||||||
| Ba/F3 cells | Colon | Homo sapiens (Human) | CVCL_0161 | ||||||||||
| SkMEL28 cells | Skin | Homo sapiens (Human) | CVCL_0526 | ||||||||||
| In Vivo Model | Female NOD/SCID and BALB/c nude mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
CellTiter-Glo assay; Tumor volume measurement assay | ||||||||||||
Preclinical Drug(s)
25 drug(s) in total
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Oxalosuccinate decarboxylase (IDH1) | [14] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | AGI-5198/Metformin | ||||||||||||
| Molecule Alteration | Missense mutation | p.R132H (c.395G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.65 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.88 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
M
M
S
S
K
K
K
K
I
I
S
S
G
G
G
G
S
S
10
|
V
V
V
V
E
E
M
M
Q
Q
G
G
D
D
E
E
M
M
T
T
20
|
R
R
I
I
I
I
W
W
E
E
L
L
I
I
K
K
E
E
K
K
30
|
L
L
I
I
F
F
P
P
Y
Y
V
V
E
E
L
L
D
D
L
L
40
|
H
H
S
S
Y
Y
D
D
L
L
G
G
I
I
E
E
N
N
R
R
50
|
D
D
A
A
T
T
N
N
D
D
Q
Q
V
V
T
T
K
K
D
D
60
|
A
A
A
A
E
E
A
A
I
I
K
K
K
K
H
H
N
N
V
V
70
|
G
G
V
V
K
K
C
C
A
A
T
T
I
I
T
T
P
P
D
D
80
|
E
E
K
K
R
R
V
V
E
E
E
E
F
F
K
K
L
L
K
K
90
|
Q
Q
M
M
W
W
K
K
S
S
P
P
N
N
G
G
T
T
I
I
100
|
R
R
N
N
I
I
L
L
G
G
G
G
T
T
V
V
F
F
R
R
110
|
E
E
A
A
I
I
I
I
C
C
K
K
N
N
I
I
P
P
R
R
120
|
L
L
V
V
S
S
G
G
W
W
V
V
K
K
P
P
I
I
I
I
130
|
I
I
G
G
R
H
H
H
A
A
Y
Y
G
G
D
D
Q
Q
Y
Y
140
|
R
R
A
A
T
T
D
D
F
F
V
V
V
V
P
P
G
G
P
P
150
|
G
G
K
K
V
V
E
E
I
I
T
T
Y
Y
T
T
P
P
S
S
160
|
D
D
G
G
T
T
Q
Q
K
K
V
V
T
T
Y
Y
L
L
V
V
170
|
H
H
N
N
F
F
E
E
E
E
G
G
G
G
G
G
V
V
A
A
180
|
M
M
G
G
M
M
Y
Y
N
N
Q
Q
D
D
K
K
S
S
I
I
190
|
E
E
D
D
F
F
A
A
H
H
S
S
S
S
F
F
Q
Q
M
M
200
|
A
A
L
L
S
S
K
K
G
G
W
W
P
P
L
L
Y
Y
L
L
210
|
S
S
T
T
K
K
N
N
T
T
I
I
L
L
K
K
K
K
Y
Y
220
|
D
D
G
G
R
R
F
F
K
K
D
D
I
I
F
F
Q
Q
E
E
230
|
I
I
Y
Y
D
D
K
K
Q
Q
Y
Y
K
K
S
S
Q
Q
F
F
240
|
E
E
A
A
Q
Q
K
K
I
I
W
W
Y
Y
E
E
H
H
R
R
250
|
L
L
I
I
D
D
D
D
M
M
V
V
A
A
Q
Q
A
A
M
M
260
|
K
K
S
S
E
E
G
G
G
G
F
F
I
I
W
W
A
A
C
C
270
|
K
K
N
N
Y
Y
D
D
G
G
D
D
V
V
Q
Q
S
S
D
D
280
|
S
S
V
V
A
A
Q
Q
G
G
Y
Y
G
G
S
S
L
L
G
G
290
|
M
M
M
M
T
T
S
S
V
V
L
L
V
V
C
C
P
P
D
D
300
|
G
G
K
K
T
T
V
V
E
E
A
A
E
E
A
A
A
A
H
H
310
|
G
G
T
T
V
V
T
T
R
R
H
H
Y
Y
R
R
M
M
Y
Y
320
|
Q
Q
K
K
G
G
Q
Q
E
E
T
T
S
S
T
T
N
N
P
P
330
|
I
I
A
A
S
S
I
I
F
F
A
A
W
W
T
T
R
R
G
G
340
|
L
L
A
A
H
H
R
R
A
A
K
K
L
L
D
D
N
N
N
N
350
|
K
K
E
E
L
L
A
A
F
F
F
F
A
A
N
N
A
A
L
L
360
|
E
E
E
E
V
V
S
S
I
I
E
E
T
T
I
I
E
E
A
A
370
|
G
G
F
F
M
M
T
T
K
K
D
D
L
L
A
A
A
A
C
C
380
|
I
I
K
K
G
G
L
L
P
P
N
N
V
V
Q
Q
R
R
S
S
390
|
D
D
Y
Y
L
L
N
N
T
T
F
F
E
E
F
F
M
M
D
D
400
|
K
K
L
L
G
G
E
E
N
N
L
L
K
K
I
I
K
K
L
L
410
|
A
A
Q
Q
A
A
K
K
L
L
S
S
L
L
E
E
H
H
H
H
420
|
H
H
H
H
H
H
H
H
H
H
H
H
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| IDH1 cells | Ovary | Homo sapiens (Human) | CVCL_D3DY | ||||||||||
| Experiment for Molecule Alteration |
Western blot analysis; gama-H2AX immunofluorescence staining and measurement | ||||||||||||
| Experiment for Drug Resistance |
Colony formation assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [15] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Alpelisib/Cetuximab/Encorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | MAPK signaling pathway | Inhibition | hsa04010 | ||||||||||
| In Vitro Model | WiDR cells | Colon | Homo sapiens (Human) | CVCL_2760 | |||||||||
| VACO432 cells | Colon | Homo sapiens (Human) | CVCL_5402 | ||||||||||
| HROC87 cells | Colon | Homo sapiens (Human) | CVCL_S854 | ||||||||||
| Experiment for Molecule Alteration |
SDS-PAGE assay; Western blot analysis; chemiluminescent detection assay | ||||||||||||
| Experiment for Drug Resistance |
CellTiter-Glo luminescent assay; CellTox green assay | ||||||||||||
| Mechanism Description | Resistant cells escaped drug treatments through one or more mechanisms leading to biochemical reactivation of the MAPK signaling pathway. | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Catenin beta-1 (CTNNB1) | [16] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | BAY1217389 | ||||||||||||
| Molecule Alteration | Missense mutation | p.S45F (c.134C>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.45 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
T
T
T
T
A
A
P
P
S
F
L
L
S
S
G
G
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| SW48 cells | Colon | Homo sapiens (Human) | CVCL_1724 | ||||||||||
| TOV-21G cells | Ovary | Homo sapiens (Human) | CVCL_3613 | ||||||||||
| HuTu80 cells | Small intestine | Homo sapiens (Human) | CVCL_1301 | ||||||||||
| TOV-112D cells | Ovary | Homo sapiens (Human) | CVCL_3612 | ||||||||||
| LS 174T cells | Colon | Homo sapiens (Human) | CVCL_1384 | ||||||||||
| A427 cells | Lung | Homo sapiens (Human) | CVCL_1055 | ||||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Gene set analysis | ||||||||||||
| Experiment for Drug Resistance |
Cell proliferation assay | ||||||||||||
| Mechanism Description | The missense mutation p.S45F (c.134C>T) in gene CTNNB1 cause the sensitivity of BAY1217389 by unusual activation of pro-survival pathway | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [17] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | CCT196969 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | |||||||||
| In Vivo Model | Female nude mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Drug Resistance |
CellTiter-Glo assay; IC50 assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [17] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | CCT241161 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | |||||||||
| In Vivo Model | Female nude mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Drug Resistance |
CellTiter-Glo assay; IC50 assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [15] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Cetuximab/Selumetinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | MAPK signaling pathway | Inhibition | hsa04010 | ||||||||||
| In Vitro Model | WiDR cells | Colon | Homo sapiens (Human) | CVCL_2760 | |||||||||
| VACO432 cells | Colon | Homo sapiens (Human) | CVCL_5402 | ||||||||||
| HROC87 cells | Colon | Homo sapiens (Human) | CVCL_S854 | ||||||||||
| Experiment for Molecule Alteration |
SDS-PAGE assay; Western blot analysis; chemiluminescent detection assay | ||||||||||||
| Experiment for Drug Resistance |
CellTiter-Glo luminescent assay; CellTox green assay | ||||||||||||
| Mechanism Description | Resistant cells escaped drug treatments through one or more mechanisms leading to biochemical reactivation of the MAPK signaling pathway. | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: MAPK/ERK kinase 1 (MEK1) | [18] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Cetuximab/Trametinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.C121S (c.361T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.70 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.01 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
20
|
M
-
A
-
H
-
H
-
H
-
H
-
H
-
H
-
A
-
A
-
30
|
A
-
E
-
N
-
L
-
Y
-
F
-
Q
-
L
-
E
-
E
-
40
|
L
-
E
-
L
M
D
T
E
L
Q
Q
Q
Q
R
R
K
K
R
R
50
|
L
L
E
E
A
A
F
F
L
L
T
T
Q
Q
K
K
Q
Q
K
K
60
|
V
V
G
G
E
E
L
L
K
K
D
D
D
D
D
D
F
F
E
E
70
|
K
K
I
I
S
S
E
E
L
L
G
G
A
A
G
G
N
N
G
G
80
|
G
G
V
V
V
V
F
F
K
K
V
V
S
S
H
H
K
K
P
P
90
|
S
S
G
G
L
L
V
V
M
M
A
A
R
R
K
K
L
L
I
I
100
|
H
H
L
L
E
E
I
I
K
K
P
P
A
A
I
I
R
R
N
N
110
|
Q
Q
I
I
I
I
R
R
E
E
L
L
Q
Q
V
V
L
L
H
H
120
|
E
E
C
S
N
N
S
S
P
P
Y
Y
I
I
V
V
G
G
F
F
130
|
Y
Y
G
G
A
A
F
F
Y
Y
S
S
D
D
G
G
E
E
I
I
140
|
S
S
I
I
C
C
M
M
E
E
H
H
M
M
D
D
G
G
G
G
150
|
S
S
L
L
D
D
Q
Q
V
V
L
L
K
K
K
K
A
A
G
G
160
|
R
R
I
I
P
P
E
E
Q
Q
I
I
L
L
G
G
K
K
V
V
170
|
S
S
I
I
A
A
V
V
I
I
K
K
G
G
L
L
T
T
Y
Y
180
|
L
L
R
R
E
E
K
K
H
H
K
K
I
I
M
M
H
H
R
R
190
|
D
D
V
V
K
K
P
P
S
S
N
N
I
I
L
L
V
V
N
N
200
|
S
S
R
R
G
G
E
E
I
I
K
K
L
L
C
C
D
D
F
F
210
|
G
G
V
V
S
S
G
G
Q
Q
L
L
I
I
D
D
S
S
M
M
220
|
A
A
N
N
S
S
F
F
V
V
G
G
T
T
R
R
S
S
Y
Y
230
|
M
M
S
S
P
P
E
E
R
R
L
L
Q
Q
G
G
T
T
H
H
240
|
Y
Y
S
S
V
V
Q
Q
S
S
D
D
I
I
W
W
S
S
M
M
250
|
G
G
L
L
S
S
L
L
V
V
E
E
M
M
A
A
V
V
G
G
260
|
R
R
Y
Y
P
P
I
I
-
G
-
S
-
G
-
S
-
G
-
S
270
|
-
M
-
A
-
I
-
F
-
E
-
L
-
L
-
D
-
Y
-
I
280
|
-
V
-
N
-
E
-
P
-
P
-
P
-
K
-
L
-
P
-
S
290
|
-
G
-
V
-
F
-
S
-
L
-
E
-
F
-
Q
-
D
-
F
300
|
-
V
-
N
G
K
S
C
G
L
S
I
G
K
S
N
M
P
A
A
310
|
I
E
F
R
E
A
L
D
L
L
D
K
Y
Q
I
L
V
M
N
V
320
|
E
H
P
A
P
F
P
I
K
K
L
R
P
S
S
D
G
A
V
E
330
|
F
E
S
V
L
D
E
F
F
A
Q
G
D
W
F
L
V
C
N
S
340
|
K
T
C
I
L
G
I
L
K
N
N
Q
P
P
A
S
E
T
R
P
350
|
A
T
D
H
L
A
K
A
Q
G
L
E
M
G
V
H
H
H
A
H
360
|
F
H
I
H
K
H
R
-
S
-
D
-
A
-
E
-
E
-
V
-
370
|
D
-
F
-
A
-
G
-
W
-
L
-
C
-
S
-
T
-
I
-
380
|
G
-
L
-
N
-
Q
-
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | NCI-H508 cells | Colon | Homo sapiens (Human) | CVCL_1564 | |||||||||
| CCK-81 cells | N.A. | Homo sapiens (Human) | CVCL_2873 | ||||||||||
|
|
|||||||||||||
| Key Molecule: GTPase Nras (NRAS) | [18] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Cetuximab/Trametinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12V (c.35G>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.98 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.96 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
0
|
S
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
V
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
S
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
170
|
M
M
S
S
K
K
D
D
G
G
K
K
K
K
K
K
K
K
K
K
180
|
K
K
S
S
K
K
T
T
K
K
C
C
V
V
I
I
M
M
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | NCI-H508 cells | Colon | Homo sapiens (Human) | CVCL_1564 | |||||||||
| CCK-81 cells | N.A. | Homo sapiens (Human) | CVCL_2873 | ||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [19] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Dactolisib/Selumetinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.A146T (c.436G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.70 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.18 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
G
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
T
K
K
T
T
R
R
150
|
Q
Q
R
G
V
V
E
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
Q
K
Y
H
R
K
L
E
K
K
170
|
K
M
I
S
S
K
K
D
E
G
E
K
K
K
T
K
P
K
G
K
180
|
C
K
V
S
K
K
I
T
K
K
K
S
C
-
I
-
I
-
M
-
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Liver | N.A. | |||||||||||
| In Vivo Model | Female nonobese diabetic/severe combined immunodeficient (NOD/SCID) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunohistochemistry assay | ||||||||||||
| Mechanism Description | The missense mutation p.A146T (c.436G>A) in gene KRAS cause the sensitivity of Dactolisib + Selumetinib by unusual activation of pro-survival pathway | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [19] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Dactolisib/Selumetinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G13D (c.38G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.01 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
-
G
-
G
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
G
G
D
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Liver | N.A. | |||||||||||
| In Vivo Model | Female nonobese diabetic/severe combined immunodeficient (NOD/SCID) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunohistochemistry assay | ||||||||||||
| Mechanism Description | The missense mutation p.G13D (c.38G>A) in gene KRAS cause the sensitivity of Dactolisib + Selumetinib by unusual activation of pro-survival pathway | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [20] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | DEL-22379 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | ||||||||||
| In Vivo Model | Female athymic nu/nu mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
Caspase-Glo 3/7 luminogenic assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [21] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | INU-152 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | MAPK signaling pathway | Inhibition | hsa04010 | ||||||||||
| In Vitro Model | HT-29 cells | Colon | Homo sapiens (Human) | CVCL_0320 | |||||||||
| A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | ||||||||||
| HEK 293 cells | Kidney | Homo sapiens (Human) | CVCL_0045 | ||||||||||
| SkMEL2 cells | Skin | Homo sapiens (Human) | CVCL_0069 | ||||||||||
| Colo-205 cells | Ascites | Homo sapiens (Human) | CVCL_0218 | ||||||||||
| In Vivo Model | BALB/c nude mouse PDX model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
Promega assay | ||||||||||||
| Mechanism Description | INU-152 inhibits all RAF isoforms and inhibits MAPK pathways in mutant BRAF cells. More importantly, INU-152 exhibits minimal paradoxical pathway activation in melanoma cells with mutant RAS. INU-152 exhibits anti-tumor activities in xenograft models carrying BRAF mutations. | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [22] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | LSN3074753 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | MAPK signaling pathway | Inhibition | hsa04010 | ||||||||||
| EGFR signaling pathway | Inhibition | hsa01521 | |||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | ||||||||||
| HT-29 cells | Colon | Homo sapiens (Human) | CVCL_0320 | ||||||||||
| In Vivo Model | Nude mouse PDX model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
Promega assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Epidermal growth factor receptor (EGFR) | [23] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | MM-151 | ||||||||||||
| Molecule Alteration | Missense mutation | p.S492R (c.1476C>G) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.80 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
L
L
E
E
E
E
310
|
K
K
K
K
V
V
C
C
N
N
G
G
I
I
G
G
I
I
G
G
320
|
E
E
F
F
K
K
D
D
S
S
L
L
S
S
I
I
N
N
A
A
330
|
T
T
N
N
I
I
K
K
H
H
F
F
K
K
N
N
C
C
T
T
340
|
S
S
I
I
S
S
G
G
D
D
L
L
H
H
I
I
L
L
P
P
350
|
V
V
A
A
F
F
R
R
G
G
D
D
S
S
F
F
T
T
H
H
360
|
T
T
P
P
P
P
L
L
D
D
P
P
Q
Q
E
E
L
L
D
D
370
|
I
I
L
L
K
K
T
T
V
V
K
K
E
E
I
I
T
T
G
G
380
|
F
F
L
L
L
L
I
I
Q
Q
A
A
W
W
P
P
E
E
N
N
390
|
R
R
T
T
D
D
L
L
H
H
A
A
F
F
E
E
N
N
L
L
400
|
E
E
I
I
I
I
R
R
G
G
R
R
T
T
K
K
Q
Q
H
H
410
|
G
G
Q
Q
F
F
S
S
L
L
A
A
V
V
V
V
S
S
L
L
420
|
N
N
I
I
T
T
S
S
L
L
G
G
L
L
R
R
S
S
L
L
430
|
K
K
E
E
I
I
S
S
D
D
G
G
D
D
V
V
I
I
I
I
440
|
S
S
G
G
N
N
K
K
N
N
L
L
C
C
Y
Y
A
A
N
N
450
|
T
T
I
I
N
N
W
W
K
K
K
K
L
L
F
F
G
G
T
T
460
|
S
S
G
G
Q
Q
K
K
T
T
K
K
I
I
I
I
S
R
N
N
470
|
R
R
G
G
E
E
N
N
S
S
C
C
K
K
A
A
T
T
G
G
480
|
Q
Q
V
V
C
C
H
H
A
A
L
L
C
C
S
S
P
P
E
E
490
|
G
G
C
C
W
W
G
G
P
P
E
E
P
P
R
R
D
D
C
C
500
|
V
V
S
S
C
C
R
R
N
N
V
V
S
S
R
R
G
G
R
R
510
|
E
E
C
C
V
V
D
D
K
K
H
H
H
H
H
H
H
H
H
H
520
|
H
H
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| Cell Pathway Regulation | AKT/ERK signaling pathway | Inhibition | hsa04010 | ||||||||||
| In Vitro Model | LIM1215 cells | Colon | Homo sapiens (Human) | CVCL_2574 | |||||||||
| HEK 293 cells | Kidney | Homo sapiens (Human) | CVCL_0045 | ||||||||||
| Experiment for Molecule Alteration |
Immunoblotting analysis | ||||||||||||
| Experiment for Drug Resistance |
Promega assay | ||||||||||||
| Mechanism Description | MM-151 inhibits EGFR signaling and cell growth in preclinical models, including patient-derived cells carrying mutant EGFR. Upon MM-151 treatment, EGFR ECD mutations decline in circulating cell-free tumor DNA (ctDNA) of CRC patients who previously developed resistance to EGFR blockade. | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Catenin beta-1 (CTNNB1) | [16] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | MPI-0479605 | ||||||||||||
| Molecule Alteration | Missense mutation | p.S45F (c.134C>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.45 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
T
T
T
T
A
A
P
P
S
F
L
L
S
S
G
G
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| SW48 cells | Colon | Homo sapiens (Human) | CVCL_1724 | ||||||||||
| TOV-21G cells | Ovary | Homo sapiens (Human) | CVCL_3613 | ||||||||||
| HuTu80 cells | Small intestine | Homo sapiens (Human) | CVCL_1301 | ||||||||||
| TOV-112D cells | Ovary | Homo sapiens (Human) | CVCL_3612 | ||||||||||
| LS 174T cells | Colon | Homo sapiens (Human) | CVCL_1384 | ||||||||||
| A427 cells | Lung | Homo sapiens (Human) | CVCL_1055 | ||||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Gene set analysis | ||||||||||||
| Experiment for Drug Resistance |
Cell proliferation assay | ||||||||||||
| Mechanism Description | The missense mutation p.S45F (c.134C>T) in gene CTNNB1 cause the sensitivity of MPI-0479605 by unusual activation of pro-survival pathway | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Catenin beta-1 (CTNNB1) | [16] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Mps-BAY2b | ||||||||||||
| Molecule Alteration | Missense mutation | p.S45F (c.134C>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.45 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
T
T
T
T
A
A
P
P
S
F
L
L
S
S
G
G
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| SW48 cells | Colon | Homo sapiens (Human) | CVCL_1724 | ||||||||||
| TOV-21G cells | Ovary | Homo sapiens (Human) | CVCL_3613 | ||||||||||
| HuTu80 cells | Small intestine | Homo sapiens (Human) | CVCL_1301 | ||||||||||
| TOV-112D cells | Ovary | Homo sapiens (Human) | CVCL_3612 | ||||||||||
| LS 174T cells | Colon | Homo sapiens (Human) | CVCL_1384 | ||||||||||
| A427 cells | Lung | Homo sapiens (Human) | CVCL_1055 | ||||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Gene set analysis | ||||||||||||
| Experiment for Drug Resistance |
Cell proliferation assay | ||||||||||||
| Mechanism Description | The missense mutation p.S45F (c.134C>T) in gene CTNNB1 cause the sensitivity of Mps-BAY2b by unusual activation of pro-survival pathway | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Catenin beta-1 (CTNNB1) | [16] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Mps1-IN-1 | ||||||||||||
| Molecule Alteration | Missense mutation | p.S45F (c.134C>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.45 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
T
T
T
T
A
A
P
P
S
F
L
L
S
S
G
G
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| SW48 cells | Colon | Homo sapiens (Human) | CVCL_1724 | ||||||||||
| TOV-21G cells | Ovary | Homo sapiens (Human) | CVCL_3613 | ||||||||||
| HuTu80 cells | Small intestine | Homo sapiens (Human) | CVCL_1301 | ||||||||||
| TOV-112D cells | Ovary | Homo sapiens (Human) | CVCL_3612 | ||||||||||
| LS 174T cells | Colon | Homo sapiens (Human) | CVCL_1384 | ||||||||||
| A427 cells | Lung | Homo sapiens (Human) | CVCL_1055 | ||||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Gene set analysis | ||||||||||||
| Experiment for Drug Resistance |
Cell proliferation assay | ||||||||||||
| Mechanism Description | The missense mutation p.S45F (c.134C>T) in gene CTNNB1 cause the sensitivity of Mps1-IN-1 by unusual activation of pro-survival pathway | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Cellular tumor antigen p53 (TP53) | [24] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | NSC59984 | ||||||||||||
| Molecule Alteration | Missense mutation | p.R175H (c.524G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.37 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.38 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
H
H
M
M
170
|
T
T
E
E
V
V
V
V
R
R
R
H
C
C
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | SW480 cells | Colon | Homo sapiens (Human) | CVCL_0546 | |||||||||
| HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | ||||||||||
| DLD-1 cells | Colon | Homo sapiens (Human) | CVCL_0248 | ||||||||||
| RXF393 cells | Kidney | Homo sapiens (Human) | CVCL_1673 | ||||||||||
| MRC5 cells | Fetal lung | Homo sapiens (Human) | CVCL_0440 | ||||||||||
| Wi38 cells | Fetal lung | Homo sapiens (Human) | CVCL_0579 | ||||||||||
| Hop92 cells | Lung | Homo sapiens (Human) | CVCL_1286 | ||||||||||
| In Vivo Model | Female CRL nude mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Semi-quantitative RT-PCR; Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
CellTiter-Glo assay; Colony formation assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Catenin beta-1 (CTNNB1) | [16] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | NTRC 0066-0 | ||||||||||||
| Molecule Alteration | Missense mutation | p.S45F (c.134C>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.45 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
T
T
T
T
A
A
P
P
S
F
L
L
S
S
G
G
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| SW48 cells | Colon | Homo sapiens (Human) | CVCL_1724 | ||||||||||
| TOV-21G cells | Ovary | Homo sapiens (Human) | CVCL_3613 | ||||||||||
| HuTu80 cells | Small intestine | Homo sapiens (Human) | CVCL_1301 | ||||||||||
| TOV-112D cells | Ovary | Homo sapiens (Human) | CVCL_3612 | ||||||||||
| LS 174T cells | Colon | Homo sapiens (Human) | CVCL_1384 | ||||||||||
| A427 cells | Lung | Homo sapiens (Human) | CVCL_1055 | ||||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Gene set analysis | ||||||||||||
| Experiment for Drug Resistance |
Cell proliferation assay | ||||||||||||
| Mechanism Description | The missense mutation p.S45F (c.134C>T) in gene CTNNB1 cause the sensitivity of NTRC 0066-0 by unusual activation of pro-survival pathway | ||||||||||||
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Tropomyosin-related kinase A (TrkA) | [5] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | Pan-TRK inhibitors | ||||||||||||
| Molecule Alteration | Missense mutation | p.G595R (c.1783G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.09 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
S
-
S
-
L
-
S
-
P
-
T
-
480
|
E
-
G
-
K
-
G
-
S
-
G
-
L
-
Q
-
G
-
H
-
490
|
I
-
I
-
E
-
N
-
P
-
Q
-
Y
-
F
-
S
S
D
D
500
|
A
A
C
C
V
V
H
H
H
H
I
I
K
K
R
R
R
R
D
D
510
|
I
I
V
V
L
L
K
K
W
W
E
E
L
L
G
G
E
E
G
G
520
|
A
A
F
F
G
G
K
K
V
V
F
F
L
L
A
A
E
E
C
C
530
|
H
H
N
N
L
L
L
L
P
P
E
E
Q
Q
D
D
K
K
M
M
540
|
L
L
V
V
A
A
V
V
K
K
A
A
L
L
K
K
E
E
A
A
550
|
S
S
E
E
S
S
A
A
R
R
Q
Q
D
D
F
F
Q
Q
R
R
560
|
E
E
A
A
E
E
L
L
L
L
T
T
M
M
L
L
Q
Q
H
H
570
|
Q
Q
H
H
I
I
V
V
R
R
F
F
F
F
G
G
V
V
C
C
580
|
T
T
E
E
G
G
R
R
P
P
L
L
L
L
M
M
V
V
F
F
590
|
E
E
Y
Y
M
M
R
R
H
H
G
R
D
D
L
L
N
N
R
R
600
|
F
F
L
L
R
R
S
S
H
H
G
G
P
P
D
D
A
A
K
K
610
|
L
L
L
L
A
A
G
G
G
G
E
E
D
D
V
V
A
A
P
P
620
|
G
G
P
P
L
L
G
G
L
L
G
G
Q
Q
L
L
L
L
A
A
630
|
V
V
A
A
S
S
Q
Q
V
V
A
A
A
A
G
G
M
M
V
V
640
|
Y
Y
L
L
A
A
G
G
L
L
H
H
F
F
V
V
H
H
R
R
650
|
D
D
L
L
A
A
T
T
R
R
N
N
C
C
L
L
V
V
G
G
660
|
Q
Q
G
G
L
L
V
V
V
V
K
K
I
I
G
G
D
D
F
F
670
|
G
G
M
M
S
S
R
R
D
D
I
I
Y
Y
S
S
T
T
D
D
680
|
Y
Y
Y
Y
R
R
V
V
G
G
G
G
R
R
T
T
M
M
L
L
690
|
P
P
I
I
R
R
W
W
M
M
P
P
P
P
E
E
S
S
I
I
700
|
L
L
Y
Y
R
R
K
K
F
F
T
T
T
T
E
E
S
S
D
D
710
|
V
V
W
W
S
S
F
F
G
G
V
V
V
V
L
L
W
W
E
E
720
|
I
I
F
F
T
T
Y
Y
G
G
K
K
Q
Q
P
P
W
W
Y
Y
730
|
Q
Q
L
L
S
S
N
N
T
T
E
E
A
A
I
I
D
D
C
C
740
|
I
I
T
T
Q
Q
G
G
R
R
E
E
L
L
E
E
R
R
P
P
750
|
R
R
A
A
C
C
P
P
P
P
E
E
V
V
Y
Y
A
A
I
I
760
|
M
M
R
R
G
G
C
C
W
W
Q
Q
R
R
E
E
P
P
Q
Q
770
|
Q
Q
R
R
H
H
S
S
I
I
K
K
D
D
V
V
H
H
A
A
780
|
R
R
L
L
Q
Q
A
A
L
L
A
A
Q
Q
A
A
P
P
P
P
790
|
V
V
Y
Y
L
L
D
D
V
V
L
L
-
G
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | KM-12 cells | Colon | Homo sapiens (Human) | CVCL_1331 | |||||||||
| In Vivo Model | NOD-SCID mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
ddPCR; Kinase domain alignment assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [11] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Pimasertib/Regorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HT29 Cells | Colon | Homo sapiens (Human) | CVCL_A8EZ | |||||||||
| H1975 cells | Lung | Homo sapiens (Human) | CVCL_1511 | ||||||||||
| A549 cells | Lung | Homo sapiens (Human) | CVCL_0023 | ||||||||||
| H460 cells | Lung | Homo sapiens (Human) | CVCL_0459 | ||||||||||
| LOVO cells | Colon | Homo sapiens (Human) | CVCL_0399 | ||||||||||
| H1299 cells | Lung | Homo sapiens (Human) | CVCL_0060 | ||||||||||
| HCT15 cells | Colon | Homo sapiens (Human) | CVCL_0292 | ||||||||||
| COLO205 cells | Colon | Homo sapiens (Human) | CVCL_F402 | ||||||||||
| In Vivo Model | Female balb/c athymic (nu+/nu+) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunoblotting analysis | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
| Mechanism Description | The missense mutation p.V600E (c.1799T>A) in gene BRAF cause the sensitivity of Pimasertib + Regorafenib by aberration of the drug's therapeutic target | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [25] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | PLX4720/Pictilisib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| Experiment for Molecule Alteration |
DNA sequencing assay | ||||||||||||
| Mechanism Description | The missense mutation p.V600E (c.1799T>A) in gene BRAF cause the sensitivity of PLX4720 + Pictilisib by aberration of the drug's therapeutic target | ||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [25] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | PLX4720/Pictilisib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| Experiment for Molecule Alteration |
DNA sequencing assay | ||||||||||||
| Mechanism Description | The missense mutation p.V600E (c.1799T>A) in gene BRAF cause the sensitivity of PLX4720 + Pictilisib by aberration of the drug's therapeutic target | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [26] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | PLX7904 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | ||||||||||
| A431 cells | Skin | Homo sapiens (Human) | CVCL_0037 | ||||||||||
| SkBR3 cells | Breast | Homo sapiens (Human) | CVCL_0033 | ||||||||||
| SkMEL239-C3 cells | Skin | Homo sapiens (Human) | CVCL_6122 | ||||||||||
| SkMEL239 cells | Skin | Homo sapiens (Human) | CVCL_6122 | ||||||||||
| IPC-298 cells | Skin | Homo sapiens (Human) | CVCL_1307 | ||||||||||
| Colo829 cells | Skin | Homo sapiens (Human) | CVCL_1137 | ||||||||||
| B9 cells | N.A. | Mus musculus (Mouse) | CVCL_1952 | ||||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Western blot analysis; Microarray gene expression analysis; Crystallization and structure determination assay | ||||||||||||
| Experiment for Drug Resistance |
CellTiter-Glo assay; Anchorage-independent growth assay | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [19] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Selumetinib/Dactolisib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12V (c.35G>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.98 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.96 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
G
-
0
|
S
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
V
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
S
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
E
E
K
K
170
|
M
M
S
S
K
K
D
D
G
G
K
K
K
K
K
K
K
K
K
K
180
|
K
K
S
S
K
K
T
T
K
K
C
C
V
V
I
I
M
M
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Liver | N.A. | |||||||||||
| In Vivo Model | Female nonobese diabetic/severe combined immunodeficient (NOD/SCID) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunohistochemistry assay | ||||||||||||
| Mechanism Description | The missense mutation p.G12V (c.35G>T) in gene KRAS cause the sensitivity of Selumetinib + Dactolisib by unusual activation of pro-survival pathway | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [19] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Selumetinib/Dactolisib | ||||||||||||
| Molecule Alteration | Missense mutation | p.A146V (c.437C>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.70 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.18 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
G
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
V
K
K
T
T
R
R
150
|
Q
Q
R
G
V
V
E
D
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
Q
K
Y
H
R
K
L
E
K
K
170
|
K
M
I
S
S
K
K
D
E
G
E
K
K
K
T
K
P
K
G
K
180
|
C
K
V
S
K
K
I
T
K
K
K
S
C
-
I
-
I
-
M
-
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Liver | N.A. | |||||||||||
| In Vivo Model | Female nonobese diabetic/severe combined immunodeficient (NOD/SCID) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunohistochemistry assay | ||||||||||||
| Mechanism Description | The missense mutation p.A146V (c.437C>T) in gene KRAS cause the sensitivity of Selumetinib + Dactolisib by unusual activation of pro-survival pathway | ||||||||||||
| Key Molecule: GTPase Nras (NRAS) | [19] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Selumetinib/Dactolisib | ||||||||||||
| Molecule Alteration | Missense mutation | p.Q61K (c.181C>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.59 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.74 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
-
M
-
H
-
H
-
H
-
H
-
H
-
H
-10
|
-
S
-
S
-
G
-
R
-
E
-
N
-
L
-
Y
-
F
-
Q
0
|
S
G
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
G
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
K
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
S
S
K
K
S
S
90
|
F
F
A
A
D
D
I
I
N
N
L
L
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
D
D
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
T
T
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
H
H
E
E
L
L
A
A
K
K
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
G
V
V
E
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
Q
Q
Y
Y
R
R
M
M
K
K
170
|
K
K
L
L
N
N
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Liver | N.A. | |||||||||||
| In Vivo Model | Female nonobese diabetic/severe combined immunodeficient (NOD/SCID) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunohistochemistry assay | ||||||||||||
| Mechanism Description | The missense mutation p.Q61K (c.181C>A) in gene NRAS cause the sensitivity of Selumetinib + Dactolisib by unusual activation of pro-survival pathway | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [19] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Selumetinib/Dactolisib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12C (c.34G>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.60 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
C
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Liver | N.A. | |||||||||||
| In Vivo Model | Female nonobese diabetic/severe combined immunodeficient (NOD/SCID) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunohistochemistry assay | ||||||||||||
| Mechanism Description | The missense mutation p.G12C (c.34G>T) in gene KRAS cause the sensitivity of Selumetinib + Dactolisib by unusual activation of pro-survival pathway | ||||||||||||
| Key Molecule: GTPase KRas (KRAS) | [19] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Selumetinib/Dactolisib | ||||||||||||
| Molecule Alteration | Missense mutation | p.G12D (c.35G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.10 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
G
-
M
M
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
D
G
G
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Liver | N.A. | |||||||||||
| In Vivo Model | Female nonobese diabetic/severe combined immunodeficient (NOD/SCID) mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Immunohistochemistry assay | ||||||||||||
| Mechanism Description | The missense mutation p.G12D (c.35G>A) in gene KRAS cause the sensitivity of Selumetinib + Dactolisib by unusual activation of pro-survival pathway | ||||||||||||
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [27] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | SHP099 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| Cell Pathway Regulation | RAS/ERK signaling pathway | Inhibition | hsa01521 | ||||||||||
| In Vitro Model | MDA-MB-231 cells | Breast | Homo sapiens (Human) | CVCL_0062 | |||||||||
| NCI-H2228 cells | Lung | Homo sapiens (Human) | CVCL_1543 | ||||||||||
| MDA-MB-468 cells | Breast | Homo sapiens (Human) | CVCL_0419 | ||||||||||
| A2058 cells | Skin | Homo sapiens (Human) | CVCL_1059 | ||||||||||
| KYSE520 cells | Esophagus | Homo sapiens (Human) | CVCL_1355 | ||||||||||
| KATO-3 cells | Gastric | Homo sapiens (Human) | CVCL_0371 | ||||||||||
| Sum52 cells | Pleural effusion | Homo sapiens (Human) | CVCL_3425 | ||||||||||
| NCI-H2170 cells | Lung | Homo sapiens (Human) | CVCL_1535 | ||||||||||
| NCI-H2170 cells | Lung | Homo sapiens (Human) | CVCL_1535 | ||||||||||
| H293 cells | Kidney | Homo sapiens (Human) | N.A. | ||||||||||
| In Vivo Model | Athymic nude mouse PDX model | Mus musculus | |||||||||||
| Experiment for Drug Resistance |
CellTitre-Glo assay; Crystal violet staining assay | ||||||||||||
| Mechanism Description | SHP099 suppresses RAS-ERK signalling to inhibit the proliferation of receptor-tyrosine-kinase-driven human cancer cells in vitro and is efficacious in mouse tumour xenograft models. | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [28] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | TAK-632 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | SW1736 cells | Thyroid | Homo sapiens (Human) | CVCL_3883 | |||||||||
| 8505C cells | Thyroid | Homo sapiens (Human) | CVCL_1054 | ||||||||||
| Hth104 cells | Thyroid gland | Homo sapiens (Human) | CVCL_A427 | ||||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Mechanism Description | The missense mutation p.V600E (c.1799T>A) in gene BRAF cause the sensitivity of TAK-632 by aberration of the drug's therapeutic target | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [29] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Vemurafenib/Capecitabine/Bevacizumab | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | Colo741 cells | Pelvis | Homo sapiens (Human) | CVCL_1133 | |||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
MTT assay | ||||||||||||
| Mechanism Description | The missense mutation p.V600E (c.1799T>A) in gene BRAF cause the sensitivity of Vemurafenib + Capecitabine + Bevacizumab by aberration of the drug's therapeutic target | ||||||||||||
Investigative Drug(s)
8 drug(s) in total
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [30] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Binimetinib/Cetuximab/Encorafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [31] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Cobimetinib/Vemurafenib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | MAPK signaling pathway | Inhibition | hsa04010 | ||||||||||
| Drug Resistance Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: GTPase Hras (HRAS) | [32] | ||||||||||||
| Resistant Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Resistant Drug | EGFR inhibitors | ||||||||||||
| Molecule Alteration | Missense mutation | p.G13D (c.38G>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.01 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
0
|
-
G
-
G
T
T
E
E
Y
Y
K
K
L
L
V
V
V
V
V
V
10
|
G
G
A
A
G
G
G
D
V
V
G
G
K
K
S
S
A
A
L
L
20
|
T
T
I
I
Q
Q
L
L
I
I
Q
Q
N
N
H
H
F
F
V
V
30
|
D
D
E
E
Y
Y
D
D
P
P
T
T
I
I
E
E
D
D
S
S
40
|
Y
Y
R
R
K
K
Q
Q
V
V
V
V
I
I
D
D
G
G
E
E
50
|
T
T
C
C
L
L
L
L
D
D
I
I
L
L
D
D
T
T
A
A
60
|
G
G
Q
Q
E
E
E
E
Y
Y
S
S
A
A
M
M
R
R
D
D
70
|
Q
Q
Y
Y
M
M
R
R
T
T
G
G
E
E
G
G
F
F
L
L
80
|
C
C
V
V
F
F
A
A
I
I
N
N
N
N
T
T
K
K
S
S
90
|
F
F
E
E
D
D
I
I
H
H
H
H
Y
Y
R
R
E
E
Q
Q
100
|
I
I
K
K
R
R
V
V
K
K
D
D
S
S
E
E
D
D
V
V
110
|
P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
C
C
D
D
120
|
L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
|
A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
|
P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
|
Q
Q
G
R
V
V
D
E
D
D
A
A
F
F
Y
Y
T
T
L
L
160
|
V
V
R
R
E
E
I
I
R
R
K
Q
H
Y
K
R
E
L
K
K
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Colorectum | N.A. | |||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Glutathione S-transferase P (GSTP1) | [33] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Folfox protocol | ||||||||||||
| Molecule Alteration | Missense mutation | p.I105V (c.313A>G) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 1.40 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 1.80 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
M
M
P
P
P
P
Y
Y
T
T
V
V
V
V
Y
Y
F
F
10
|
P
P
V
V
R
R
G
G
R
R
C
C
A
A
A
A
L
L
R
R
20
|
M
M
L
L
L
L
A
A
D
D
Q
Q
G
G
Q
Q
S
S
W
W
30
|
K
K
E
E
E
E
V
V
V
V
T
T
V
V
E
E
T
T
W
W
40
|
Q
Q
E
E
G
G
S
S
L
L
K
K
A
A
S
S
C
C
L
L
50
|
Y
Y
G
G
Q
Q
L
L
P
P
K
K
F
F
Q
Q
D
D
G
G
60
|
D
D
L
L
T
T
L
L
Y
Y
Q
Q
S
S
N
N
T
T
I
I
70
|
L
L
R
R
H
H
L
L
G
G
R
R
T
T
L
L
G
G
L
L
80
|
Y
Y
G
G
K
K
D
D
Q
Q
Q
Q
E
E
A
A
A
A
L
L
90
|
V
V
D
D
M
M
V
V
N
N
D
D
G
G
V
V
E
E
D
D
100
|
L
L
R
R
C
C
K
K
Y
Y
I
V
S
S
L
L
I
I
Y
Y
110
|
T
T
N
N
Y
Y
E
E
A
A
G
G
K
K
D
D
D
D
Y
Y
120
|
V
V
K
K
A
A
L
L
P
P
G
G
Q
Q
L
L
K
K
P
P
130
|
F
F
E
E
T
T
L
L
L
L
S
S
Q
Q
N
N
Q
Q
G
G
140
|
G
G
K
K
T
T
F
F
I
I
V
V
G
G
D
D
Q
Q
I
I
150
|
S
S
F
F
A
A
D
D
Y
Y
N
N
L
L
L
L
D
D
L
L
160
|
L
L
L
L
I
I
H
H
E
E
V
V
L
L
A
A
P
P
G
G
170
|
C
C
L
L
D
D
A
A
F
F
P
P
L
L
L
L
S
S
A
A
180
|
Y
Y
V
V
G
G
R
R
L
L
S
S
A
A
R
R
P
P
K
K
190
|
L
L
K
K
A
A
F
F
L
L
A
A
S
S
P
P
E
E
Y
Y
200
|
V
V
N
N
L
L
P
P
I
I
N
N
G
G
N
N
G
G
K
K
210
|
Q
Q
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | Human colorectal carcinoma tissue | N.A. | |||||||||||
| Mechanism Description | The missense mutation p.I105V (c.313A>G) in gene GSTP1 cause the sensitivity of Folfox Protocol by drug inactivation by structure modification | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Epidermal growth factor receptor (EGFR) | [34] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Futuximab | ||||||||||||
| Molecule Alteration | Missense mutation | p.S492R (c.1476C>G) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.80 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
L
L
E
E
E
E
310
|
K
K
K
K
V
V
C
C
N
N
G
G
I
I
G
G
I
I
G
G
320
|
E
E
F
F
K
K
D
D
S
S
L
L
S
S
I
I
N
N
A
A
330
|
T
T
N
N
I
I
K
K
H
H
F
F
K
K
N
N
C
C
T
T
340
|
S
S
I
I
S
S
G
G
D
D
L
L
H
H
I
I
L
L
P
P
350
|
V
V
A
A
F
F
R
R
G
G
D
D
S
S
F
F
T
T
H
H
360
|
T
T
P
P
P
P
L
L
D
D
P
P
Q
Q
E
E
L
L
D
D
370
|
I
I
L
L
K
K
T
T
V
V
K
K
E
E
I
I
T
T
G
G
380
|
F
F
L
L
L
L
I
I
Q
Q
A
A
W
W
P
P
E
E
N
N
390
|
R
R
T
T
D
D
L
L
H
H
A
A
F
F
E
E
N
N
L
L
400
|
E
E
I
I
I
I
R
R
G
G
R
R
T
T
K
K
Q
Q
H
H
410
|
G
G
Q
Q
F
F
S
S
L
L
A
A
V
V
V
V
S
S
L
L
420
|
N
N
I
I
T
T
S
S
L
L
G
G
L
L
R
R
S
S
L
L
430
|
K
K
E
E
I
I
S
S
D
D
G
G
D
D
V
V
I
I
I
I
440
|
S
S
G
G
N
N
K
K
N
N
L
L
C
C
Y
Y
A
A
N
N
450
|
T
T
I
I
N
N
W
W
K
K
K
K
L
L
F
F
G
G
T
T
460
|
S
S
G
G
Q
Q
K
K
T
T
K
K
I
I
I
I
S
R
N
N
470
|
R
R
G
G
E
E
N
N
S
S
C
C
K
K
A
A
T
T
G
G
480
|
Q
Q
V
V
C
C
H
H
A
A
L
L
C
C
S
S
P
P
E
E
490
|
G
G
C
C
W
W
G
G
P
P
E
E
P
P
R
R
D
D
C
C
500
|
V
V
S
S
C
C
R
R
N
N
V
V
S
S
R
R
G
G
R
R
510
|
E
E
C
C
V
V
D
D
K
K
H
H
H
H
H
H
H
H
H
H
520
|
H
H
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | HT29 Cells | Colon | Homo sapiens (Human) | CVCL_A8EZ | |||||||||
| DLD1 cells | Colon | Homo sapiens (Human) | CVCL_0248 | ||||||||||
| SW620 cells | Colon | Homo sapiens (Human) | CVCL_0547 | ||||||||||
| LS1034 cells | Colon | Homo sapiens (Human) | CVCL_1382 | ||||||||||
| COLO205 cells | Colon | Homo sapiens (Human) | CVCL_F402 | ||||||||||
| GEO cells | Colon | Homo sapiens (Human) | CVCL_0271 | ||||||||||
| HCT15 cells | Colon | Homo sapiens (Human) | CVCL_0292 | ||||||||||
| SW480 cells | Colon | Homo sapiens (Human) | CVCL_0546 | ||||||||||
| CaCo2 cells | Colon | Homo sapiens (Human) | CVCL_0025 | ||||||||||
| HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | ||||||||||
| LOVO cells | Colon | Homo sapiens (Human) | CVCL_0399 | ||||||||||
| LS174T cells | Colon | Homo sapiens (Human) | CVCL_1384 | ||||||||||
| SW948 cells | Colon | Homo sapiens (Human) | CVCL_0632 | ||||||||||
| SW403 cells | Colon | Homo sapiens (Human) | CVCL_0545 | ||||||||||
| SW837 cells | Colon | Homo sapiens (Human) | CVCL_1729 | ||||||||||
| T84 cells | Colon | Homo sapiens (Human) | CVCL_0555 | ||||||||||
| SW1463 cells | Rectum | Homo sapiens (Human) | CVCL_1718 | ||||||||||
| H716 cells | Ascites | Homo sapiens (Human) | CVCL_1581 | ||||||||||
| H508 cells | Abdominal wall | Homo sapiens (Human) | CVCL_1564 | ||||||||||
| SNUC2A cells | Cecum | Homo sapiens (Human) | CVCL_1709 | ||||||||||
| COLO678 cells | Colon | Homo sapiens (Human) | CVCL_1129 | ||||||||||
| GP5D cells | Colon | Homo sapiens (Human) | CVCL_1235 | ||||||||||
| Experiment for Molecule Alteration |
Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
WST-1 assay | ||||||||||||
| Key Molecule: Epidermal growth factor receptor (EGFR) | [35] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Futuximab | ||||||||||||
| Molecule Alteration | Missense mutation | p.S492R (c.1476C>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.80 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
L
L
E
E
E
E
310
|
K
K
K
K
V
V
C
C
N
N
G
G
I
I
G
G
I
I
G
G
320
|
E
E
F
F
K
K
D
D
S
S
L
L
S
S
I
I
N
N
A
A
330
|
T
T
N
N
I
I
K
K
H
H
F
F
K
K
N
N
C
C
T
T
340
|
S
S
I
I
S
S
G
G
D
D
L
L
H
H
I
I
L
L
P
P
350
|
V
V
A
A
F
F
R
R
G
G
D
D
S
S
F
F
T
T
H
H
360
|
T
T
P
P
P
P
L
L
D
D
P
P
Q
Q
E
E
L
L
D
D
370
|
I
I
L
L
K
K
T
T
V
V
K
K
E
E
I
I
T
T
G
G
380
|
F
F
L
L
L
L
I
I
Q
Q
A
A
W
W
P
P
E
E
N
N
390
|
R
R
T
T
D
D
L
L
H
H
A
A
F
F
E
E
N
N
L
L
400
|
E
E
I
I
I
I
R
R
G
G
R
R
T
T
K
K
Q
Q
H
H
410
|
G
G
Q
Q
F
F
S
S
L
L
A
A
V
V
V
V
S
S
L
L
420
|
N
N
I
I
T
T
S
S
L
L
G
G
L
L
R
R
S
S
L
L
430
|
K
K
E
E
I
I
S
S
D
D
G
G
D
D
V
V
I
I
I
I
440
|
S
S
G
G
N
N
K
K
N
N
L
L
C
C
Y
Y
A
A
N
N
450
|
T
T
I
I
N
N
W
W
K
K
K
K
L
L
F
F
G
G
T
T
460
|
S
S
G
G
Q
Q
K
K
T
T
K
K
I
I
I
I
S
R
N
N
470
|
R
R
G
G
E
E
N
N
S
S
C
C
K
K
A
A
T
T
G
G
480
|
Q
Q
V
V
C
C
H
H
A
A
L
L
C
C
S
S
P
P
E
E
490
|
G
G
C
C
W
W
G
G
P
P
E
E
P
P
R
R
D
D
C
C
500
|
V
V
S
S
C
C
R
R
N
N
V
V
S
S
R
R
G
G
R
R
510
|
E
E
C
C
V
V
D
D
K
K
H
H
H
H
H
H
H
H
H
H
520
|
H
H
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | EGFR signaling pathway | Regulation | N.A. | ||||||||||
| In Vitro Model | LIM1215 cells | Colon | Homo sapiens (Human) | CVCL_2574 | |||||||||
| NIH3T3 cells | Embryo | Homo sapiens (Human) | CVCL_0594 | ||||||||||
| EGFR cells | N.A. | N.A. | N.A. | ||||||||||
| In Vivo Model | Male BALB/c nude mouse | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
Promega assay; FACS assay; Crystal violet staining assay | ||||||||||||
| Mechanism Description | Contrary to cetuximab and panitumumab, Sym004 effectively binds to and prevents activation of all the EGFR mutants. Sym004 effectively inhibits proliferation and EGFR downstream signaling in cetuximab-resistant derivatives harboring the S492R and G465R EGFR mutations. Sym004 causes profound and sustained regression in S492R-mutant EGFR and delays tumor growth in G465R-mutant EGFR in vivo. | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Catenin beta-1 (CTNNB1) | [16] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | NMS-P715 | ||||||||||||
| Molecule Alteration | Missense mutation | p.S45F (c.134C>T) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.20 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 2.45 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
T
T
T
T
A
A
P
P
S
F
L
L
S
S
G
G
K
K
|
|||||||||||||
| Experimental Note | Revealed Based on the Cell Line Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| SW48 cells | Colon | Homo sapiens (Human) | CVCL_1724 | ||||||||||
| TOV-21G cells | Ovary | Homo sapiens (Human) | CVCL_3613 | ||||||||||
| HuTu80 cells | Small intestine | Homo sapiens (Human) | CVCL_1301 | ||||||||||
| TOV-112D cells | Ovary | Homo sapiens (Human) | CVCL_3612 | ||||||||||
| LS 174T cells | Colon | Homo sapiens (Human) | CVCL_1384 | ||||||||||
| A427 cells | Lung | Homo sapiens (Human) | CVCL_1055 | ||||||||||
| In Vivo Model | Mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Gene set analysis | ||||||||||||
| Experiment for Drug Resistance |
Cell proliferation assay | ||||||||||||
| Mechanism Description | The missense mutation p.S45F (c.134C>T) in gene CTNNB1 cause the sensitivity of NMS-P715 by unusual activation of pro-survival pathway | ||||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [36] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | Panitumumab/Dabrafenib/Trametinib | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| Cell Pathway Regulation | MAPK signaling pathway | Inhibition | hsa04010 | ||||||||||
| Drug Sensitivity Data Categorized by Their Corresponding Mechanisms | |||||||||||||
|
|
|||||||||||||
| Key Molecule: Serine/threonine-protein kinase B-raf (BRAF) | [20] | ||||||||||||
| Sensitive Disease | Colorectal cancer [ICD-11: 2B91.1] | ||||||||||||
| Sensitive Drug | SCH772984 | ||||||||||||
| Molecule Alteration | Missense mutation | p.V600E (c.1799T>A) |
|||||||||||
| Wild Type Structure | Method: X-ray diffraction | Resolution: 2.55 Å | |||||||||||
| Mutant Type Structure | Method: X-ray diffraction | Resolution: 3.20 Å | |||||||||||
| Download The Information of Sequence | Download The Structure File | ||||||||||||
-
420
|
M
M
D
D
R
R
G
G
S
S
H
H
H
H
H
H
H
H
H
H
430
|
H
H
G
G
S
S
E
E
D
D
R
R
N
N
R
R
M
M
K
K
440
|
T
T
L
L
G
G
R
R
R
R
D
D
S
S
S
S
D
D
D
D
450
|
W
W
E
E
I
I
P
P
D
D
G
G
Q
Q
I
I
T
T
V
V
460
|
G
G
Q
Q
R
R
I
I
G
G
S
S
G
G
S
S
F
F
G
G
470
|
T
T
V
V
Y
Y
K
K
G
G
K
K
W
W
H
H
G
G
D
D
480
|
V
V
A
A
V
V
K
K
M
M
L
L
N
N
V
V
T
T
A
A
490
|
P
P
T
T
P
P
Q
Q
Q
Q
L
L
Q
Q
A
A
F
F
K
K
500
|
N
N
E
E
V
V
G
G
V
V
L
L
R
R
K
K
T
T
R
R
510
|
H
H
V
V
N
N
I
I
L
L
L
L
F
F
M
M
G
G
Y
Y
520
|
S
S
T
T
K
K
P
P
Q
Q
L
L
A
A
I
I
V
V
T
T
530
|
Q
Q
W
W
C
C
E
E
G
G
S
S
S
S
L
L
Y
Y
H
H
540
|
H
H
L
L
H
H
I
I
I
I
E
E
T
T
K
K
F
F
E
E
550
|
M
M
I
I
K
K
L
L
I
I
D
D
I
I
A
A
R
R
Q
Q
560
|
T
T
A
A
Q
Q
G
G
M
M
D
D
Y
Y
L
L
H
H
A
A
570
|
K
K
S
S
I
I
I
I
H
H
R
R
D
D
L
L
K
K
S
S
580
|
N
N
N
N
I
I
F
F
L
L
H
H
E
E
D
D
L
L
T
T
590
|
V
V
K
K
I
I
G
G
D
D
F
F
G
G
L
L
A
A
T
T
600
|
V
E
K
K
S
S
R
R
W
W
S
S
G
G
S
S
H
H
Q
Q
610
|
F
F
E
E
Q
Q
L
L
S
S
G
G
S
S
I
I
L
L
W
W
620
|
M
M
A
A
P
P
E
E
V
V
I
I
R
R
M
M
Q
Q
D
D
630
|
K
K
N
N
P
P
Y
Y
S
S
F
F
Q
Q
S
S
D
D
V
V
640
|
Y
Y
A
A
F
F
G
G
I
I
V
V
L
L
Y
Y
E
E
L
L
650
|
M
M
T
T
G
G
Q
Q
L
L
P
P
Y
Y
S
S
N
N
I
I
660
|
N
N
N
N
R
R
D
D
Q
Q
I
I
I
I
F
F
M
M
V
V
670
|
G
G
R
R
G
G
Y
Y
L
L
S
S
P
P
D
D
L
L
S
S
680
|
K
K
V
V
R
R
S
S
N
N
C
C
P
P
K
K
A
A
M
M
690
|
K
K
R
R
L
L
M
M
A
A
E
E
C
C
L
L
K
K
K
K
700
|
K
K
R
R
D
D
E
E
R
R
P
P
L
L
F
F
P
P
Q
Q
710
|
I
I
L
L
A
A
S
S
I
I
E
E
L
L
L
L
A
A
R
R
720
|
S
S
L
L
P
P
K
K
I
I
H
H
R
R
|
|||||||||||||
| Experimental Note | Identified from the Human Clinical Data | ||||||||||||
| In Vitro Model | HCT116 cells | Colon | Homo sapiens (Human) | CVCL_0291 | |||||||||
| A375 cells | Skin | Homo sapiens (Human) | CVCL_0132 | ||||||||||
| In Vivo Model | Female athymic nu/nu mouse xenograft model | Mus musculus | |||||||||||
| Experiment for Molecule Alteration |
Western blot analysis | ||||||||||||
| Experiment for Drug Resistance |
Caspase-Glo 3/7 luminogenic assay | ||||||||||||
References
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