General Information of the Molecule (ID: Mol00150)
Name
GTPase KRas (KRAS) ,Homo sapiens
Synonyms
K-Ras 2; Ki-Ras; c-K-ras; c-Ki-ras; KRAS2; RASK2
    Click to Show/Hide
Molecule Type
Protein
Gene Name
KRAS
Gene ID
3845
Location
chr12:25205246-25250936[-]
Sequence
MTEYKLVVVGAGGVGKSALTIQLIQNHFVDEYDPTIEDSYRKQVVIDGETCLLDILDTAG
QEEYSAMRDQYMRTGEGFLCVFAINNTKSFEDIHHYREQIKRVKDSEDVPMVLVGNKCDL
PSRTVDTKQAQDLARSYGIPFIETSAKTRQRVEDAFYTLVREIRQYRLKKISKEEKTPGC
VKIKKCIIM
    Click to Show/Hide
3D-structure
PDB ID
7VVB
Classification
Cell cycle
Method
X-ray diffraction
Resolution
1.70  Å
Function
Ras proteins bind GDP/GTP and possess intrinsic GTPase activity. Plays an important role in the regulation of cell proliferation. Plays a role in promoting oncogenic events by inducing transcriptional silencing of tumor suppressor genes (TSGs) in colorectal cancer (CRC) cells in a ZNF304-dependent manner.
    Click to Show/Hide
Uniprot ID
RASK_HUMAN
Ensembl ID
ENSG00000133703
HGNC ID
HGNC:6407
        Click to Show/Hide the Complete Species Lineage
Kingdom: Metazoa
Phylum: Chordata
Class: Mammalia
Order: Primates
Family: Hominidae
Genus: Homo
Species: Homo sapiens
Type(s) of Resistant Mechanism of This Molecule with Structure Alteration
  UAPP: Unusual Activation of Pro-survival Pathway
Drug Resistance Data Categorized by Drug
Approved Drug(s)
8 drug(s) in total
Click to Show/Hide the Full List of Drugs
Cetuximab
Click to Show/Hide
Drug Resistance Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [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
PDB: 7SCW
Mutant Type Structure Method: X-ray diffraction Resolution: 1.96  Å
PDB: 7SCX
   Download The Information of Sequence       Download The Structure File   
RMSD: 0.47
TM score: 0.99104
Amino acid change:
G12V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
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120
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130
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A
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140
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160
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R
K
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H
K
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E
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K
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170
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M
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K
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D
D
G
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K
K
K
K
K
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K
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K
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180
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K
K
S
S
K
K
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T
K
K
C
C
V
V
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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).
Disease Class: Metastatic colorectal cancer [ICD-11: 2D85.0] [4]
Resistant Disease Metastatic colorectal cancer [ICD-11: 2D85.0]
Resistant Drug Cetuximab
Molecule Alteration Missense mutation
p.Q61H
Wild Type Structure Method: X-ray diffraction Resolution: 1.31  Å
PDB: 6T5V
Mutant Type Structure Method: X-ray diffraction Resolution: 2.20  Å
PDB: 6MNX
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.14
TM score: 0.96411
Amino acid change:
Q61H
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
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Experimental Note Identified from the Human Clinical Data
In Vitro Model DiFi cells Colon Homo sapiens (Human) CVCL_6895
DiFi-R cells Colon Homo sapiens (Human) CVCL_A2BW
Lim1215-R cells Colon Homo sapiens (Human) CVCL_1736
In Vivo Model A retrospective survey in conducting clinical studies Homo sapiens
Experiment for
Molecule Alteration
FISH analysis; Sanger sequencing assay
Experiment for
Drug Resistance
Cell viability assay
Mechanism Description Nevertheless, our functional analysis in cell models show that kRAS mutations are causally responsible for acquired resistance to cetuximab.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [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
PDB: 6T5V
Mutant Type Structure Method: X-ray diffraction Resolution: 2.20  Å
PDB: 6MNX
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.14
TM score: 0.96411
Amino acid change:
Q61H
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
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M
M
T
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E
E
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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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 2.10  Å
PDB: 8JHL
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.9318
Amino acid change:
G12D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
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A
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G
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E
E
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C
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L
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A
A
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K
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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.
Dabrafenib
Click to Show/Hide
Drug Resistance Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Melanoma [ICD-11: 2C30.0] [5]
Resistant Disease Melanoma [ICD-11: 2C30.0]
Resistant Drug Dabrafenib
Molecule Alteration Missense mutation
p.Q61H
Wild Type Structure Method: X-ray diffraction Resolution: 1.31  Å
PDB: 6T5V
Mutant Type Structure Method: X-ray diffraction Resolution: 2.20  Å
PDB: 6MNX
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.14
TM score: 0.96411
Amino acid change:
Q61H
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
M
M
T
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E
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Y
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Q
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G
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L
80
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L
C
V
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F
F
A
A
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I
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N
N
N
T
T
K
K
S
S
90
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F
F
E
E
D
D
I
I
H
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H
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Y
Y
R
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E
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100
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I
I
K
K
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R
V
V
K
K
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D
S
S
E
E
D
D
V
V
110
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P
P
M
M
V
V
L
L
V
V
G
G
N
N
K
K
S
C
D
D
120
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L
L
P
P
S
S
R
R
T
T
V
V
D
D
T
T
K
K
Q
Q
130
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A
A
Q
Q
D
D
L
L
A
A
R
R
S
S
Y
Y
G
G
I
I
140
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P
P
F
F
I
I
E
E
T
T
S
S
A
A
K
K
T
T
R
R
150
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Q
Q
G
G
V
V
D
D
D
D
A
A
F
F
Y
Y
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L
L
160
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V
V
R
R
E
E
I
I
R
R
K
K
H
H
K
K
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E
K
K
Experimental Note Identified from the Human Clinical Data
Cell Pathway Regulation MAPK signaling pathway Inhibition hsa04010
PI3K/AKT/PTEN signaling pathway Inhibition hsa04151
In Vitro Model Melanoma cells Skin Homo sapiens (Human) N.A.
Experiment for
Molecule Alteration
Whole-exome sequencing assay
Experiment for
Drug Resistance
Progression-free and overall survival assay
Mechanism Description K-RAS mutations (G12C, G12R, Q61H) have been detected in resistant melanoma cell lines and in up to 7% of BRAF inhibitor-treated patients, although kRAS mutations are far less common in primary melanomas than NRAS mutations.
Disease Class: Melanoma [ICD-11: 2C30.0] [5]
Resistant Disease Melanoma [ICD-11: 2C30.0]
Resistant Drug Dabrafenib
Molecule Alteration Missense mutation
p.G12R
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.50  Å
PDB: 6CU6
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.17
TM score: 0.95613
Amino acid change:
G12R
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Cell Pathway Regulation MAPK signaling pathway Inhibition hsa04010
PI3K/AKT/PTEN signaling pathway Inhibition hsa04151
In Vitro Model Melanoma cells Skin Homo sapiens (Human) N.A.
Experiment for
Molecule Alteration
Whole-exome sequencing assay
Experiment for
Drug Resistance
Progression-free and overall survival assay
Mechanism Description K-RAS mutations (G12C, G12R, Q61H) have been detected in resistant melanoma cell lines and in up to 7% of BRAF inhibitor-treated patients, although kRAS mutations are far less common in primary melanomas than NRAS mutations.
Disease Class: Melanoma [ICD-11: 2C30.0] [5]
Resistant Disease Melanoma [ICD-11: 2C30.0]
Resistant Drug Dabrafenib
Molecule Alteration Missense mutation
p.G12C
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.60  Å
PDB: 8JGD
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.93157
Amino acid change:
G12C
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Cell Pathway Regulation MAPK signaling pathway Inhibition hsa04010
PI3K/AKT/PTEN signaling pathway Inhibition hsa04151
In Vitro Model Melanoma cells Skin Homo sapiens (Human) N.A.
Experiment for
Molecule Alteration
Whole-exome sequencing assay
Experiment for
Drug Resistance
Progression-free and overall survival assay
Mechanism Description K-RAS mutations (G12C, G12R, Q61H) have been detected in resistant melanoma cell lines and in up to 7% of BRAF inhibitor-treated patients, although kRAS mutations are far less common in primary melanomas than NRAS mutations.
LY2835219
Click to Show/Hide
Drug Sensitivity Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Lung adenocarcinoma [ICD-11: 2C25.0] [6]
Sensitive Disease Lung adenocarcinoma [ICD-11: 2C25.0]
Sensitive Drug LY2835219
Molecule Alteration Missense mutation
p.A146V (c.437C>T)
Wild Type Structure Method: X-ray diffraction Resolution: 1.70  Å
PDB: 7VVB
Mutant Type Structure Method: X-ray diffraction Resolution: 1.18  Å
PDB: 8EER
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.5
TM score: 0.82604
Amino acid change:
A146V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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 Revealed Based on the Cell Line Data
In Vitro Model Ba/F3 cells Colon Homo sapiens (Human) CVCL_0161
Experiment for
Molecule Alteration
Rapid formalin-fixed assay; Paraffin-embedded sequencing assay
Experiment for
Drug Resistance
Cell counting assay
Methotrexate
Click to Show/Hide
Drug Resistance Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Acute lymphocytic leukemia [ICD-11: 2B33.0] [7]
Resistant Disease Acute lymphocytic leukemia [ICD-11: 2B33.0]
Resistant Drug Methotrexate
Molecule Alteration Missense mutation
p.Q61H
Wild Type Structure Method: X-ray diffraction Resolution: 1.31  Å
PDB: 6T5V
Mutant Type Structure Method: X-ray diffraction Resolution: 2.20  Å
PDB: 6MNX
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.14
TM score: 0.96411
Amino acid change:
Q61H
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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 Mouse model Mus musculus
Experiment for
Molecule Alteration
Whole-exome sequencing assay; Whole-genome sequencing assay
Experiment for
Drug Resistance
Flow cytometric analysis assay; MTT assay
Mechanism Description Notably, drug response a.lyses in isogenic kras wild-type and kras G12D cells showed increased resistance to methotrexate (P < 0.001) upon oncogenic kras activation.
Disease Class: Acute lymphocytic leukemia [ICD-11: 2B33.0] [7]
Resistant Disease Acute lymphocytic leukemia [ICD-11: 2B33.0]
Resistant Drug Methotrexate
Molecule Alteration Missense mutation
p.G12D
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 2.10  Å
PDB: 8JHL
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.9318
Amino acid change:
G12D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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 Mouse model Mus musculus
Experiment for
Molecule Alteration
Whole-exome sequencing assay; Whole-genome sequencing assay
Experiment for
Drug Resistance
Flow cytometric analysis assay; MTT assay
Mechanism Description Notably, drug response a.lyses in isogenic kras wild-type and kras G12D cells showed increased resistance to methotrexate (P < 0.001) upon oncogenic kras activation.
Palbociclib
Click to Show/Hide
Drug Sensitivity Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Lung adenocarcinoma [ICD-11: 2C25.0] [8]
Sensitive Disease Lung adenocarcinoma [ICD-11: 2C25.0]
Sensitive Drug Palbociclib
Molecule Alteration Missense mutation
p.G12V (c.35G>T)
Wild Type Structure Method: X-ray diffraction Resolution: 1.98  Å
PDB: 7SCW
Mutant Type Structure Method: X-ray diffraction Resolution: 1.96  Å
PDB: 7SCX
   Download The Information of Sequence       Download The Structure File   
RMSD: 0.47
TM score: 0.99104
Amino acid change:
G12V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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 Human NSCLC cells Lung Homo sapiens (Human) N.A.
Experiment for
Molecule Alteration
Western blot analysis
Experiment for
Drug Resistance
MTT assay
Mechanism Description The missense mutation p.G12V (c.35G>T) in gene KRAS cause the sensitivity of Palbociclib by unusual activation of pro-survival pathway
Panitumumab
Click to Show/Hide
Drug Resistance Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [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
PDB: 7SCW
Mutant Type Structure Method: X-ray diffraction Resolution: 1.96  Å
PDB: 7SCX
   Download The Information of Sequence       Download The Structure File   
RMSD: 0.47
TM score: 0.99104
Amino acid change:
G12V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [9], [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
PDB: 7SCW
Mutant Type Structure Method: X-ray diffraction Resolution: 1.96  Å
PDB: 7SCX
   Download The Information of Sequence       Download The Structure File   
RMSD: 0.47
TM score: 0.99104
Amino acid change:
G12V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [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
PDB: 6T5V
Mutant Type Structure Method: X-ray diffraction Resolution: 2.20  Å
PDB: 6MNX
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.14
TM score: 0.96411
Amino acid change:
Q61H
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [9]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.50  Å
PDB: 6CU6
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.17
TM score: 0.95613
Amino acid change:
G12R
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [9]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.45  Å
PDB: 8TBJ
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.06
TM score: 0.96454
Amino acid change:
G12A
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [9]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.60  Å
PDB: 8JGD
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.93157
Amino acid change:
G12C
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [9]
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
PDB: 4OBE
Mutant Type Structure Method: X-ray diffraction Resolution: 1.71  Å
PDB: 7TLK
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.85
TM score: 0.93473
Amino acid change:
G12S
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 2.10  Å
PDB: 8JHL
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.9318
Amino acid change:
G12D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [9]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 2.10  Å
PDB: 8JHL
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.9318
Amino acid change:
G12D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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.
Regorafenib
Click to Show/Hide
Drug Resistance Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [10]
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
PDB: 7SCW
Mutant Type Structure Method: X-ray diffraction Resolution: 1.96  Å
PDB: 7SCX
   Download The Information of Sequence       Download The Structure File   
RMSD: 0.47
TM score: 0.99104
Amino acid change:
G12V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [10]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.50  Å
PDB: 6CU6
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.17
TM score: 0.95613
Amino acid change:
G12R
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [10]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.45  Å
PDB: 8TBJ
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.06
TM score: 0.96454
Amino acid change:
G12A
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [10]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.60  Å
PDB: 8JGD
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.93157
Amino acid change:
G12C
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [10]
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
PDB: 4OBE
Mutant Type Structure Method: X-ray diffraction Resolution: 1.71  Å
PDB: 7TLK
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.85
TM score: 0.93473
Amino acid change:
G12S
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [10]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 2.10  Å
PDB: 8JHL
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.9318
Amino acid change:
G12D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Vemurafenib
Click to Show/Hide
Drug Resistance Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Melanoma [ICD-11: 2C30.0] [5]
Resistant Disease Melanoma [ICD-11: 2C30.0]
Resistant Drug Vemurafenib
Molecule Alteration Missense mutation
p.Q61H
Wild Type Structure Method: X-ray diffraction Resolution: 1.31  Å
PDB: 6T5V
Mutant Type Structure Method: X-ray diffraction Resolution: 2.20  Å
PDB: 6MNX
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.14
TM score: 0.96411
Amino acid change:
Q61H
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Cell Pathway Regulation MAPK signaling pathway Inhibition hsa04010
PI3K/AKT/PTEN signaling pathway Inhibition hsa04151
In Vitro Model Melanoma cells Skin Homo sapiens (Human) N.A.
Experiment for
Molecule Alteration
Whole-exome sequencing assay
Experiment for
Drug Resistance
Progression-free and overall survival assay
Mechanism Description K-RAS mutations (G12C, G12R, Q61H) have been detected in resistant melanoma cell lines and in up to 7% of BRAF inhibitor-treated patients, although kRAS mutations are far less common in primary melanomas than NRAS mutations.
Disease Class: Melanoma [ICD-11: 2C30.0] [5]
Resistant Disease Melanoma [ICD-11: 2C30.0]
Resistant Drug Vemurafenib
Molecule Alteration Missense mutation
p.G12R
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.50  Å
PDB: 6CU6
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.17
TM score: 0.95613
Amino acid change:
G12R
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Cell Pathway Regulation MAPK signaling pathway Inhibition hsa04010
PI3K/AKT/PTEN signaling pathway Inhibition hsa04151
In Vitro Model Melanoma cells Skin Homo sapiens (Human) N.A.
Experiment for
Molecule Alteration
Whole-exome sequencing assay
Experiment for
Drug Resistance
Progression-free and overall survival assay
Mechanism Description K-RAS mutations (G12C, G12R, Q61H) have been detected in resistant melanoma cell lines and in up to 7% of BRAF inhibitor-treated patients, although kRAS mutations are far less common in primary melanomas than NRAS mutations.
Disease Class: Melanoma [ICD-11: 2C30.0] [5]
Resistant Disease Melanoma [ICD-11: 2C30.0]
Resistant Drug Vemurafenib
Molecule Alteration Missense mutation
p.G12C
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.60  Å
PDB: 8JGD
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.93157
Amino acid change:
G12C
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Cell Pathway Regulation MAPK signaling pathway Inhibition hsa04010
PI3K/AKT/PTEN signaling pathway Inhibition hsa04151
In Vitro Model Melanoma cells Skin Homo sapiens (Human) N.A.
Experiment for
Molecule Alteration
Whole-exome sequencing assay
Experiment for
Drug Resistance
Progression-free and overall survival assay
Mechanism Description K-RAS mutations (G12C, G12R, Q61H) have been detected in resistant melanoma cell lines and in up to 7% of BRAF inhibitor-treated patients, although kRAS mutations are far less common in primary melanomas than NRAS mutations.
Clinical Trial Drug(s)
1 drug(s) in total
Click to Show/Hide the Full List of Drugs
MK-2206
Click to Show/Hide
Drug Sensitivity Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Pancreatic ductal adenocarcinoma [ICD-11: 2C10.0] [11]
Sensitive Disease Pancreatic ductal adenocarcinoma [ICD-11: 2C10.0]
Sensitive Drug MK-2206
Molecule Alteration Missense mutation
p.G12D (c.35G>A)
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 2.10  Å
PDB: 8JHL
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.9318
Amino acid change:
G12D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Mechanism Description The missense mutation p.G12D (c.35G>A) in gene KRAS cause the sensitivity of MK-2206 by unusual activation of pro-survival pathway
Discontinued Drug(s)
1 drug(s) in total
Click to Show/Hide the Full List of Drugs
Rociletinib
Click to Show/Hide
Drug Resistance Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Non-small cell lung cancer [ICD-11: 2C25.Y] [12], [13]
Resistant Disease Non-small cell lung cancer [ICD-11: 2C25.Y]
Resistant Drug Rociletinib
Molecule Alteration Missense mutation
p.A146T
Wild Type Structure Method: X-ray diffraction Resolution: 1.70  Å
PDB: 7VVB
Mutant Type Structure Method: X-ray diffraction Resolution: 1.18  Å
PDB: 8EDY
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.54
TM score: 0.82894
Amino acid change:
A146T
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Experiment for
Molecule Alteration
Circulating tumour DNA analysis; Next-generation sequencing assay
Experiment for
Drug Resistance
Progression-free survival assay
Mechanism Description Similarly,resistance to the third-generation inhibitor rociletinib may not only be mediated by EGFR (L798I, C797S) mutations, but also by alterations of MET, PIk3CA, ERRB2, and kRAS, and by the negative selection of T790M-mutant subclones.
Disease Class: Non-small cell lung cancer [ICD-11: 2C25.Y] [12], [13]
Resistant Disease Non-small cell lung cancer [ICD-11: 2C25.Y]
Resistant Drug Rociletinib
Molecule Alteration Missense mutation
p.Q61H
Wild Type Structure Method: X-ray diffraction Resolution: 1.31  Å
PDB: 6T5V
Mutant Type Structure Method: X-ray diffraction Resolution: 2.20  Å
PDB: 6MNX
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.14
TM score: 0.96411
Amino acid change:
Q61H
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Experiment for
Molecule Alteration
Circulating tumour DNA analysis; Next-generation sequencing assay
Experiment for
Drug Resistance
Progression-free survival assay
Mechanism Description Similarly,resistance to the third-generation inhibitor rociletinib may not only be mediated by EGFR (L798I, C797S) mutations, but also by alterations of MET, PIk3CA, ERRB2, and kRAS, and by the negative selection of T790M-mutant subclones.
Disease Class: Non-small cell lung cancer [ICD-11: 2C25.Y] [12], [13]
Resistant Disease Non-small cell lung cancer [ICD-11: 2C25.Y]
Resistant Drug Rociletinib
Molecule Alteration Missense mutation
p.G12A
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.45  Å
PDB: 8TBJ
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.06
TM score: 0.96454
Amino acid change:
G12A
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Experiment for
Molecule Alteration
Circulating tumour DNA analysis; Next-generation sequencing assay
Experiment for
Drug Resistance
Progression-free survival assay
Mechanism Description Similarly,resistance to the third-generation inhibitor rociletinib may not only be mediated by EGFR (L798I, C797S) mutations, but also by alterations of MET, PIk3CA, ERRB2, and kRAS, and by the negative selection of T790M-mutant subclones.
Preclinical Drug(s)
2 drug(s) in total
Click to Show/Hide the Full List of Drugs
Dactolisib/Selumetinib
Click to Show/Hide
Drug Sensitivity Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [14]
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
PDB: 7VVB
Mutant Type Structure Method: X-ray diffraction Resolution: 1.18  Å
PDB: 8EDY
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.54
TM score: 0.82894
Amino acid change:
A146T
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Lung adenocarcinoma [ICD-11: 2C25.0] [15]
Sensitive Disease Lung adenocarcinoma [ICD-11: 2C25.0]
Sensitive Drug Dactolisib/Selumetinib
Molecule Alteration Missense mutation
p.G12D (c.35G>A)
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 2.10  Å
PDB: 8JHL
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.9318
Amino acid change:
G12D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Mechanism Description The missense mutation p.G12D (c.35G>A) in gene KRAS cause the sensitivity of Dactolisib + Selumetinib by unusual activation of pro-survival pathway
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [14]
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
PDB: 6P0Z
Mutant Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 8BLR
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.48
TM score: 0.8385
Amino acid change:
G13D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Selumetinib/Dactolisib
Click to Show/Hide
Drug Sensitivity Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [14]
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
PDB: 7SCW
Mutant Type Structure Method: X-ray diffraction Resolution: 1.96  Å
PDB: 7SCX
   Download The Information of Sequence       Download The Structure File   
RMSD: 0.47
TM score: 0.99104
Amino acid change:
G12V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [14]
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
PDB: 7VVB
Mutant Type Structure Method: X-ray diffraction Resolution: 1.18  Å
PDB: 8EER
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.5
TM score: 0.82604
Amino acid change:
A146V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [14]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.60  Å
PDB: 8JGD
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.93157
Amino acid change:
G12C
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Disease Class: Colorectal cancer [ICD-11: 2B91.1] [14]
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
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 2.10  Å
PDB: 8JHL
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.9318
Amino acid change:
G12D
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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
Investigative Drug(s)
1 drug(s) in total
Click to Show/Hide the Full List of Drugs
Docetaxel/Selumetinib
Click to Show/Hide
Drug Sensitivity Data Categorized by Their Corresponding Mechanisms
  Unusual Activation of Pro-survival Pathway (UAPP) Click to Show/Hide
Disease Class: Lung adenocarcinoma [ICD-11: 2C25.0] [16]
Sensitive Disease Lung adenocarcinoma [ICD-11: 2C25.0]
Sensitive Drug Docetaxel/Selumetinib
Molecule Alteration Missense mutation
p.G12V (c.35G>T)
Wild Type Structure Method: X-ray diffraction Resolution: 1.98  Å
PDB: 7SCW
Mutant Type Structure Method: X-ray diffraction Resolution: 1.96  Å
PDB: 7SCX
   Download The Information of Sequence       Download The Structure File   
RMSD: 0.47
TM score: 0.99104
Amino acid change:
G12V
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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 Lung N.A.
Disease Class: Lung adenocarcinoma [ICD-11: 2C25.0] [16]
Sensitive Disease Lung adenocarcinoma [ICD-11: 2C25.0]
Sensitive Drug Docetaxel/Selumetinib
Molecule Alteration Missense mutation
p.G12C (c.34G>T)
Wild Type Structure Method: X-ray diffraction Resolution: 1.40  Å
PDB: 6VJJ
Mutant Type Structure Method: X-ray diffraction Resolution: 1.60  Å
PDB: 8JGD
   Download The Information of Sequence       Download The Structure File   
RMSD: 1.55
TM score: 0.93157
Amino acid change:
G12C
 : Wild Type Structure
 : Mutant Type Structure
  Mutation site(s) have been marked in red
-
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 Lung N.A.
References
Ref 1 Liquid biopsy: monitoring cancer-genetics in the blood. Nat Rev Clin Oncol. 2013 Aug;10(8):472-84. doi: 10.1038/nrclinonc.2013.110. Epub 2013 Jul 9.
Ref 2 Characterizing the patterns of clonal selection in circulating tumor DNA from patients with colorectal cancer refractory to anti-EGFR treatment. Ann Oncol. 2015 Apr;26(4):731-736. doi: 10.1093/annonc/mdv005. Epub 2015 Jan 26.
Ref 3 Heterogeneity of Acquired Resistance to Anti-EGFR Monoclonal Antibodies in Patients with Metastatic Colorectal Cancer. Clin Cancer Res. 2017 May 15;23(10):2414-2422. doi: 10.1158/1078-0432.CCR-16-1863. Epub 2016 Oct 25.
Ref 4 Emergence of KRAS mutations and acquired resistance to anti-EGFR therapy in colorectal cancer. Nature. 2012 Jun 28;486(7404):532-6. doi: 10.1038/nature11156.
Ref 5 Tumor heterogeneity and plasticity as elusive drivers for resistance to MAPK pathway inhibition in melanoma. Oncogene. 2015 Jun 4;34(23):2951-7. doi: 10.1038/onc.2014.249. Epub 2014 Aug 11.
Ref 6 Whole-exome sequencing and clinical interpretation of formalin-fixed, paraffin-embedded tumor samples to guide precision cancer medicineNat Med. 2014 Jun;20(6):682-8. doi: 10.1038/nm.3559. Epub 2014 May 18.
Ref 7 Mutational landscape, clonal evolution patterns, and role of RAS mutations in relapsed acute lymphoblastic leukemia. Proc Natl Acad Sci U S A. 2016 Oct 4;113(40):11306-11311. doi: 10.1073/pnas.1608420113. Epub 2016 Sep 21.
Ref 8 A synthetic lethal interaction between K-Ras oncogenes and Cdk4 unveils a therapeutic strategy for non-small cell lung carcinomaCancer Cell. 2010 Jul 13;18(1):63-73. doi: 10.1016/j.ccr.2010.05.025.
Ref 9 The molecular evolution of acquired resistance to targeted EGFR blockade in colorectal cancers. Nature. 2012 Jun 28;486(7404):537-40. doi: 10.1038/nature11219.
Ref 10 KRAS exon 2 mutations influence activity of regorafenib in an SW48-based disease model of colorectal cancerFuture Oncol. 2015;11(13):1919-29. doi: 10.2217/fon.15.97.
Ref 11 First-in-man clinical trial of the oral pan-AKT inhibitor MK-2206 in patients with advanced solid tumorsJ Clin Oncol. 2011 Dec 10;29(35):4688-95. doi: 10.1200/JCO.2011.35.5263. Epub 2011 Oct 24.
Ref 12 Circulating tumour DNA profiling reveals heterogeneity of EGFR inhibitor resistance mechanisms in lung cancer patients. Nat Commun. 2016 Jun 10;7:11815. doi: 10.1038/ncomms11815.
Ref 13 Tumor Evolution as a Therapeutic Target. Cancer Discov. 2017 Jul 20. doi: 10.1158/2159-8290.CD-17-0343. Online ahead of print.
Ref 14 Inhibition of MEK and PI3K/mTOR suppresses tumor growth but does not cause tumor regression in patient-derived xenografts of RAS-mutant colorectal carcinomasClin Cancer Res. 2012 May 1;18(9):2515-25. doi: 10.1158/1078-0432.CCR-11-2683. Epub 2012 Mar 5.
Ref 15 Effective use of PI3K and MEK inhibitors to treat mutant Kras G12D and PIK3CA H1047R murine lung cancersNat Med. 2008 Dec;14(12):1351-6. doi: 10.1038/nm.1890. Epub 2008 Nov 30.
Ref 16 Impact of KRAS codon subtypes from a randomised phase II trial of selumetinib plus docetaxel in KRAS mutant advanced non-small-cell lung cancerBr J Cancer. 2015 Jul 14;113(2):199-203. doi: 10.1038/bjc.2015.215. Epub 2015 Jun 30.

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