Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CRK

Gene summary for CRK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRK

Gene ID

1398

Gene nameCRK proto-oncogene, adaptor protein
Gene AliasCRKII
Cytomap17p13.3
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

A0A0S2Z3K9


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
1398CRKP65T-EHumanEsophagusESCC5.09e-20-4.16e-020.0978
1398CRKP74T-EHumanEsophagusESCC2.64e-246.55e-010.1479
1398CRKP75T-EHumanEsophagusESCC2.93e-071.20e-010.1125
1398CRKP76T-EHumanEsophagusESCC4.12e-151.17e-010.1207
1398CRKP79T-EHumanEsophagusESCC3.77e-207.52e-030.1154
1398CRKP80T-EHumanEsophagusESCC7.81e-167.23e-010.155
1398CRKP83T-EHumanEsophagusESCC4.02e-205.14e-010.1738
1398CRKP84T-EHumanEsophagusESCC1.38e-022.02e-010.0933
1398CRKP89T-EHumanEsophagusESCC2.40e-082.68e-010.1752
1398CRKP91T-EHumanEsophagusESCC1.51e-059.14e-010.1828
1398CRKP107T-EHumanEsophagusESCC2.92e-154.24e-010.171
1398CRKP127T-EHumanEsophagusESCC1.36e-251.10e-010.0826
1398CRKP128T-EHumanEsophagusESCC4.88e-251.12e+000.1241
1398CRKP130T-EHumanEsophagusESCC3.45e-601.58e+000.1676
1398CRKNAFLD1HumanLiverNAFLD9.23e-064.44e-01-0.04
1398CRKS43HumanLiverCirrhotic2.91e-03-1.11e-01-0.0187
1398CRKHCC1_MengHumanLiverHCC8.79e-701.49e-020.0246
1398CRKHCC2_MengHumanLiverHCC2.94e-285.19e-020.0107
1398CRKcirrhotic2HumanLiverCirrhotic6.98e-03-1.63e-020.0201
1398CRKHCC1HumanLiverHCC1.92e-064.02e+000.5336
Page: 1 2 3 4 5 6 7 8 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0032970ColorectumADregulation of actin filament-based process142/3918397/187234.05e-125.90e-10142
GO:0032956ColorectumADregulation of actin cytoskeleton organization127/3918358/187231.03e-101.04e-08127
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0010811ColorectumADpositive regulation of cell-substrate adhesion53/3918123/187232.30e-081.27e-0653
GO:0010810ColorectumADregulation of cell-substrate adhesion81/3918221/187234.80e-082.55e-0681
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0007163ColorectumADestablishment or maintenance of cell polarity77/3918218/187235.72e-072.08e-0577
GO:0000302ColorectumADresponse to reactive oxygen species78/3918222/187236.17e-072.21e-0578
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:1990090ColorectumADcellular response to nerve growth factor stimulus26/391853/187234.87e-061.28e-0426
GO:0043393ColorectumADregulation of protein binding68/3918196/187235.17e-061.34e-0468
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:1990089ColorectumADresponse to nerve growth factor26/391856/187231.71e-053.59e-0426
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa05100ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa04666ColorectumADFc gamma R-mediated phagocytosis46/209297/84659.10e-071.22e-057.77e-0646
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa05211ColorectumADRenal cell carcinoma28/209269/84652.58e-031.37e-028.75e-0328
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa04012ColorectumADErbB signaling pathway31/209285/84651.02e-023.91e-022.50e-0231
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051001ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa046661ColorectumADFc gamma R-mediated phagocytosis46/209297/84659.10e-071.22e-057.77e-0646
hsa051351ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa051701ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa052201ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CRKSNVMissense_Mutationnovelc.608N>Ap.Gly203Aspp.G203DP46108protein_codingdeleterious(0.03)benign(0.006)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CRKSNVMissense_Mutationnovelc.777G>Tp.Glu259Aspp.E259DP46108protein_codingtolerated(0.07)benign(0.118)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CRKSNVMissense_Mutationrs145983279c.562G>Ap.Glu188Lysp.E188KP46108protein_codingdeleterious(0.02)benign(0.438)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
CRKSNVMissense_Mutationnovelc.795N>Tp.Lys265Asnp.K265NP46108protein_codingdeleterious(0.02)probably_damaging(0.955)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CRKSNVMissense_Mutationrs748897674c.686N>Tp.Pro229Leup.P229LP46108protein_codingdeleterious(0.02)benign(0.157)TCGA-D1-A16R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CRKSNVMissense_Mutationnovelc.385N>Ap.Leu129Ilep.L129IP46108protein_codingtolerated(0.23)benign(0)TCGA-E6-A1M0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
CRKSNVMissense_Mutationnovelc.721N>Gp.Arg241Glyp.R241GP46108protein_codingdeleterious(0)probably_damaging(0.95)TCGA-FI-A2F4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CRKdeletionFrame_Shift_Delc.818delNp.Gly273ValfsTer66p.G273Vfs*66P46108protein_codingTCGA-55-7725-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRKSNVMissense_Mutationrs776920144c.559N>Ap.Val187Ilep.V187IP46108protein_codingtolerated(0.09)possibly_damaging(0.63)TCGA-CN-5365-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownPD
CRKSNVMissense_Mutationc.172N>Gp.Ser58Alap.S58AP46108protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-CH-5748-01Prostateprostate adenocarcinomaMale<657UnknownUnknownSD
Page: 1 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
Page: 1