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

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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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


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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
1398CRKHTA11_3410_2000001011HumanColorectumAD2.52e-02-1.71e-010.0155
1398CRKHTA11_347_2000001011HumanColorectumAD5.62e-115.00e-01-0.1954
1398CRKHTA11_411_2000001011HumanColorectumSER8.31e-058.78e-01-0.2602
1398CRKHTA11_83_2000001011HumanColorectumSER4.62e-024.63e-01-0.1526
1398CRKHTA11_1391_2000001011HumanColorectumAD1.13e-056.12e-01-0.059
1398CRKHTA11_99999971662_82457HumanColorectumMSS2.79e-02-1.96e-010.3859
1398CRKA002-C-010HumanColorectumFAP2.08e-02-2.13e-010.242
1398CRKA001-C-207HumanColorectumFAP1.95e-04-3.53e-010.1278
1398CRKA015-C-203HumanColorectumFAP1.71e-22-3.60e-01-0.1294
1398CRKA015-C-204HumanColorectumFAP7.64e-04-2.70e-01-0.0228
1398CRKA014-C-040HumanColorectumFAP2.14e-02-4.20e-01-0.1184
1398CRKA002-C-201HumanColorectumFAP1.76e-06-2.31e-010.0324
1398CRKA001-C-119HumanColorectumFAP8.38e-04-3.59e-01-0.1557
1398CRKA001-C-108HumanColorectumFAP1.18e-12-3.04e-01-0.0272
1398CRKA002-C-205HumanColorectumFAP2.60e-13-3.06e-01-0.1236
1398CRKA001-C-104HumanColorectumFAP5.59e-03-2.08e-010.0184
1398CRKA015-C-005HumanColorectumFAP2.05e-05-3.24e-01-0.0336
1398CRKA015-C-006HumanColorectumFAP4.68e-10-4.21e-01-0.0994
1398CRKA015-C-106HumanColorectumFAP8.27e-09-1.98e-01-0.0511
1398CRKA002-C-114HumanColorectumFAP5.30e-10-2.53e-01-0.1561
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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.

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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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003052218Oral cavityOSCCintracellular receptor signaling pathway149/7305265/187238.69e-091.81e-07149
GO:190547516Oral cavityOSCCregulation of protein localization to membrane105/7305175/187231.42e-082.85e-07105
GO:00028317Oral cavityOSCCregulation of response to biotic stimulus177/7305327/187231.73e-083.43e-07177
GO:003297020Oral cavityOSCCregulation of actin filament-based process209/7305397/187231.89e-083.72e-07209
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:001081019Oral cavityOSCCregulation of cell-substrate adhesion126/7305221/187234.02e-087.55e-07126
GO:005140316Oral cavityOSCCstress-activated MAPK cascade134/7305239/187236.02e-081.09e-06134
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:003295620Oral cavityOSCCregulation of actin cytoskeleton organization189/7305358/187236.81e-081.21e-06189
GO:00715598Oral cavityOSCCresponse to transforming growth factor beta140/7305256/187232.34e-073.70e-06140
GO:00715608Oral cavityOSCCcellular response to transforming growth factor beta stimulus137/7305250/187232.68e-074.15e-06137
GO:00107209Oral cavityOSCCpositive regulation of cell development159/7305298/187233.06e-074.66e-06159
GO:006145817Oral cavityOSCCreproductive system development217/7305427/187233.75e-075.63e-06217
GO:002260419Oral cavityOSCCregulation of cell morphogenesis163/7305309/187235.66e-078.19e-06163
GO:004860816Oral cavityOSCCreproductive structure development214/7305424/187238.58e-071.18e-05214
GO:007137510Oral cavityOSCCcellular response to peptide hormone stimulus153/7305290/187231.23e-061.63e-05153
GO:004343419Oral cavityOSCCresponse to peptide hormone208/7305414/187231.83e-062.35e-05208
GO:000836016Oral cavityOSCCregulation of cell shape88/7305154/187233.73e-064.42e-0588
GO:003001016Oral cavityOSCCestablishment of cell polarity82/7305143/187236.56e-067.24e-0582
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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
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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
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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.
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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
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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
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