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: CRKL

Gene summary for CRKL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRKL

Gene ID

1399

Gene nameCRK like proto-oncogene, adaptor protein
Gene AliasCRKL
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P46109


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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
1399CRKLLZE4THumanEsophagusESCC1.21e-121.74e-010.0811
1399CRKLLZE5THumanEsophagusESCC5.49e-045.45e-020.0514
1399CRKLLZE7THumanEsophagusESCC4.93e-061.04e-010.0667
1399CRKLLZE8THumanEsophagusESCC3.80e-04-4.12e-020.067
1399CRKLLZE20THumanEsophagusESCC2.20e-02-1.13e-010.0662
1399CRKLLZE24THumanEsophagusESCC5.99e-112.82e-010.0596
1399CRKLLZE21THumanEsophagusESCC1.35e-031.69e-010.0655
1399CRKLLZE6THumanEsophagusESCC7.03e-052.27e-020.0845
1399CRKLP1T-EHumanEsophagusESCC3.31e-053.44e-010.0875
1399CRKLP2T-EHumanEsophagusESCC1.53e-172.24e-010.1177
1399CRKLP4T-EHumanEsophagusESCC8.39e-164.03e-010.1323
1399CRKLP5T-EHumanEsophagusESCC2.57e-273.03e-010.1327
1399CRKLP8T-EHumanEsophagusESCC1.17e-161.41e-010.0889
1399CRKLP9T-EHumanEsophagusESCC1.41e-122.98e-010.1131
1399CRKLP10T-EHumanEsophagusESCC7.24e-254.57e-010.116
1399CRKLP11T-EHumanEsophagusESCC2.64e-084.98e-010.1426
1399CRKLP12T-EHumanEsophagusESCC1.55e-222.81e-010.1122
1399CRKLP15T-EHumanEsophagusESCC4.31e-102.79e-010.1149
1399CRKLP16T-EHumanEsophagusESCC1.64e-202.33e-010.1153
1399CRKLP17T-EHumanEsophagusESCC9.99e-052.32e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000268510Oral cavityOSCCregulation of leukocyte migration108/7305210/187231.63e-041.13e-03108
GO:0071887Oral cavityOSCCleukocyte apoptotic process60/7305106/187231.78e-041.21e-0360
GO:00508527Oral cavityOSCCT cell receptor signaling pathway68/7305123/187231.80e-041.22e-0368
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:005090010Oral cavityOSCCleukocyte migration176/7305369/187233.80e-042.31e-03176
GO:190002418Oral cavityOSCCregulation of substrate adhesion-dependent cell spreading35/730557/187235.10e-042.98e-0335
GO:003444618Oral cavityOSCCsubstrate adhesion-dependent cell spreading59/7305108/187237.01e-043.89e-0359
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
GO:0033628Oral cavityOSCCregulation of cell adhesion mediated by integrin30/730548/187238.31e-044.41e-0330
GO:00016558Oral cavityOSCCurogenital system development160/7305338/187231.03e-035.31e-03160
GO:00483843Oral cavityOSCCretinoic acid receptor signaling pathway21/730531/187231.13e-035.75e-0321
GO:00017831Oral cavityOSCCB cell apoptotic process17/730524/187231.59e-037.56e-0317
GO:00603269Oral cavityOSCCcell chemotaxis146/7305310/187232.13e-039.80e-03146
GO:00716758Oral cavityOSCCregulation of mononuclear cell migration60/7305115/187232.78e-031.21e-0260
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
GO:0070227Oral cavityOSCClymphocyte apoptotic process40/730572/187233.21e-031.38e-0240
GO:001076918Oral cavityOSCCregulation of cell morphogenesis involved in differentiation51/730596/187233.43e-031.45e-0251
GO:00726783Oral cavityOSCCT cell migration37/730566/187233.66e-031.51e-0237
GO:003432916Oral cavityOSCCcell junction assembly190/7305420/187234.99e-031.96e-02190
GO:20004013Oral cavityOSCCregulation of lymphocyte migration34/730561/187235.90e-032.25e-0234
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0522020EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa05100211EsophagusESCCBacterial invasion of epithelial cells59/420577/84651.05e-066.76e-063.46e-0659
hsa0521118EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0466620EsophagusESCCFc gamma R-mediated phagocytosis63/420597/84651.63e-034.89e-032.50e-0363
hsa0401218EsophagusESCCErbB signaling pathway56/420585/84651.78e-035.24e-032.68e-0356
hsa0481028EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa05135111EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa05220110EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa0516338EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa05100310EsophagusESCCBacterial invasion of epithelial cells59/420577/84651.05e-066.76e-063.46e-0659
hsa0521119EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
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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
CRKLSNVMissense_Mutationc.74N>Gp.Gln25Argp.Q25RP46109protein_codingtolerated(0.12)benign(0.219)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CRKLSNVMissense_Mutationc.343N>Tp.Ala115Serp.A115SP46109protein_codingtolerated(0.45)benign(0.011)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CRKLSNVMissense_Mutationc.614N>Gp.His205Argp.H205RP46109protein_codingtolerated(0.67)probably_damaging(0.95)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRKLSNVMissense_Mutationnovelc.845N>Ap.Arg282Hisp.R282HP46109protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRKLSNVMissense_Mutationc.434N>Cp.Lys145Thrp.K145TP46109protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CRKLSNVMissense_Mutationnovelc.313N>Cp.Tyr105Hisp.Y105HP46109protein_codingtolerated(0.54)benign(0.193)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
CRKLSNVMissense_Mutationc.343G>Ap.Ala115Thrp.A115TP46109protein_codingtolerated(0.32)benign(0.031)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
CRKLSNVMissense_Mutationc.136N>Tp.Gly46Trpp.G46WP46109protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CRKLSNVMissense_Mutationc.832N>Ap.Glu278Lysp.E278KP46109protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CRKLSNVMissense_Mutationc.671N>Tp.Gly224Valp.G224VP46109protein_codingtolerated(0.15)possibly_damaging(0.619)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
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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
1399CRKLCLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASEGEFITINIBGEFITINIB22586683
1399CRKLCLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASEDASATINIBDASATINIB22591714
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