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: 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


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
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
Page: 1 2 3 4 5 

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.

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:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:003001018EsophagusESCCestablishment of cell polarity96/8552143/187231.69e-072.67e-0696
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:001081126EsophagusESCCpositive regulation of cell-substrate adhesion84/8552123/187233.18e-074.50e-0684
Page: 1 2 3 4 5 6 7 8 

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
Page: 1 2 3 4 5 

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
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
Page: 1 2 3 4 

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
1399CRKLCLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASEGEFITINIBGEFITINIB22586683
1399CRKLCLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASEDASATINIBDASATINIB22591714
Page: 1