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: CSK

Gene summary for CSK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSK

Gene ID

1445

Gene nameC-terminal Src kinase
Gene AliasCSK
Cytomap15q24.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A8K3B6


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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
1445CSKLZE4THumanEsophagusESCC1.54e-061.70e-010.0811
1445CSKLZE7THumanEsophagusESCC2.59e-215.44e-010.0667
1445CSKLZE22D1HumanEsophagusHGIN2.86e-028.16e-020.0595
1445CSKLZE22THumanEsophagusESCC1.32e-022.18e-010.068
1445CSKLZE24THumanEsophagusESCC3.22e-081.71e-010.0596
1445CSKLZE6THumanEsophagusESCC1.91e-052.49e-010.0845
1445CSKP1T-EHumanEsophagusESCC2.84e-153.53e-010.0875
1445CSKP2T-EHumanEsophagusESCC2.34e-182.72e-010.1177
1445CSKP4T-EHumanEsophagusESCC3.74e-264.67e-010.1323
1445CSKP5T-EHumanEsophagusESCC1.32e-051.04e-010.1327
1445CSKP8T-EHumanEsophagusESCC3.59e-173.19e-010.0889
1445CSKP9T-EHumanEsophagusESCC3.74e-132.16e-010.1131
1445CSKP10T-EHumanEsophagusESCC3.11e-132.18e-010.116
1445CSKP11T-EHumanEsophagusESCC2.51e-072.32e-010.1426
1445CSKP12T-EHumanEsophagusESCC5.92e-101.84e-010.1122
1445CSKP15T-EHumanEsophagusESCC3.84e-202.94e-010.1149
1445CSKP16T-EHumanEsophagusESCC2.55e-132.19e-010.1153
1445CSKP19T-EHumanEsophagusESCC8.42e-114.29e-010.1662
1445CSKP20T-EHumanEsophagusESCC2.80e-121.77e-010.1124
1445CSKP21T-EHumanEsophagusESCC1.17e-161.26e-010.1617
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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
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:005254714BreastIDCregulation of peptidase activity96/1434461/187237.58e-206.15e-1796
GO:005254814BreastIDCregulation of endopeptidase activity88/1434432/187231.20e-174.85e-1588
GO:004586114BreastIDCnegative regulation of proteolysis70/1434351/187238.21e-142.22e-1170
GO:005134613BreastIDCnegative regulation of hydrolase activity71/1434379/187231.33e-122.90e-1071
GO:001046613BreastIDCnegative regulation of peptidase activity56/1434262/187231.39e-122.92e-1056
GO:001095112BreastIDCnegative regulation of endopeptidase activity52/1434252/187233.53e-115.57e-0952
GO:000926612BreastIDCresponse to temperature stimulus34/1434178/187235.88e-072.83e-0534
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:000940912BreastIDCresponse to cold13/143449/187235.70e-051.20e-0313
GO:005160413BreastIDCprotein maturation35/1434294/187236.18e-034.40e-0235
GO:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:00092668CervixCCresponse to temperature stimulus37/2311178/187239.45e-047.95e-0337
GO:00094098CervixCCresponse to cold13/231149/187235.34e-033.10e-0213
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0512018EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa0512019EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa051202LiverHCCEpithelial cell signaling in Helicobacter pylori infection50/402070/84653.96e-052.16e-041.20e-0450
hsa051203LiverHCCEpithelial cell signaling in Helicobacter pylori infection50/402070/84653.96e-052.16e-041.20e-0450
hsa0512010Oral cavityOSCCEpithelial cell signaling in Helicobacter pylori infection49/370470/84657.57e-063.59e-051.83e-0549
hsa0512017Oral cavityOSCCEpithelial cell signaling in Helicobacter pylori infection49/370470/84657.57e-063.59e-051.83e-0549
hsa0512024Oral cavityLPEpithelial cell signaling in Helicobacter pylori infection38/241870/84655.17e-064.20e-052.71e-0538
hsa0512034Oral cavityLPEpithelial cell signaling in Helicobacter pylori infection38/241870/84655.17e-064.20e-052.71e-0538
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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
CSKSNVMissense_Mutationnovelc.115N>Cp.Val39Leup.V39LP41240protein_codingtolerated(0.52)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSKSNVMissense_Mutationrs780001574c.296N>Tp.Pro99Leup.P99LP41240protein_codingtolerated(0.07)benign(0.26)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CSKSNVMissense_Mutationrs749945630c.760N>Ap.Val254Metp.V254MP41240protein_codingdeleterious(0.01)probably_damaging(0.94)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CSKSNVMissense_Mutationrs200009296c.167N>Ap.Arg56Hisp.R56HP41240protein_codingtolerated(0.07)benign(0.011)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSKSNVMissense_Mutationc.946G>Ap.Ala316Thrp.A316TP41240protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CSKSNVMissense_Mutationc.956A>Gp.Asn319Serp.N319SP41240protein_codingdeleterious(0)probably_damaging(0.934)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSKSNVMissense_Mutationrs754136671c.682N>Ap.Ala228Thrp.A228TP41240protein_codingtolerated(0.56)possibly_damaging(0.527)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CSKSNVMissense_Mutationc.952C>Tp.Arg318Cysp.R318CP41240protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A01W-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CSKSNVMissense_Mutationnovelc.454N>Ap.Leu152Metp.L152MP41240protein_codingtolerated(0.51)probably_damaging(0.969)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CSKSNVMissense_Mutationnovelc.103N>Ap.Val35Metp.V35MP41240protein_codingtolerated(0.19)benign(0.138)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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
1445CSKKINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitor223365983RIVOCERANIB
1445CSKKINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASE936563-93-8
1445CSKKINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEhydrochlorothiazideHYDROCHLOROTHIAZIDE31327267
1445CSKKINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitor252827493
1445CSKKINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitor249565754
1445CSKKINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEBBI503
1445CSKKINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitorHESPERADINHESPERADIN19035792
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