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: CDKN1C

Gene summary for CDKN1C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDKN1C

Gene ID

1028

Gene namecyclin dependent kinase inhibitor 1C
Gene AliasBWCR
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P49918


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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
1028CDKN1CLZE7THumanEsophagusESCC6.96e-031.50e-010.0667
1028CDKN1CLZE8THumanEsophagusESCC5.05e-04-3.95e-010.067
1028CDKN1CLZE22THumanEsophagusESCC3.16e-03-1.61e-010.068
1028CDKN1CLZE24THumanEsophagusESCC4.06e-05-1.02e-010.0596
1028CDKN1CP2T-EHumanEsophagusESCC4.62e-052.44e-020.1177
1028CDKN1CP4T-EHumanEsophagusESCC1.36e-052.79e-020.1323
1028CDKN1CP5T-EHumanEsophagusESCC9.39e-05-2.26e-010.1327
1028CDKN1CP8T-EHumanEsophagusESCC1.27e-12-6.84e-020.0889
1028CDKN1CP9T-EHumanEsophagusESCC3.70e-06-1.49e-010.1131
1028CDKN1CP11T-EHumanEsophagusESCC5.94e-051.21e+000.1426
1028CDKN1CP12T-EHumanEsophagusESCC2.46e-061.35e-010.1122
1028CDKN1CP15T-EHumanEsophagusESCC3.58e-08-2.17e-010.1149
1028CDKN1CP16T-EHumanEsophagusESCC1.78e-13-1.74e-010.1153
1028CDKN1CP19T-EHumanEsophagusESCC1.50e-02-2.19e-010.1662
1028CDKN1CP20T-EHumanEsophagusESCC1.12e-07-3.23e-010.1124
1028CDKN1CP21T-EHumanEsophagusESCC3.74e-07-5.61e-030.1617
1028CDKN1CP22T-EHumanEsophagusESCC6.94e-041.55e-020.1236
1028CDKN1CP26T-EHumanEsophagusESCC1.80e-09-3.10e-010.1276
1028CDKN1CP30T-EHumanEsophagusESCC2.01e-05-3.79e-010.137
1028CDKN1CP31T-EHumanEsophagusESCC9.73e-05-2.08e-010.1251
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00305115EsophagusESCCpositive regulation of transforming growth factor beta receptor signaling pathway24/855232/187237.22e-043.77e-0324
GO:19038465EsophagusESCCpositive regulation of cellular response to transforming growth factor beta stimulus24/855232/187237.22e-043.77e-0324
GO:00170156EsophagusESCCregulation of transforming growth factor beta receptor signaling pathway75/8552128/187232.19e-039.71e-0375
GO:19038447EsophagusESCCregulation of cellular response to transforming growth factor beta stimulus76/8552131/187232.96e-031.24e-0276
GO:19040303EsophagusESCCnegative regulation of cyclin-dependent protein kinase activity23/855233/187234.57e-031.78e-0223
GO:00457363EsophagusESCCnegative regulation of cyclin-dependent protein serine/threonine kinase activity22/855232/187237.12e-032.58e-0222
GO:004593612LiverCirrhoticnegative regulation of phosphate metabolic process154/4634441/187238.78e-071.83e-05154
GO:001056312LiverCirrhoticnegative regulation of phosphorus metabolic process154/4634442/187231.02e-062.11e-05154
GO:004232612LiverCirrhoticnegative regulation of phosphorylation135/4634385/187233.17e-065.58e-05135
GO:007155911LiverCirrhoticresponse to transforming growth factor beta96/4634256/187233.55e-066.09e-0596
GO:007156011LiverCirrhoticcellular response to transforming growth factor beta stimulus93/4634250/187237.34e-061.13e-0493
GO:00073463LiverCirrhoticregulation of mitotic cell cycle154/4634457/187238.73e-061.29e-04154
GO:000193312LiverCirrhoticnegative regulation of protein phosphorylation117/4634342/187234.84e-055.59e-04117
GO:005134812LiverCirrhoticnegative regulation of transferase activity93/4634268/187231.55e-041.47e-0393
GO:000717911LiverCirrhotictransforming growth factor beta receptor signaling pathway71/4634198/187233.02e-042.65e-0371
GO:003367312LiverCirrhoticnegative regulation of kinase activity78/4634237/187232.73e-031.59e-0278
GO:190384411LiverCirrhoticregulation of cellular response to transforming growth factor beta stimulus47/4634131/187232.87e-031.65e-0247
GO:000717811LiverCirrhotictransmembrane receptor protein serine/threonine kinase signaling pathway111/4634355/187232.98e-031.70e-02111
GO:00170152LiverCirrhoticregulation of transforming growth factor beta receptor signaling pathway46/4634128/187233.04e-031.72e-0246
GO:00305112LiverCirrhoticpositive regulation of transforming growth factor beta receptor signaling pathway15/463432/187235.36e-032.73e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa041107ProstateBPHCell cycle49/1718157/84657.39e-043.59e-032.22e-0349
hsa0411014ProstateBPHCell cycle49/1718157/84657.39e-043.59e-032.22e-0349
hsa0411021ProstateTumorCell cycle51/1791157/84655.67e-042.89e-031.79e-0351
hsa0411031ProstateTumorCell cycle51/1791157/84655.67e-042.89e-031.79e-0351
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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
CDKN1CSNVMissense_Mutationnovelc.377T>Cp.Leu126Prop.L126PP49918protein_codingtolerated_low_confidence(0.14)benign(0)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDKN1CSNVMissense_Mutationc.946N>Tp.Arg316Trpp.R316WP49918protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CDKN1CSNVMissense_Mutationrs762106424c.283N>Ap.Val95Metp.V95MP49918protein_codingdeleterious(0)probably_damaging(0.965)TCGA-LG-A6GG-01Liverliver hepatocellular carcinomaFemale>=65I/IIUnknownUnknownSD
CDKN1CdeletionFrame_Shift_Delnovelc.21_37delCAGCACATCCACGATGGp.Ser8AlafsTer111p.S8Afs*111P49918protein_codingTCGA-CD-8526-01Stomachstomach adenocarcinomaFemale>=65III/IVChemotherapyepirubicinCR
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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
1028CDKN1CCLINICALLY ACTIONABLE, KINASEHISTONE DEACETYLASE INHIBITOR10667572
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