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: CDKN1B

Gene summary for CDKN1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDKN1B

Gene ID

1027

Gene namecyclin dependent kinase inhibitor 1B
Gene AliasCDKN4
Cytomap12p13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P46527


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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
1027CDKN1BLZE2THumanEsophagusESCC9.39e-032.31e-010.082
1027CDKN1BLZE4THumanEsophagusESCC9.07e-164.61e-010.0811
1027CDKN1BLZE7THumanEsophagusESCC4.70e-117.82e-010.0667
1027CDKN1BLZE8THumanEsophagusESCC3.05e-125.75e-010.067
1027CDKN1BLZE22D1HumanEsophagusHGIN2.41e-042.94e-010.0595
1027CDKN1BLZE22THumanEsophagusESCC7.98e-055.64e-010.068
1027CDKN1BLZE24THumanEsophagusESCC1.57e-226.61e-010.0596
1027CDKN1BLZE21THumanEsophagusESCC3.95e-086.11e-010.0655
1027CDKN1BLZE6THumanEsophagusESCC5.16e-054.48e-010.0845
1027CDKN1BP1T-EHumanEsophagusESCC4.74e-076.06e-010.0875
1027CDKN1BP2T-EHumanEsophagusESCC1.81e-751.55e+000.1177
1027CDKN1BP4T-EHumanEsophagusESCC1.26e-631.67e+000.1323
1027CDKN1BP5T-EHumanEsophagusESCC9.76e-223.36e-010.1327
1027CDKN1BP8T-EHumanEsophagusESCC3.58e-295.08e-010.0889
1027CDKN1BP9T-EHumanEsophagusESCC2.31e-224.41e-010.1131
1027CDKN1BP10T-EHumanEsophagusESCC3.72e-336.29e-010.116
1027CDKN1BP11T-EHumanEsophagusESCC8.69e-155.32e-010.1426
1027CDKN1BP12T-EHumanEsophagusESCC6.02e-731.51e+000.1122
1027CDKN1BP15T-EHumanEsophagusESCC2.80e-278.33e-010.1149
1027CDKN1BP16T-EHumanEsophagusESCC1.63e-1132.68e+000.1153
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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
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:190290326Oral cavityEOLPregulation of supramolecular fiber organization93/2218383/187236.50e-121.08e-0993
GO:003227125Oral cavityEOLPregulation of protein polymerization64/2218233/187235.54e-117.07e-0964
GO:000193324Oral cavityEOLPnegative regulation of protein phosphorylation82/2218342/187232.24e-102.20e-0882
GO:005125825Oral cavityEOLPprotein polymerization74/2218297/187232.65e-102.45e-0874
GO:004217626Oral cavityEOLPregulation of protein catabolic process90/2218391/187232.92e-102.58e-0890
GO:190290525Oral cavityEOLPpositive regulation of supramolecular fiber organization57/2218209/187238.27e-106.12e-0857
GO:003367323Oral cavityEOLPnegative regulation of kinase activity62/2218237/187239.46e-106.75e-0862
GO:003227325Oral cavityEOLPpositive regulation of protein polymerization42/2218138/187234.07e-092.39e-0742
GO:000646922Oral cavityEOLPnegative regulation of protein kinase activity56/2218212/187234.15e-092.41e-0756
GO:000756825Oral cavityEOLPaging78/2218339/187234.55e-092.55e-0778
GO:004343424Oral cavityEOLPresponse to peptide hormone89/2218414/187231.29e-086.11e-0789
GO:001604924Oral cavityEOLPcell growth97/2218482/187239.06e-083.15e-0697
GO:005149524Oral cavityEOLPpositive regulation of cytoskeleton organization55/2218226/187231.19e-073.99e-0655
GO:003109923Oral cavityEOLPregeneration50/2218198/187231.30e-074.25e-0650
GO:000189023Oral cavityEOLPplacenta development39/2218144/187234.49e-071.25e-0539
GO:007190023Oral cavityEOLPregulation of protein serine/threonine kinase activity75/2218359/187235.81e-071.53e-0575
GO:003300212Oral cavityEOLPmuscle cell proliferation56/2218248/187231.25e-063.00e-0556
GO:004573226Oral cavityEOLPpositive regulation of protein catabolic process53/2218231/187231.43e-063.42e-0553
GO:003111621Oral cavityEOLPpositive regulation of microtubule polymerization15/221833/187231.55e-063.65e-0515
GO:000166624Oral cavityEOLPresponse to hypoxia65/2218307/187232.00e-064.55e-0565
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa05169114EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0522020EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa052229EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa0521516EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa0493310EsophagusESCCAGE-RAGE signaling pathway in diabetic complications72/4205100/84654.15e-062.28e-051.17e-0572
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0401218EsophagusESCCErbB signaling pathway56/420585/84651.78e-035.24e-032.68e-0356
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa015227EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
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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
CDKN1BSNVMissense_Mutationnovelc.548C>Tp.Ser183Phep.S183FP46527protein_codingdeleterious(0)possibly_damaging(0.75)TCGA-BH-A0C3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
CDKN1BinsertionNonsense_Mutationnovelc.460_461insTACAATCCCGGGAAAGAACAGAAAAGTAGAAAGGp.Arg154LeufsTer10p.R154Lfs*10P46527protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CDKN1BinsertionFrame_Shift_Insnovelc.373_374insCp.Glu126Terp.E126*P46527protein_codingTCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
CDKN1BdeletionFrame_Shift_Delc.402delNp.Thr135LeufsTer10p.T135Lfs*10P46527protein_codingTCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
CDKN1BinsertionFrame_Shift_Insnovelc.233_234insGGp.Val79GlyfsTer41p.V79Gfs*41P46527protein_codingTCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
CDKN1BinsertionFrame_Shift_Insnovelc.164_165dupCGp.Ser56ArgfsTer16p.S56Rfs*16P46527protein_codingTCGA-BH-A1FJ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CDKN1BSNVMissense_Mutationnovelc.436G>Ap.Glu146Lysp.E146KP46527protein_codingdeleterious(0.02)benign(0.211)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CDKN1BSNVMissense_Mutationc.215N>Ap.Gly72Aspp.G72DP46527protein_codingtolerated(0.05)probably_damaging(0.993)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDKN1BdeletionFrame_Shift_Delc.410delCp.Pro137ArgfsTer8p.P137Rfs*8P46527protein_codingTCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CDKN1BinsertionFrame_Shift_Insnovelc.212_213insGp.Lys73GlnfsTer52p.K73Qfs*52P46527protein_codingTCGA-CK-4952-01Colorectumcolon adenocarcinomaFemale<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
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASETCDD12883080
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEANTIESTROGEN10908655
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEERYTHROPOIETINEPOETIN BETA11023508
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEMETHOTREXATEMETHOTREXATE14512390
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEPROGESTINPROGESTERONE11590147
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEDOXORUBICINDOXORUBICIN12576455
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEIMMUNOSUPPRESSIVE17015702
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEPD-98059CHEMBL3548211031257
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEAMINOGLYCOSIDES10900094
1027CDKN1BDRUG RESISTANCE, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLE, KINASEATRATRETINOIN10837916
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