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: CDKN2B

Gene summary for CDKN2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDKN2B

Gene ID

1030

Gene namecyclin dependent kinase inhibitor 2B
Gene AliasCDK4I
Cytomap9p21.3
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

K7PPU3


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
1030CDKN2BCA_HPV_2HumanCervixCC3.25e-042.58e-010.0391
1030CDKN2BCCI_1HumanCervixCC3.49e-056.26e-010.528
1030CDKN2BCCI_2HumanCervixCC1.50e-058.07e-010.5249
1030CDKN2BCCI_3HumanCervixCC4.80e-075.92e-010.516
1030CDKN2BTumorHumanCervixCC1.98e-194.77e-010.1241
1030CDKN2Bsample1HumanCervixCC2.91e-095.30e-010.0959
1030CDKN2Bsample3HumanCervixCC1.48e-295.72e-010.1387
1030CDKN2BH2HumanCervixHSIL_HPV2.83e-043.04e-010.0632
1030CDKN2BL1HumanCervixCC1.55e-044.04e-010.0802
1030CDKN2BT1HumanCervixCC4.38e-246.30e-010.0918
1030CDKN2BT3HumanCervixCC1.33e-224.96e-010.1389
1030CDKN2BLZE7THumanEsophagusESCC2.41e-198.73e-010.0667
1030CDKN2BLZE20THumanEsophagusESCC1.02e-179.56e-010.0662
1030CDKN2BLZE21D1HumanEsophagusHGIN3.76e-023.93e-010.0632
1030CDKN2BLZE24THumanEsophagusESCC1.02e-281.30e+000.0596
1030CDKN2BLZE21THumanEsophagusESCC3.45e-024.27e-010.0655
1030CDKN2BP2T-EHumanEsophagusESCC2.23e-461.03e+000.1177
1030CDKN2BP4T-EHumanEsophagusESCC5.65e-319.78e-010.1323
1030CDKN2BP11T-EHumanEsophagusESCC5.47e-033.65e-010.1426
1030CDKN2BP15T-EHumanEsophagusESCC4.87e-237.75e-010.1149
Page: 1 2 3 4 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:00719007CervixCCregulation of protein serine/threonine kinase activity75/2311359/187232.76e-068.02e-0575
GO:005134810CervixCCnegative regulation of transferase activity60/2311268/187232.77e-068.02e-0560
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:20000453CervixCCregulation of G1/S transition of mitotic cell cycle37/2311142/187236.33e-061.53e-0437
GO:004232610CervixCCnegative regulation of phosphorylation77/2311385/187231.09e-052.38e-0477
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:19028062CervixCCregulation of cell cycle G1/S phase transition41/2311168/187231.18e-052.51e-0441
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
GO:00448434CervixCCcell cycle G1/S phase transition53/2311241/187231.76e-053.32e-0453
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa052226CervixCCSmall cell lung cancer29/126792/84654.38e-053.09e-041.83e-0429
hsa041106CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa05166110CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa0522213CervixCCSmall cell lung cancer29/126792/84654.38e-053.09e-041.83e-0429
hsa0411013CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa0516625CervixHSIL_HPVHuman T-cell leukemia virus 1 infection25/459222/84653.95e-043.49e-032.82e-0325
hsa0522222CervixHSIL_HPVSmall cell lung cancer13/45992/84651.30e-039.51e-037.68e-0313
hsa0516635CervixHSIL_HPVHuman T-cell leukemia virus 1 infection25/459222/84653.95e-043.49e-032.82e-0325
hsa0522232CervixHSIL_HPVSmall cell lung cancer13/45992/84651.30e-039.51e-037.68e-0313
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0421828EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa04218111EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
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
CDKN2BSNVMissense_Mutationc.82G>Cp.Glu28Glnp.E28QP42772protein_codingtolerated(0.41)benign(0.218)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDKN2BSNVMissense_Mutationnovelc.209C>Tp.Ala70Valp.A70VP42772protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDKN2BSNVMissense_Mutationnovelc.24N>Ap.Met8Ilep.M8IP42772protein_codingtolerated_low_confidence(0.36)benign(0.01)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CDKN2BSNVMissense_Mutationnovelc.311N>Tp.Ala104Valp.A104VP42772protein_codingdeleterious(0)possibly_damaging(0.694)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CDKN2BSNVMissense_Mutationc.367C>Tp.Arg123Trpp.R123WP42772protein_codingdeleterious(0.01)possibly_damaging(0.683)TCGA-E6-A2P8-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownPD
CDKN2BSNVMissense_Mutationnovelc.133N>Ap.Arg45Serp.R45SP42772protein_codingtolerated(0.53)benign(0.009)TCGA-2Y-A9H3-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
CDKN2BdeletionIn_Frame_Delnovelc.374_394delNNNNNNNNNNNNNNNNNNNNNp.His125_Tyr131delp.H125_Y131delP42772protein_codingTCGA-98-8021-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
CDKN2BSNVMissense_Mutationc.179N>Ap.Arg60Hisp.R60HP42772protein_codingtolerated(0.09)benign(0)TCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
CDKN2BSNVMissense_Mutationnovelc.209C>Tp.Ala70Valp.A70VP42772protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VQ-A91K-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilCR
Page: 1 

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
1030CDKN2BCLINICALLY ACTIONABLE, KINASEPALBOCICLIBPALBOCICLIB23898052
Page: 1