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: CDKN2A

Gene summary for CDKN2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDKN2A

Gene ID

1029

Gene namecyclin dependent kinase inhibitor 2A
Gene AliasARF
Cytomap9p21.3
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

K7PML8


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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
1029CDKN2AGSM4909281HumanBreastIDC7.28e-1011.29e+000.21
1029CDKN2AGSM4909282HumanBreastIDC8.83e-1011.36e+00-0.0288
1029CDKN2AGSM4909285HumanBreastIDC2.08e-1341.64e+000.21
1029CDKN2AGSM4909286HumanBreastIDC5.88e-061.22e-010.1081
1029CDKN2AGSM4909287HumanBreastIDC1.26e-481.01e+000.2057
1029CDKN2AGSM4909296HumanBreastIDC3.61e-052.95e-010.1524
1029CDKN2AGSM4909301HumanBreastIDC9.80e-031.26e-010.1577
1029CDKN2AGSM4909307HumanBreastIDC3.54e-041.23e-010.1569
1029CDKN2AGSM4909308HumanBreastIDC2.14e-021.96e-010.158
1029CDKN2AGSM4909321HumanBreastIDC1.64e-114.24e-010.1559
1029CDKN2Abrca2HumanBreastPrecancer3.88e-021.36e-01-0.024
1029CDKN2AM2HumanBreastIDC5.82e-097.98e-010.21
1029CDKN2ANCCBC3HumanBreastDCIS1.52e-028.36e-020.1198
1029CDKN2AP2HumanBreastIDC1.20e-187.47e-010.21
1029CDKN2ACA_HPV_2HumanCervixCC1.86e-287.13e-010.0391
1029CDKN2AHSIL_HPV_2HumanCervixHSIL_HPV1.78e-195.54e-010.0208
1029CDKN2ACCI_1HumanCervixCC6.57e-271.62e+000.528
1029CDKN2ACCI_2HumanCervixCC5.09e-482.39e+000.5249
1029CDKN2ACCI_3HumanCervixCC1.63e-261.40e+000.516
1029CDKN2ATumorHumanCervixCC1.86e-1131.50e+000.1241
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00457361ProstateTumornegative regulation of cyclin-dependent protein serine/threonine kinase activity13/324632/187231.62e-039.79e-0313
GO:003030811ProstateTumornegative regulation of cell growth49/3246188/187231.65e-039.87e-0349
GO:009039811ProstateTumorcellular senescence28/324693/187231.70e-031.01e-0228
GO:001081212ProstateTumornegative regulation of cell-substrate adhesion22/324668/187231.87e-031.10e-0222
GO:001604920SkinAKcell growth93/1910482/187239.55e-109.42e-0893
GO:001081026SkinAKregulation of cell-substrate adhesion53/1910221/187232.22e-092.02e-0753
GO:004477210SkinAKmitotic cell cycle phase transition83/1910424/187233.81e-093.05e-0783
GO:003158920SkinAKcell-substrate adhesion74/1910363/187234.40e-093.30e-0774
GO:000195218SkinAKregulation of cell-matrix adhesion36/1910128/187231.02e-086.65e-0736
GO:000716019SkinAKcell-matrix adhesion53/1910233/187231.56e-089.40e-0753
GO:00000828SkinAKG1/S transition of mitotic cell cycle50/1910214/187231.57e-089.40e-0750
GO:000726516SkinAKRas protein signal transduction68/1910337/187232.83e-081.57e-0668
GO:00448438SkinAKcell cycle G1/S phase transition52/1910241/187231.32e-075.80e-0652
GO:000756826SkinAKaging63/1910339/187231.83e-065.42e-0563
GO:000155820SkinAKregulation of cell growth73/1910414/187232.21e-066.27e-0573
GO:000716210SkinAKnegative regulation of cell adhesion55/1910303/187231.64e-053.15e-0455
GO:00457866SkinAKnegative regulation of cell cycle63/1910385/187231.08e-041.40e-0363
GO:004593627SkinAKnegative regulation of phosphate metabolic process69/1910441/187232.08e-042.34e-0369
GO:001056327SkinAKnegative regulation of phosphorus metabolic process69/1910442/187232.22e-042.47e-0369
GO:000756910SkinAKcell aging27/1910132/187233.26e-043.33e-0327
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa052196BreastPrecancerBladder cancer9/68441/84654.65e-032.72e-022.08e-029
hsa052036BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0421814BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0516619BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516317BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0521913BreastPrecancerBladder cancer9/68441/84654.65e-032.72e-022.08e-029
hsa0520312BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0421824BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0516624BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0520322BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa041157BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa052147BreastIDCGlioma16/86775/84653.30e-032.10e-021.57e-0216
hsa0521921BreastIDCBladder cancer10/86741/84657.07e-033.54e-022.65e-0210
hsa0522010BreastIDCChronic myeloid leukemia15/86776/84659.24e-034.37e-023.27e-0215
hsa0421834BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0516634BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
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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
CDKN2AdeletionFrame_Shift_Delnovelc.235_236delACp.Thr79ProfsTer40p.T79Pfs*40P42771protein_codingTCGA-LQ-A4E4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolePD
CDKN2ASNVMissense_Mutationc.395N>Tp.Ala132Valp.A132VP42771protein_codingtolerated(0.07)benign(0.012)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDKN2ASNVMissense_Mutationc.437N>Gp.Asp146Glyp.D146GP42771protein_codingtolerated_low_confidence(0.08)benign(0.001)TCGA-C5-A2LT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CDKN2ASNVMissense_Mutationnovelc.23N>Tp.Ser8Ilep.S8IP42771protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.73)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDKN2ASNVMissense_Mutationc.22N>Cp.Ser8Argp.S8RP42771protein_codingtolerated_low_confidence(0.18)possibly_damaging(0.64)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDKN2ASNVMissense_Mutationc.262N>Ap.Glu88Lysp.E88KP42771protein_codingdeleterious(0.04)possibly_damaging(0.485)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CDKN2ASNVMissense_Mutationc.383N>Ap.Arg128Glnp.R128QP42771protein_codingtolerated(0.36)benign(0.001)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CDKN2ASNVMissense_Mutationrs755927351c.391N>Tp.Arg131Cysp.R131CP42771protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CDKN2ASNVMissense_Mutationrs876659307c.443N>Tp.Ala148Valp.A148VP42771protein_codingtolerated_low_confidence(0.1)benign(0)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CDKN2ASNVMissense_Mutationc.500C>Tp.Ala167Valp.A167VP42771protein_codingunknown(0)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORON-01910RIGOSERTIB25156567
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORLY2835219ABEMACICLIB
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORAlvocidibALVOCIDIB12777976
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORPalbociclibPALBOCICLIB
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORBAY1000394
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORLETROZOLELETROZOLE26715889
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORVEMURAFENIBVEMURAFENIB24265155
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORPD 0332991
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORZK30470918829975
1029CDKN2ACLINICALLY ACTIONABLE, DRUG RESISTANCE, KINASE, TUMOR SUPPRESSORSapanisertibSAPANISERTIB25261369
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