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: CDK1

Gene summary for CDK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDK1

Gene ID

983

Gene namecyclin dependent kinase 1
Gene AliasCDC2
Cytomap10q21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B7Z3D6


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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
983CDK1GSM4909281HumanBreastIDC3.56e-021.62e-010.21
983CDK1GSM4909282HumanBreastIDC3.04e-316.70e-01-0.0288
983CDK1GSM4909285HumanBreastIDC8.66e-083.07e-010.21
983CDK1GSM4909287HumanBreastIDC4.23e-022.18e-010.2057
983CDK1GSM4909304HumanBreastIDC1.03e-031.67e-010.1636
983CDK1GSM4909318HumanBreastIDC6.98e-035.48e-010.2031
983CDK1M2HumanBreastIDC7.99e-076.71e-010.21
983CDK1NCCBC5HumanBreastDCIS1.50e-033.56e-010.2046
983CDK1LZE4THumanEsophagusESCC6.35e-031.72e-010.0811
983CDK1LZE22THumanEsophagusESCC1.57e-022.98e-010.068
983CDK1LZE6THumanEsophagusESCC2.61e-095.56e-010.0845
983CDK1P2T-EHumanEsophagusESCC5.80e-086.79e-010.1177
983CDK1P4T-EHumanEsophagusESCC3.78e-042.37e-010.1323
983CDK1P5T-EHumanEsophagusESCC1.75e-259.12e-010.1327
983CDK1P8T-EHumanEsophagusESCC4.44e-083.14e-010.0889
983CDK1P9T-EHumanEsophagusESCC2.30e-021.11e-010.1131
983CDK1P10T-EHumanEsophagusESCC6.56e-154.29e-010.116
983CDK1P12T-EHumanEsophagusESCC3.97e-041.06e-010.1122
983CDK1P15T-EHumanEsophagusESCC2.11e-031.87e-010.1149
983CDK1P16T-EHumanEsophagusESCC2.05e-072.75e-010.1153
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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
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
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.

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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:19027491EsophagusESCCregulation of cell cycle G2/M phase transition68/8552102/187231.48e-051.33e-0468
GO:19019925EsophagusESCCpositive regulation of mitotic cell cycle phase transition62/855293/187233.47e-052.83e-0462
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:004671827EsophagusESCCviral entry into host cell89/8552144/187236.84e-055.18e-0489
GO:004668619EsophagusESCCresponse to cadmium ion47/855268/187237.81e-055.80e-0447
GO:00708161EsophagusESCCphosphorylation of RNA polymerase II C-terminal domain12/855212/187238.21e-056.01e-0412
GO:004346719EsophagusESCCregulation of generation of precursor metabolites and energy81/8552130/187239.58e-056.81e-0481
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:004477312EsophagusESCCmitotic DNA damage checkpoint54/855281/187231.09e-047.64e-0454
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00447745EsophagusESCCmitotic DNA integrity checkpoint56/855285/187231.34e-049.09e-0456
GO:00483083EsophagusESCCorganelle inheritance14/855215/187231.47e-049.85e-0414
GO:00483133EsophagusESCCGolgi inheritance14/855215/187231.47e-049.85e-0414
GO:00075699EsophagusESCCcell aging81/8552132/187232.00e-041.27e-0381
GO:006049118EsophagusESCCregulation of cell projection assembly110/8552188/187232.60e-041.58e-03110
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
GO:00311009EsophagusESCCanimal organ regeneration50/855276/187233.17e-041.88e-0350
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421824BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa041157BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0517014BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0421834BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0411512BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0517015BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0421844BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa0520341BreastDCISViral carcinogenesis34/846204/84651.88e-031.27e-029.33e-0334
hsa0517024BreastDCISHuman immunodeficiency virus 1 infection33/846212/84656.49e-033.22e-022.37e-0233
hsa0421854BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa052035BreastDCISViral carcinogenesis34/846204/84651.88e-031.27e-029.33e-0334
hsa0517034BreastDCISHuman immunodeficiency virus 1 infection33/846212/84656.49e-033.22e-022.37e-0233
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
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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
CDK1SNVMissense_Mutationnovelc.376N>Ap.His126Asnp.H126NP06493protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDK1SNVMissense_Mutationrs764750612c.675T>Gp.Asn225Lysp.N225KP06493protein_codingdeleterious(0.03)benign(0.023)TCGA-D8-A143-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CDK1SNVMissense_Mutationc.684N>Cp.Trp228Cysp.W228CP06493protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDK1SNVMissense_Mutationnovelc.768G>Tp.Leu256Phep.L256FP06493protein_codingdeleterious(0.03)benign(0.145)TCGA-E2-A1LE-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinPD
CDK1SNVMissense_Mutationrs45540532c.539N>Ap.Arg180Hisp.R180HP06493protein_codingtolerated(0.68)possibly_damaging(0.876)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CDK1SNVMissense_Mutationc.824N>Ap.Arg275Glnp.R275QP06493protein_codingdeleterious(0.04)possibly_damaging(0.795)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
CDK1SNVMissense_Mutationc.688N>Cp.Glu230Glnp.E230QP06493protein_codingdeleterious(0.04)benign(0.167)TCGA-AA-3495-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDK1SNVMissense_Mutationc.26A>Gp.Lys9Argp.K9RP06493protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-AZ-6603-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDK1SNVMissense_Mutationnovelc.373N>Ap.Leu125Ilep.L125IP06493protein_codingtolerated(0.2)benign(0.129)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CDK1SNVMissense_Mutationc.791N>Cp.Leu264Prop.L264PP06493protein_codingdeleterious(0.01)probably_damaging(1)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=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
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMERGB-286638RGB-286638
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEinhibitorBAY1000394
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL3545420AG-24322
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEBAY 10-00394
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL3544942RONICICLIB
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEinhibitor223366203RONICICLIB
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEinhibitor249565694CHIR-99021
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEinhibitor249565590CHEMBL1236539
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEL-751250
983CDK1SERINE THREONINE KINASE, KINASE, DNA REPAIR, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL445813AT-7519
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