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: CDK2AP1

Gene summary for CDK2AP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDK2AP1

Gene ID

8099

Gene namecyclin dependent kinase 2 associated protein 1
Gene AliasDOC1
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

O14519


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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
8099CDK2AP1CA_HPV_1HumanCervixCC1.34e-03-2.19e-010.0264
8099CDK2AP1CA_HPV_3HumanCervixCC7.95e-031.79e-010.0414
8099CDK2AP1CCII_1HumanCervixCC1.26e-09-4.08e-010.3249
8099CDK2AP1sample3HumanCervixCC1.59e-205.35e-010.1387
8099CDK2AP1T3HumanCervixCC4.20e-185.35e-010.1389
8099CDK2AP1AEH-subject1HumanEndometriumAEH3.39e-093.38e-01-0.3059
8099CDK2AP1AEH-subject2HumanEndometriumAEH9.22e-083.01e-01-0.2525
8099CDK2AP1AEH-subject3HumanEndometriumAEH4.84e-103.73e-01-0.2576
8099CDK2AP1AEH-subject4HumanEndometriumAEH1.09e-052.75e-01-0.2657
8099CDK2AP1AEH-subject5HumanEndometriumAEH9.95e-082.71e-01-0.2953
8099CDK2AP1EEC-subject1HumanEndometriumEEC1.70e-042.42e-01-0.2682
8099CDK2AP1EEC-subject4HumanEndometriumEEC1.47e-114.10e-01-0.2571
8099CDK2AP1EEC-subject5HumanEndometriumEEC2.12e-164.83e-01-0.249
8099CDK2AP1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.89e-217.20e-01-0.1869
8099CDK2AP1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.26e-177.10e-01-0.1875
8099CDK2AP1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.63e-258.23e-01-0.1883
8099CDK2AP1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.66e-236.54e-01-0.1934
8099CDK2AP1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.71e-186.05e-01-0.1917
8099CDK2AP1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.04e-145.64e-01-0.1916
8099CDK2AP1LZE2THumanEsophagusESCC1.52e-085.60e-010.082
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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
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
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
∗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:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:00062611Oral cavityOSCCDNA-dependent DNA replication84/7305151/187232.46e-052.30e-0484
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CDK2AP1PLAEndometriumADJSOX17,NME2,CALHM6, etc.4.94e-02The 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.
CDK2AP1TH1EndometriumADJSOX17,NME2,CALHM6, etc.1.02e-02The 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.
CDK2AP1M1MACEndometriumAEHSOX17,NME2,CALHM6, etc.3.82e-02The 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.
CDK2AP1M1MACEndometriumEECSOX17,NME2,CALHM6, etc.5.65e-02The 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.
∗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
CDK2AP1SNVMissense_Mutationc.134N>Tp.Pro45Leup.P45LO14519protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-AN-A0XV-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CDK2AP1SNVMissense_Mutationc.119N>Ap.Ser40Asnp.S40NO14519protein_codingtolerated(0.6)benign(0.011)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDK2AP1SNVMissense_Mutationc.203C>Tp.Ala68Valp.A68VO14519protein_codingdeleterious(0.02)benign(0.438)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDK2AP1SNVMissense_Mutationc.140T>Cp.Leu47Prop.L47PO14519protein_codingtolerated(0.05)benign(0.146)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
CDK2AP1SNVMissense_Mutationc.134C>Tp.Pro45Leup.P45LO14519protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CDK2AP1SNVMissense_Mutationrs763372047c.167N>Ap.Ser56Asnp.S56NO14519protein_codingtolerated(0.15)benign(0.018)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CDK2AP1SNVMissense_Mutationnovelc.244N>Ap.Ala82Thrp.A82TO14519protein_codingtolerated(0.14)benign(0.103)TCGA-EO-A3AZ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CDK2AP1SNVMissense_Mutationc.77N>Tp.Ser26Phep.S26FO14519protein_codingdeleterious(0.01)possibly_damaging(0.509)TCGA-60-2719-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
CDK2AP1SNVMissense_Mutationnovelc.244N>Ap.Ala82Thrp.A82TO14519protein_codingtolerated(0.14)benign(0.103)TCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
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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
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