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: CDCA2

Gene summary for CDCA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDCA2

Gene ID

157313

Gene namecell division cycle associated 2
Gene AliasPPP1R81
Cytomap8p21.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A8K8Z0


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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
157313CDCA2P2T-EHumanEsophagusESCC4.30e-104.50e-010.1177
157313CDCA2P4T-EHumanEsophagusESCC1.49e-093.91e-010.1323
157313CDCA2P5T-EHumanEsophagusESCC9.35e-102.36e-010.1327
157313CDCA2P10T-EHumanEsophagusESCC3.89e-123.07e-010.116
157313CDCA2P16T-EHumanEsophagusESCC8.40e-041.60e-010.1153
157313CDCA2P20T-EHumanEsophagusESCC2.18e-032.07e-010.1124
157313CDCA2P21T-EHumanEsophagusESCC4.17e-051.72e-010.1617
157313CDCA2P24T-EHumanEsophagusESCC9.53e-093.31e-010.1287
157313CDCA2P28T-EHumanEsophagusESCC3.60e-132.77e-010.1149
157313CDCA2P31T-EHumanEsophagusESCC3.75e-031.28e-010.1251
157313CDCA2P32T-EHumanEsophagusESCC8.40e-041.26e-010.1666
157313CDCA2P36T-EHumanEsophagusESCC2.98e-062.73e-010.1187
157313CDCA2P37T-EHumanEsophagusESCC1.83e-062.03e-010.1371
157313CDCA2P38T-EHumanEsophagusESCC1.30e-063.71e-010.127
157313CDCA2P49T-EHumanEsophagusESCC7.48e-034.04e-010.1768
157313CDCA2P52T-EHumanEsophagusESCC4.41e-071.91e-010.1555
157313CDCA2P54T-EHumanEsophagusESCC9.92e-041.42e-010.0975
157313CDCA2P61T-EHumanEsophagusESCC9.78e-041.49e-010.099
157313CDCA2P74T-EHumanEsophagusESCC2.03e-134.99e-010.1479
157313CDCA2P75T-EHumanEsophagusESCC1.66e-021.45e-010.1125
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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
∗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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00519833EsophagusESCCregulation of chromosome segregation67/855291/187235.42e-089.66e-0767
GO:00070883EsophagusESCCregulation of mitotic nuclear division78/8552110/187236.96e-081.21e-0678
GO:0035304111EsophagusESCCregulation of protein dephosphorylation66/855290/187238.82e-081.48e-0666
GO:0035303111EsophagusESCCregulation of dephosphorylation88/8552128/187231.04e-071.71e-0688
GO:00517831EsophagusESCCregulation of nuclear division90/8552139/187234.30e-064.60e-0590
GO:00353074EsophagusESCCpositive regulation of protein dephosphorylation31/855245/187231.40e-036.62e-0331
GO:00353066EsophagusESCCpositive regulation of dephosphorylation38/855259/187232.86e-031.21e-0238
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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
∗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
CDCA2SNVMissense_Mutationc.2731N>Tp.Pro911Serp.P911SQ69YH5protein_codingdeleterious(0.01)possibly_damaging(0.833)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
CDCA2SNVMissense_Mutationc.373N>Cp.Asp125Hisp.D125HQ69YH5protein_codingdeleterious(0.03)possibly_damaging(0.465)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CDCA2SNVMissense_Mutationc.577N>Cp.Phe193Leup.F193LQ69YH5protein_codingtolerated(0.21)benign(0.009)TCGA-AN-A0XO-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CDCA2SNVMissense_Mutationc.2869N>Gp.Pro957Alap.P957AQ69YH5protein_codingtolerated(0.3)benign(0.001)TCGA-AR-A0TS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CDCA2SNVMissense_Mutationrs770182441c.700N>Ap.Ala234Thrp.A234TQ69YH5protein_codingtolerated(0.91)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CDCA2SNVMissense_Mutationrs748745545c.239N>Tp.Ser80Leup.S80LQ69YH5protein_codingdeleterious(0.02)possibly_damaging(0.646)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDCA2SNVMissense_Mutationc.1159A>Gp.Met387Valp.M387VQ69YH5protein_codingtolerated(1)benign(0)TCGA-E9-A1N5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CDCA2insertionFrame_Shift_Insnovelc.366_367insTTACTAAp.Ala123LeufsTer19p.A123Lfs*19Q69YH5protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CDCA2insertionNonsense_Mutationnovelc.367_368insTGTTCACTGAATGAATGAATGAATGAATGATGAATTAATp.Ala123delinsValPheThrGluTerMetAsnGluTerMetMetAsnTerSerp.A123delinsVFTE*MNE*MMN*SQ69YH5protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CDCA2insertionFrame_Shift_Insnovelc.1586_1587insATACATATATTACCCAATTATAp.Gln530TyrfsTer11p.Q530Yfs*11Q69YH5protein_codingTCGA-AR-A0U0-01Breastbreast invasive 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
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