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: C2CD5

Gene summary for C2CD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C2CD5

Gene ID

9847

Gene nameC2 calcium dependent domain containing 5
Gene AliasCDP138
Cytomap12p12.1
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q86YS7


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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
9847C2CD5CCI_2HumanCervixCC6.14e-046.93e-010.5249
9847C2CD5CCI_3HumanCervixCC2.85e-055.57e-010.516
9847C2CD5HTA11_3410_2000001011HumanColorectumAD2.84e-08-3.73e-010.0155
9847C2CD5HTA11_1938_2000001011HumanColorectumAD1.93e-02-1.88e-01-0.0811
9847C2CD5HTA11_3361_2000001011HumanColorectumAD1.39e-03-4.06e-01-0.1207
9847C2CD5HTA11_696_2000001011HumanColorectumAD1.04e-11-4.03e-01-0.1464
9847C2CD5HTA11_866_2000001011HumanColorectumAD3.98e-06-3.22e-01-0.1001
9847C2CD5HTA11_866_3004761011HumanColorectumAD3.81e-09-4.37e-010.096
9847C2CD5HTA11_10711_2000001011HumanColorectumAD4.18e-04-4.36e-010.0338
9847C2CD5HTA11_7696_3000711011HumanColorectumAD1.26e-06-3.27e-010.0674
9847C2CD5HTA11_6818_2000001021HumanColorectumAD1.85e-05-4.87e-010.0588
9847C2CD5HTA11_99999971662_82457HumanColorectumMSS3.45e-09-3.82e-010.3859
9847C2CD5HTA11_99999973899_84307HumanColorectumMSS2.44e-04-4.94e-010.2585
9847C2CD5HTA11_99999974143_84620HumanColorectumMSS1.28e-15-4.82e-010.3005
9847C2CD5A002-C-010HumanColorectumFAP9.09e-03-9.37e-020.242
9847C2CD5A001-C-207HumanColorectumFAP6.65e-03-2.45e-010.1278
9847C2CD5A015-C-203HumanColorectumFAP9.30e-25-3.66e-01-0.1294
9847C2CD5A015-C-204HumanColorectumFAP6.31e-04-2.19e-01-0.0228
9847C2CD5A014-C-040HumanColorectumFAP1.16e-02-1.63e-01-0.1184
9847C2CD5A002-C-201HumanColorectumFAP4.19e-15-4.13e-010.0324
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:007265910CervixCCprotein localization to plasma membrane73/2311284/187234.95e-106.73e-0873
GO:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00903167CervixCCpositive regulation of intracellular protein transport41/2311160/187233.24e-068.80e-0541
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00331579CervixCCregulation of intracellular protein transport52/2311229/187238.16e-061.88e-0452
GO:19016538CervixCCcellular response to peptide72/2311359/187231.89e-053.48e-0472
GO:19054778CervixCCpositive regulation of protein localization to membrane29/2311106/187232.29e-054.01e-0429
GO:00323889CervixCCpositive regulation of intracellular transport46/2311202/187232.45e-054.24e-0446
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
GO:00434349CervixCCresponse to peptide hormone77/2311414/187231.40e-041.70e-0377
GO:00713757CervixCCcellular response to peptide hormone stimulus57/2311290/187232.32e-042.59e-0357
GO:00328698CervixCCcellular response to insulin stimulus42/2311203/187234.95e-044.83e-0342
GO:00328688CervixCCresponse to insulin50/2311264/187231.28e-031.02e-0250
GO:19054758CervixCCregulation of protein localization to membrane36/2311175/187231.33e-031.05e-0236
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:00082865CervixCCinsulin receptor signaling pathway25/2311116/187233.59e-032.30e-0225
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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
C2CD5SNVMissense_Mutationnovelc.695C>Gp.Ser232Cysp.S232CQ86YS7protein_codingtolerated(0.07)probably_damaging(0.982)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
C2CD5SNVMissense_Mutationnovelc.443N>Tp.Cys148Phep.C148FQ86YS7protein_codingtolerated(0.6)possibly_damaging(0.571)TCGA-AC-A3QP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
C2CD5SNVMissense_Mutationc.542N>Ap.Arg181Glnp.R181QQ86YS7protein_codingdeleterious(0.01)possibly_damaging(0.459)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C2CD5SNVMissense_Mutationnovelc.389N>Cp.Leu130Prop.L130PQ86YS7protein_codingdeleterious(0)possibly_damaging(0.782)TCGA-C8-A8HR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
C2CD5SNVMissense_Mutationc.547N>Tp.Arg183Cysp.R183CQ86YS7protein_codingdeleterious(0)probably_damaging(0.972)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
C2CD5SNVMissense_Mutationc.542N>Ap.Arg181Glnp.R181QQ86YS7protein_codingdeleterious(0.01)possibly_damaging(0.459)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
C2CD5SNVMissense_Mutationnovelc.2495N>Gp.Asp832Glyp.D832GQ86YS7protein_codingtolerated(0.09)benign(0.275)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
C2CD5SNVMissense_Mutationnovelc.2503N>Ap.Glu835Lysp.E835KQ86YS7protein_codingtolerated(0.09)benign(0.329)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C2CD5SNVMissense_Mutationc.542G>Ap.Arg181Glnp.R181QQ86YS7protein_codingdeleterious(0.01)possibly_damaging(0.459)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C2CD5SNVMissense_Mutationnovelc.484C>Ap.His162Asnp.H162NQ86YS7protein_codingdeleterious(0.03)benign(0.366)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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