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: CCDC8

Gene summary for CCDC8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC8

Gene ID

83987

Gene namecoiled-coil domain containing 8
Gene Alias3M3
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

G8IFA7


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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
83987CCDC8P2T-EHumanEsophagusESCC1.82e-122.21e-010.1177
83987CCDC8P5T-EHumanEsophagusESCC1.13e-163.26e-010.1327
83987CCDC8P12T-EHumanEsophagusESCC3.31e-194.07e-010.1122
83987CCDC8P15T-EHumanEsophagusESCC5.19e-071.81e-010.1149
83987CCDC8P21T-EHumanEsophagusESCC9.56e-082.01e-010.1617
83987CCDC8P31T-EHumanEsophagusESCC9.20e-061.27e-010.1251
83987CCDC8P37T-EHumanEsophagusESCC2.57e-081.74e-010.1371
83987CCDC8P42T-EHumanEsophagusESCC9.05e-041.38e-010.1175
83987CCDC8P56T-EHumanEsophagusESCC6.66e-054.10e-010.1613
83987CCDC8P61T-EHumanEsophagusESCC2.55e-071.84e-010.099
83987CCDC8P65T-EHumanEsophagusESCC9.91e-081.69e-010.0978
83987CCDC8P74T-EHumanEsophagusESCC4.95e-143.87e-010.1479
83987CCDC8P76T-EHumanEsophagusESCC2.13e-274.91e-010.1207
83987CCDC8P79T-EHumanEsophagusESCC3.95e-305.07e-010.1154
83987CCDC8P107T-EHumanEsophagusESCC1.41e-275.52e-010.171
83987CCDC8P130T-EHumanEsophagusESCC3.51e-315.63e-010.1676
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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:001081010CervixCCregulation of cell-substrate adhesion69/2311221/187238.57e-145.69e-1169
GO:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:001081110CervixCCpositive regulation of cell-substrate adhesion34/2311123/187233.66e-069.68e-0534
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00015588CervixCCregulation of cell growth77/2311414/187231.40e-041.70e-0377
GO:0045598CervixCCregulation of fat cell differentiation31/2311139/187237.06e-046.41e-0331
GO:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:001604914CervixHSIL_HPVcell growth32/737482/187232.87e-032.70e-0232
GO:004544413CervixHSIL_HPVfat cell differentiation18/737229/187234.27e-033.64e-0218
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:0045926ColorectumADnegative regulation of growth70/3918249/187234.07e-032.83e-0270
GO:00015581ColorectumSERregulation of cell growth90/2897414/187234.00e-046.02e-0390
GO:00160491ColorectumSERcell growth100/2897482/187231.07e-031.24e-02100
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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
CCDC8SNVMissense_Mutationc.704N>Tp.Gly235Valp.G235VQ9H0W5protein_codingdeleterious_low_confidence(0)possibly_damaging(0.571)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC8SNVMissense_Mutationrs752421136c.1234G>Ap.Val412Ilep.V412IQ9H0W5protein_codingtolerated_low_confidence(0.48)benign(0)TCGA-BH-A1FH-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CCDC8SNVMissense_Mutationc.1463G>Tp.Trp488Leup.W488LQ9H0W5protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC8SNVMissense_Mutationrs764873641c.112N>Tp.Arg38Trpp.R38WQ9H0W5protein_codingdeleterious_low_confidence(0)benign(0.095)TCGA-C5-A1ML-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CCDC8SNVMissense_Mutationc.583N>Tp.Arg195Trpp.R195WQ9H0W5protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CCDC8SNVMissense_Mutationc.290N>Gp.Tyr97Cysp.Y97CQ9H0W5protein_codingdeleterious_low_confidence(0)probably_damaging(0.973)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCDC8SNVMissense_Mutationrs754734333c.1373N>Tp.Ala458Valp.A458VQ9H0W5protein_codingtolerated_low_confidence(0.06)benign(0.007)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CCDC8SNVMissense_Mutationc.292N>Ap.Asp98Asnp.D98NQ9H0W5protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCDC8SNVMissense_Mutationc.960N>Tp.Arg320Serp.R320SQ9H0W5protein_codingdeleterious_low_confidence(0.01)benign(0.33)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCDC8SNVMissense_Mutationc.1577N>Cp.Arg526Thrp.R526TQ9H0W5protein_codingdeleterious_low_confidence(0)possibly_damaging(0.719)TCGA-AA-3819-01Colorectumcolon 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
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