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:001097523ThyroidATCregulation of neuron projection development212/6293445/187234.16e-101.14e-08212
GO:003019812ThyroidATCextracellular matrix organization152/6293301/187238.63e-102.24e-08152
GO:004306212ThyroidATCextracellular structure organization152/6293302/187231.17e-092.94e-08152
GO:004522912ThyroidATCexternal encapsulating structure organization152/6293304/187232.11e-095.08e-08152
GO:004586026ThyroidATCpositive regulation of protein kinase activity185/6293386/187233.00e-097.02e-08185
GO:0010811210ThyroidATCpositive regulation of cell-substrate adhesion73/6293123/187234.12e-099.37e-0873
GO:003070532ThyroidATCcytoskeleton-dependent intracellular transport105/6293195/187234.31e-099.70e-08105
GO:0038127111ThyroidATCERBB signaling pathway71/6293121/187231.31e-082.69e-0771
GO:003367427ThyroidATCpositive regulation of kinase activity212/6293467/187235.89e-081.05e-06212
GO:0051017210ThyroidATCactin filament bundle assembly85/6293157/187238.99e-081.54e-0685
GO:0007173111ThyroidATCepidermal growth factor receptor signaling pathway63/6293108/187231.15e-071.92e-0663
GO:0061572210ThyroidATCactin filament bundle organization86/6293161/187231.68e-072.69e-0686
GO:012003414ThyroidATCpositive regulation of plasma membrane bounded cell projection assembly60/6293105/187236.10e-078.47e-0660
GO:012003223ThyroidATCregulation of plasma membrane bounded cell projection assembly95/6293186/187236.13e-078.49e-0695
GO:005123532ThyroidATCmaintenance of location152/6293327/187237.84e-071.04e-05152
GO:0060491111ThyroidATCregulation of cell projection assembly95/6293188/187231.14e-061.47e-0595
GO:0045785210ThyroidATCpositive regulation of cell adhesion194/6293437/187231.40e-061.75e-05194
GO:003103226ThyroidATCactomyosin structure organization98/6293196/187231.44e-061.77e-0598
GO:000626013ThyroidATCDNA replication124/6293260/187231.58e-061.93e-05124
GO:005165133ThyroidATCmaintenance of location in cell105/6293214/187231.92e-062.31e-05105
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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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