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: CCDC86

Gene summary for CCDC86

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC86

Gene ID

79080

Gene namecoiled-coil domain containing 86
Gene AliasCCDC86
Cytomap11q12.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9H6F5


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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
79080CCDC86LZE4THumanEsophagusESCC3.29e-021.81e-020.0811
79080CCDC86LZE7THumanEsophagusESCC6.15e-065.30e-010.0667
79080CCDC86LZE8THumanEsophagusESCC8.93e-033.87e-020.067
79080CCDC86LZE24THumanEsophagusESCC2.40e-114.70e-010.0596
79080CCDC86LZE21THumanEsophagusESCC1.14e-061.05e-010.0655
79080CCDC86P2T-EHumanEsophagusESCC4.90e-152.34e-010.1177
79080CCDC86P4T-EHumanEsophagusESCC6.43e-227.40e-010.1323
79080CCDC86P5T-EHumanEsophagusESCC4.98e-162.65e-010.1327
79080CCDC86P8T-EHumanEsophagusESCC1.11e-081.50e-010.0889
79080CCDC86P9T-EHumanEsophagusESCC1.14e-083.63e-010.1131
79080CCDC86P10T-EHumanEsophagusESCC1.81e-131.89e-010.116
79080CCDC86P12T-EHumanEsophagusESCC5.69e-144.66e-010.1122
79080CCDC86P15T-EHumanEsophagusESCC1.94e-093.40e-010.1149
79080CCDC86P16T-EHumanEsophagusESCC3.36e-132.70e-010.1153
79080CCDC86P17T-EHumanEsophagusESCC6.30e-097.49e-010.1278
79080CCDC86P19T-EHumanEsophagusESCC7.00e-031.02e+000.1662
79080CCDC86P20T-EHumanEsophagusESCC1.15e-083.24e-010.1124
79080CCDC86P21T-EHumanEsophagusESCC5.61e-185.78e-010.1617
79080CCDC86P22T-EHumanEsophagusESCC3.27e-142.77e-010.1236
79080CCDC86P23T-EHumanEsophagusESCC2.83e-206.58e-010.108
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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
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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
CCDC86SNVMissense_Mutationnovelc.326N>Gp.Tyr109Cysp.Y109CQ9H6F5protein_codingdeleterious(0.03)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC86SNVMissense_Mutationnovelc.772C>Tp.Leu258Phep.L258FQ9H6F5protein_codingdeleterious(0.01)benign(0.387)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCDC86SNVMissense_Mutationrs370580113c.821N>Ap.Arg274Glnp.R274QQ9H6F5protein_codingdeleterious(0.05)probably_damaging(0.946)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CCDC86SNVMissense_Mutationc.884N>Tp.Arg295Leup.R295LQ9H6F5protein_codingdeleterious(0.04)possibly_damaging(0.86)TCGA-AG-3728-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
CCDC86SNVMissense_Mutationc.426N>Tp.Lys142Asnp.K142NQ9H6F5protein_codingtolerated(0.05)benign(0.154)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC86SNVMissense_Mutationrs376975583c.791G>Ap.Arg264Hisp.R264HQ9H6F5protein_codingtolerated(0.2)benign(0.001)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCDC86SNVMissense_Mutationnovelc.383N>Tp.Ser128Phep.S128FQ9H6F5protein_codingtolerated(0.19)benign(0.017)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CCDC86SNVMissense_Mutationnovelc.784N>Tp.Pro262Serp.P262SQ9H6F5protein_codingtolerated(0.05)probably_damaging(0.964)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CCDC86SNVMissense_Mutationrs769571200c.923N>Ap.Arg308Hisp.R308HQ9H6F5protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCDC86SNVMissense_Mutationnovelc.182N>Ap.Arg61Lysp.R61KQ9H6F5protein_codingtolerated(0.16)benign(0.058)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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