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: CCDC106

Gene summary for CCDC106

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC106

Gene ID

29903

Gene namecoiled-coil domain containing 106
Gene AliasHSU79303
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9BWC9


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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
29903CCDC106LZE7THumanEsophagusESCC1.71e-022.50e-010.0667
29903CCDC106LZE24THumanEsophagusESCC5.15e-061.44e-010.0596
29903CCDC106P2T-EHumanEsophagusESCC5.71e-111.82e-010.1177
29903CCDC106P4T-EHumanEsophagusESCC4.11e-152.64e-010.1323
29903CCDC106P5T-EHumanEsophagusESCC1.53e-038.62e-020.1327
29903CCDC106P8T-EHumanEsophagusESCC2.74e-051.26e-010.0889
29903CCDC106P9T-EHumanEsophagusESCC6.96e-047.40e-020.1131
29903CCDC106P10T-EHumanEsophagusESCC1.71e-285.28e-010.116
29903CCDC106P11T-EHumanEsophagusESCC2.04e-094.07e-010.1426
29903CCDC106P12T-EHumanEsophagusESCC6.04e-162.45e-010.1122
29903CCDC106P15T-EHumanEsophagusESCC5.59e-142.56e-010.1149
29903CCDC106P16T-EHumanEsophagusESCC9.54e-112.34e-010.1153
29903CCDC106P17T-EHumanEsophagusESCC1.40e-031.88e-010.1278
29903CCDC106P21T-EHumanEsophagusESCC1.00e-123.20e-010.1617
29903CCDC106P24T-EHumanEsophagusESCC9.13e-122.89e-010.1287
29903CCDC106P26T-EHumanEsophagusESCC7.37e-357.72e-010.1276
29903CCDC106P27T-EHumanEsophagusESCC3.32e-253.64e-010.1055
29903CCDC106P28T-EHumanEsophagusESCC3.79e-234.62e-010.1149
29903CCDC106P30T-EHumanEsophagusESCC7.51e-122.97e-010.137
29903CCDC106P31T-EHumanEsophagusESCC1.42e-122.86e-010.1251
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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
∗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
CCDC106SNVMissense_Mutationc.780N>Cp.Lys260Asnp.K260NQ9BWC9protein_codingtolerated(0.19)benign(0.015)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC106SNVMissense_Mutationnovelc.362N>Ap.Ser121Asnp.S121NQ9BWC9protein_codingtolerated(0.12)benign(0.021)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC106SNVMissense_Mutationnovelc.293C>Tp.Ser98Phep.S98FQ9BWC9protein_codingtolerated(0.13)benign(0.053)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
CCDC106SNVMissense_Mutationrs200120422c.430N>Ap.Glu144Lysp.E144KQ9BWC9protein_codingtolerated(0.31)benign(0.197)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CCDC106SNVMissense_Mutationc.70N>Ap.Asp24Asnp.D24NQ9BWC9protein_codingdeleterious(0)benign(0)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCDC106SNVMissense_Mutationc.725N>Ap.Arg242Hisp.R242HQ9BWC9protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CCDC106SNVMissense_Mutationc.740N>Tp.Ser247Phep.S247FQ9BWC9protein_codingdeleterious(0)probably_damaging(0.931)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CCDC106SNVMissense_Mutationrs371292659c.346N>Tp.Arg116Trpp.R116WQ9BWC9protein_codingdeleterious(0.01)probably_damaging(0.965)TCGA-CL-5918-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCDC106SNVMissense_Mutationrs756436123c.20G>Ap.Arg7Glnp.R7QQ9BWC9protein_codingtolerated_low_confidence(0.07)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CCDC106SNVMissense_Mutationc.620G>Ap.Arg207Hisp.R207HQ9BWC9protein_codingdeleterious(0.05)possibly_damaging(0.534)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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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