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: CCDC6

Gene summary for CCDC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC6

Gene ID

8030

Gene namecoiled-coil domain containing 6
Gene AliasD10S170
Cytomap10q21.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q05CP8


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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
8030CCDC6GSM4909290HumanBreastIDC1.11e-053.38e-010.2096
8030CCDC6GSM4909296HumanBreastIDC2.45e-026.21e-020.1524
8030CCDC6GSM4909311HumanBreastIDC2.31e-10-1.23e-010.1534
8030CCDC6GSM4909312HumanBreastIDC4.48e-03-7.14e-020.1552
8030CCDC6GSM4909319HumanBreastIDC6.31e-14-2.00e-010.1563
8030CCDC6GSM4909321HumanBreastIDC1.07e-03-1.75e-010.1559
8030CCDC6brca3HumanBreastPrecancer4.66e-021.27e-01-0.0263
8030CCDC6M2HumanBreastIDC1.77e-045.34e-010.21
8030CCDC6NCCBC14HumanBreastDCIS7.49e-032.18e-010.2021
8030CCDC6P1HumanBreastIDC5.71e-03-1.04e-010.1527
8030CCDC6P2HumanBreastIDC9.78e-043.84e-010.21
8030CCDC6DCIS2HumanBreastDCIS4.23e-725.56e-010.0085
8030CCDC6HTA11_3410_2000001011HumanColorectumAD2.93e-07-4.54e-010.0155
8030CCDC6HTA11_347_2000001011HumanColorectumAD2.38e-053.58e-01-0.1954
8030CCDC6HTA11_866_2000001011HumanColorectumAD1.70e-02-2.14e-01-0.1001
8030CCDC6HTA11_866_3004761011HumanColorectumAD9.63e-03-3.14e-010.096
8030CCDC6HTA11_99999974143_84620HumanColorectumMSS2.10e-06-3.42e-010.3005
8030CCDC6A002-C-010HumanColorectumFAP1.48e-04-2.47e-010.242
8030CCDC6A001-C-207HumanColorectumFAP6.43e-03-3.37e-010.1278
8030CCDC6A015-C-203HumanColorectumFAP1.13e-27-4.80e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:005122511LiverHCCspindle assembly75/7958117/187231.92e-062.67e-0575
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:00094164Oral cavityOSCCresponse to light stimulus159/7305320/187235.98e-054.92e-04159
GO:000705112ProstateTumorspindle organization48/3246184/187231.80e-031.06e-0248
GO:0009314111ThyroidPTCresponse to radiation195/5968456/187235.10e-078.27e-06195
GO:00094167ThyroidPTCresponse to light stimulus127/5968320/187231.76e-039.58e-03127
GO:000931426ThyroidATCresponse to radiation210/6293456/187231.69e-083.39e-07210
GO:000941613ThyroidATCresponse to light stimulus139/6293320/187231.42e-049.88e-04139
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052169BreastIDCThyroid cancer9/86737/84651.06e-024.92e-023.68e-029
hsa0521614BreastIDCThyroid cancer9/86737/84651.06e-024.92e-023.68e-029
hsa0521624BreastDCISThyroid cancer9/84637/84659.07e-034.13e-023.04e-029
hsa0521634BreastDCISThyroid cancer9/84637/84659.07e-034.13e-023.04e-029
hsa05216ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa052161ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa052162ColorectumMSSThyroid cancer21/187537/84654.98e-066.00e-053.68e-0521
hsa052163ColorectumMSSThyroid cancer21/187537/84654.98e-066.00e-053.68e-0521
hsa052164ColorectumFAPThyroid cancer12/140437/84651.33e-024.46e-022.71e-0212
hsa052165ColorectumFAPThyroid cancer12/140437/84651.33e-024.46e-022.71e-0212
hsa0521610EndometriumAEHThyroid cancer12/119737/84653.68e-032.14e-021.56e-0212
hsa0521615EndometriumAEHThyroid cancer12/119737/84653.68e-032.14e-021.56e-0212
hsa0521625EndometriumEECThyroid cancer13/123737/84651.51e-039.55e-037.12e-0313
hsa0521635EndometriumEECThyroid cancer13/123737/84651.51e-039.55e-037.12e-0313
hsa0521620EsophagusHGINThyroid cancer13/138337/84654.20e-033.04e-022.41e-0213
hsa05216110EsophagusHGINThyroid cancer13/138337/84654.20e-033.04e-022.41e-0213
hsa0521628EsophagusESCCThyroid cancer32/420537/84652.98e-061.72e-058.81e-0632
hsa0521638EsophagusESCCThyroid cancer32/420537/84652.98e-061.72e-058.81e-0632
hsa052167LiverCirrhoticThyroid cancer23/253037/84654.63e-053.28e-042.02e-0423
hsa0521612LiverCirrhoticThyroid cancer23/253037/84654.63e-053.28e-042.02e-0423
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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
CCDC6SNVMissense_Mutationc.1273N>Tp.Arg425Trpp.R425WQ16204protein_codingdeleterious_low_confidence(0)probably_damaging(0.982)TCGA-EW-A1J3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CCDC6insertionFrame_Shift_Insnovelc.921_922insATp.Leu308IlefsTer23p.L308Ifs*23Q16204protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC6insertionFrame_Shift_Insnovelc.920_921insCGCTGTTp.Lys307AsnfsTer22p.K307Nfs*22Q16204protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC6SNVMissense_Mutationnovelc.533T>Cp.Ile178Thrp.I178TQ16204protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC6SNVMissense_Mutationnovelc.1043N>Ap.Arg348Hisp.R348HQ16204protein_codingdeleterious(0.03)probably_damaging(0.976)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CCDC6SNVMissense_Mutationnovelc.1280C>Tp.Thr427Metp.T427MQ16204protein_codingdeleterious_low_confidence(0)probably_damaging(0.99)TCGA-C5-A907-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CCDC6SNVMissense_Mutationc.891N>Ap.Met297Ilep.M297IQ16204protein_codingtolerated(1)benign(0.007)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC6SNVMissense_Mutationnovelc.1267T>Ap.Phe423Ilep.F423IQ16204protein_codingdeleterious(0)probably_damaging(0.916)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCDC6SNVMissense_Mutationnovelc.1403N>Tp.Ala468Valp.A468VQ16204protein_codingtolerated_low_confidence(1)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCDC6SNVMissense_Mutationc.589N>Tp.Arg197Trpp.R197WQ16204protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-A5EJ-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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