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: CCT6A

Gene summary for CCT6A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCT6A

Gene ID

908

Gene namechaperonin containing TCP1 subunit 6A
Gene AliasCCT-zeta
Cytomap7p11.2
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

P40227


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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
908CCT6AHTA11_78_2000001011HumanColorectumAD3.85e-044.43e-01-0.1088
908CCT6AHTA11_347_2000001011HumanColorectumAD2.44e-043.19e-01-0.1954
908CCT6AHTA11_1391_2000001011HumanColorectumAD4.69e-034.25e-01-0.059
908CCT6AHTA11_6801_2000001011HumanColorectumSER1.80e-027.36e-010.0171
908CCT6AHTA11_99999970781_79442HumanColorectumMSS4.16e-085.11e-010.294
908CCT6AHTA11_99999965104_69814HumanColorectumMSS2.45e-067.16e-010.281
908CCT6AHTA11_99999971662_82457HumanColorectumMSS7.68e-197.13e-010.3859
908CCT6AHTA11_99999974143_84620HumanColorectumMSS1.95e-032.84e-010.3005
908CCT6AA015-C-203HumanColorectumFAP6.36e-04-6.54e-02-0.1294
908CCT6AA001-C-108HumanColorectumFAP2.87e-02-7.64e-02-0.0272
908CCT6AA002-C-205HumanColorectumFAP8.09e-04-4.90e-02-0.1236
908CCT6AA002-C-114HumanColorectumFAP7.50e-03-4.67e-02-0.1561
908CCT6AA015-C-104HumanColorectumFAP3.93e-06-8.85e-02-0.1899
908CCT6AA002-C-016HumanColorectumFAP3.78e-02-5.99e-020.0521
908CCT6AA002-C-116HumanColorectumFAP1.99e-04-7.76e-02-0.0452
908CCT6ACRC-3-11773HumanColorectumCRC1.40e-053.57e-010.2564
908CCT6AAEH-subject1HumanEndometriumAEH3.73e-08-2.48e-01-0.3059
908CCT6AAEH-subject2HumanEndometriumAEH1.05e-09-2.71e-01-0.2525
908CCT6AAEH-subject3HumanEndometriumAEH9.93e-06-1.27e-01-0.2576
908CCT6AAEH-subject4HumanEndometriumAEH1.77e-02-8.85e-02-0.2657
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00702035EndometriumAEHregulation of establishment of protein localization to telomere8/210011/187232.98e-068.33e-058
GO:19048695EndometriumAEHregulation of protein localization to Cajal body8/210011/187232.98e-068.33e-058
GO:19048715EndometriumAEHpositive regulation of protein localization to Cajal body8/210011/187232.98e-068.33e-058
GO:19901735EndometriumAEHprotein localization to nucleoplasm9/210014/187233.26e-068.90e-059
GO:19001828EndometriumAEHpositive regulation of protein localization to nucleus25/210087/187236.36e-061.55e-0425
GO:19034054EndometriumAEHprotein localization to nuclear body8/210012/187238.07e-061.91e-048
GO:19048164EndometriumAEHpositive regulation of protein localization to chromosome, telomeric region8/210012/187238.07e-061.91e-048
GO:19048674EndometriumAEHprotein localization to Cajal body8/210012/187238.07e-061.91e-048
GO:00070048EndometriumAEHtelomere maintenance via telomerase21/210069/187231.30e-052.82e-0421
GO:00345049EndometriumAEHprotein localization to nucleus57/2100290/187231.65e-053.42e-0457
GO:19043589EndometriumAEHpositive regulation of telomere maintenance via telomere lengthening14/210037/187232.38e-054.51e-0414
GO:200027810EndometriumAEHregulation of DNA biosynthetic process27/2100106/187233.12e-055.66e-0427
GO:19001809EndometriumAEHregulation of protein localization to nucleus32/2100136/187233.42e-056.06e-0432
GO:19048144EndometriumAEHregulation of protein localization to chromosome, telomeric region8/210014/187233.98e-056.86e-048
GO:00322127EndometriumAEHpositive regulation of telomere maintenance via telomerase13/210034/187234.08e-056.97e-0413
GO:00062787EndometriumAEHRNA-dependent DNA biosynthetic process21/210075/187235.23e-058.36e-0421
GO:00108339EndometriumAEHtelomere maintenance via telomere lengthening22/210081/187235.82e-059.12e-0422
GO:00322069EndometriumAEHpositive regulation of telomere maintenance16/210052/187231.18e-041.66e-0316
GO:00702004EndometriumAEHestablishment of protein localization to telomere8/210016/187231.38e-041.86e-038
GO:00322105EndometriumAEHregulation of telomere maintenance via telomerase16/210053/187231.52e-042.00e-0316
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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
CCT6ASNVMissense_Mutationrs770231271c.1324N>Ap.Asp442Asnp.D442NP40227protein_codingtolerated(0.2)benign(0.012)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCT6ASNVMissense_Mutationc.1115N>Cp.Val372Alap.V372AP40227protein_codingtolerated(0.07)possibly_damaging(0.588)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCT6ASNVMissense_Mutationnovelc.867N>Ap.Phe289Leup.F289LP40227protein_codingdeleterious(0.04)possibly_damaging(0.85)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CCT6ASNVMissense_Mutationnovelc.559N>Ap.Asp187Asnp.D187NP40227protein_codingtolerated(0.06)possibly_damaging(0.558)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCT6AinsertionIn_Frame_Insnovelc.869_870insCCTAAGATTTAACAGp.Val290_Val291insLeuArgPheAsnSerp.V290_V291insLRFNSP40227protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CCT6ASNVMissense_Mutationc.1268N>Ap.Ile423Asnp.I423NP40227protein_codingtolerated(0.36)benign(0.005)TCGA-A6-6649-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
CCT6ASNVMissense_Mutationc.464N>Ap.Ser155Tyrp.S155YP40227protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CCT6ASNVMissense_Mutationc.650G>Ap.Arg217Glnp.R217QP40227protein_codingdeleterious(0.03)possibly_damaging(0.884)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CCT6ASNVMissense_Mutationc.1240N>Ap.Val414Metp.V414MP40227protein_codingdeleterious(0)possibly_damaging(0.556)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCT6ASNVMissense_Mutationc.1310T>Cp.Val437Alap.V437AP40227protein_codingdeleterious(0.03)benign(0.158)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
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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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