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:0032204110ThyroidPTCregulation of telomere maintenance52/596880/187231.15e-093.34e-0852
GO:0000723111ThyroidPTCtelomere maintenance74/5968131/187234.85e-091.26e-0774
GO:005105420ThyroidPTCpositive regulation of DNA metabolic process100/5968201/187239.18e-081.84e-06100
GO:0007004111ThyroidPTCtelomere maintenance via telomerase43/596869/187231.88e-073.48e-0643
GO:2001252111ThyroidPTCpositive regulation of chromosome organization48/596882/187235.65e-079.04e-0648
GO:0032206111ThyroidPTCpositive regulation of telomere maintenance34/596852/187237.04e-071.10e-0534
GO:190487216ThyroidPTCregulation of telomerase RNA localization to Cajal body16/596818/187238.42e-071.29e-0516
GO:00701989ThyroidPTCprotein localization to chromosome, telomeric region22/596829/187231.44e-062.04e-0522
GO:0010833111ThyroidPTCtelomere maintenance via telomere lengthening46/596881/187233.10e-064.04e-0546
GO:009067016ThyroidPTCRNA localization to Cajal body16/596819/187233.74e-064.73e-0516
GO:009067116ThyroidPTCtelomerase RNA localization to Cajal body16/596819/187233.74e-064.73e-0516
GO:009067216ThyroidPTCtelomerase RNA localization16/596819/187233.74e-064.73e-0516
GO:009068516ThyroidPTCRNA localization to nucleus16/596819/187233.74e-064.73e-0516
GO:0006278110ThyroidPTCRNA-dependent DNA biosynthetic process43/596875/187234.61e-065.66e-0543
GO:003221010ThyroidPTCregulation of telomere maintenance via telomerase33/596853/187235.10e-066.20e-0533
GO:190435619ThyroidPTCregulation of telomere maintenance via telomere lengthening36/596861/187231.11e-051.22e-0436
GO:2000278112ThyroidPTCregulation of DNA biosynthetic process55/5968106/187231.45e-051.55e-0455
GO:190487416ThyroidPTCpositive regulation of telomerase RNA localization to Cajal body13/596815/187231.81e-051.87e-0413
GO:19048169ThyroidPTCpositive regulation of protein localization to chromosome, telomeric region11/596812/187232.91e-052.82e-0411
GO:190435823ThyroidPTCpositive regulation of telomere maintenance via telomere lengthening24/596837/187233.77e-053.48e-0424
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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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