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:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:1900180ColorectumADregulation of protein localization to nucleus55/3918136/187231.70e-077.34e-0655
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:1900182ColorectumADpositive regulation of protein localization to nucleus38/391887/187231.43e-064.52e-0538
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:2001252ColorectumADpositive regulation of chromosome organization35/391882/187236.90e-061.72e-0435
GO:2000278ColorectumADregulation of DNA biosynthetic process41/3918106/187232.17e-054.33e-0441
GO:2000573ColorectumADpositive regulation of DNA biosynthetic process28/391866/187236.35e-051.05e-0328
GO:0032206ColorectumADpositive regulation of telomere maintenance23/391852/187231.31e-041.88e-0323
GO:0032204ColorectumADregulation of telomere maintenance31/391880/187232.01e-042.67e-0331
GO:0033044ColorectumADregulation of chromosome organization60/3918187/187232.25e-042.94e-0360
GO:0000723ColorectumADtelomere maintenance43/3918131/187239.77e-049.20e-0343
GO:0010833ColorectumADtelomere maintenance via telomere lengthening29/391881/187231.42e-031.22e-0229
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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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