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: CCT8

Gene summary for CCT8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCT8

Gene ID

10694

Gene namechaperonin containing TCP1 subunit 8
Gene AliasC21orf112
Cytomap21q21.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P50990


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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
10694CCT8GSM4909280HumanBreastPrecancer9.43e-03-3.17e-010.0305
10694CCT8GSM4909282HumanBreastIDC3.95e-022.04e-01-0.0288
10694CCT8GSM4909285HumanBreastIDC8.32e-386.89e-010.21
10694CCT8GSM4909286HumanBreastIDC5.34e-04-2.85e-010.1081
10694CCT8GSM4909291HumanBreastIDC9.15e-06-3.95e-010.1753
10694CCT8GSM4909294HumanBreastIDC1.11e-081.48e-010.2022
10694CCT8GSM4909296HumanBreastIDC1.14e-24-5.06e-010.1524
10694CCT8GSM4909297HumanBreastIDC3.68e-18-2.13e-010.1517
10694CCT8GSM4909301HumanBreastIDC1.25e-06-3.32e-010.1577
10694CCT8GSM4909302HumanBreastIDC9.31e-07-3.24e-010.1545
10694CCT8GSM4909304HumanBreastIDC4.46e-04-3.50e-010.1636
10694CCT8GSM4909307HumanBreastIDC6.41e-07-3.71e-010.1569
10694CCT8GSM4909309HumanBreastIDC8.53e-08-3.46e-010.0483
10694CCT8GSM4909311HumanBreastIDC1.25e-31-3.91e-010.1534
10694CCT8GSM4909312HumanBreastIDC1.50e-12-8.45e-020.1552
10694CCT8GSM4909313HumanBreastIDC6.45e-08-3.70e-010.0391
10694CCT8GSM4909318HumanBreastIDC3.41e-03-3.41e-010.2031
10694CCT8GSM4909319HumanBreastIDC3.94e-43-4.94e-010.1563
10694CCT8GSM4909320HumanBreastIDC3.83e-11-5.68e-010.1575
10694CCT8GSM4909321HumanBreastIDC9.43e-18-3.57e-010.1559
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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:00718971ColorectumSERDNA biosynthetic process43/2897180/187231.99e-031.98e-0243
GO:19043581ColorectumSERpositive regulation of telomere maintenance via telomere lengthening13/289737/187232.60e-032.40e-0213
GO:1904814ColorectumSERregulation of protein localization to chromosome, telomeric region7/289714/187232.64e-032.41e-027
GO:1990173ColorectumSERprotein localization to nucleoplasm7/289714/187232.64e-032.41e-027
GO:0070199ColorectumSERestablishment of protein localization to chromosome10/289725/187232.70e-032.44e-0210
GO:0070203ColorectumSERregulation of establishment of protein localization to telomere6/289711/187233.12e-032.70e-026
GO:1904869ColorectumSERregulation of protein localization to Cajal body6/289711/187233.12e-032.70e-026
GO:1904871ColorectumSERpositive regulation of protein localization to Cajal body6/289711/187233.12e-032.70e-026
GO:00322121ColorectumSERpositive regulation of telomere maintenance via telomerase12/289734/187233.60e-033.03e-0212
GO:19043561ColorectumSERregulation of telomere maintenance via telomere lengthening18/289761/187234.02e-033.30e-0218
GO:1904874ColorectumSERpositive regulation of telomerase RNA localization to Cajal body7/289715/187234.30e-033.45e-027
GO:00108331ColorectumSERtelomere maintenance via telomere lengthening22/289781/187234.85e-033.79e-0222
GO:00007231ColorectumSERtelomere maintenance32/2897131/187234.90e-033.82e-0232
GO:1903405ColorectumSERprotein localization to nuclear body6/289712/187235.42e-034.03e-026
GO:1904816ColorectumSERpositive regulation of protein localization to chromosome, telomeric region6/289712/187235.42e-034.03e-026
GO:1904867ColorectumSERprotein localization to Cajal body6/289712/187235.42e-034.03e-026
GO:19038292ColorectumMSSpositive regulation of cellular protein localization103/3467276/187231.12e-132.67e-11103
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:19049512ColorectumMSSpositive regulation of establishment of protein localization110/3467319/187236.30e-129.83e-10110
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
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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
CCT8SNVMissense_Mutationc.475N>Ap.Glu159Lysp.E159KP50990protein_codingtolerated(0.08)benign(0.341)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
CCT8SNVMissense_Mutationc.1204N>Gp.Leu402Valp.L402VP50990protein_codingtolerated(0.08)possibly_damaging(0.493)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CCT8SNVMissense_Mutationrs776326374c.269C>Tp.Ser90Phep.S90FP50990protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-AO-A0J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CCT8SNVMissense_Mutationnovelc.1633N>Cp.Asp545Hisp.D545HP50990protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CCT8SNVMissense_Mutationc.38N>Tp.Gln13Leup.Q13LP50990protein_codingtolerated(0.2)benign(0)TCGA-C8-A1HF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCT8SNVMissense_Mutationnovelc.784G>Ap.Ala262Thrp.A262TP50990protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1MQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CCT8SNVMissense_Mutationc.553N>Gp.Gln185Glup.Q185EP50990protein_codingtolerated(1)benign(0)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CCT8SNVMissense_Mutationc.1027N>Cp.Glu343Glnp.E343QP50990protein_codingdeleterious(0)probably_damaging(0.961)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCT8SNVMissense_Mutationc.208N>Ap.Ala70Thrp.A70TP50990protein_codingdeleterious(0)probably_damaging(0.961)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCT8SNVMissense_Mutationc.1525N>Gp.Lys509Glup.K509EP50990protein_codingdeleterious(0.02)possibly_damaging(0.78)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=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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