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: CCT2

Gene summary for CCT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCT2

Gene ID

10576

Gene namechaperonin containing TCP1 subunit 2
Gene Alias99D8.1
Cytomap12q15
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P78371


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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
10576CCT2GSM4909285HumanBreastIDC7.99e-103.74e-010.21
10576CCT2GSM4909288HumanBreastIDC3.04e-02-9.84e-020.0988
10576CCT2GSM4909291HumanBreastIDC6.18e-871.31e+000.1753
10576CCT2GSM4909296HumanBreastIDC3.05e-10-2.24e-010.1524
10576CCT2GSM4909297HumanBreastIDC2.55e-13-2.03e-010.1517
10576CCT2GSM4909301HumanBreastIDC3.50e-03-1.87e-010.1577
10576CCT2GSM4909311HumanBreastIDC2.11e-29-3.18e-010.1534
10576CCT2GSM4909312HumanBreastIDC2.57e-11-1.88e-010.1552
10576CCT2GSM4909317HumanBreastIDC3.86e-022.65e-010.1355
10576CCT2GSM4909319HumanBreastIDC5.48e-35-3.64e-010.1563
10576CCT2GSM4909320HumanBreastIDC4.80e-155.44e-010.1575
10576CCT2GSM4909321HumanBreastIDC8.17e-467.46e-010.1559
10576CCT2brca1HumanBreastPrecancer3.87e-094.08e-01-0.0338
10576CCT2brca2HumanBreastPrecancer2.58e-022.66e-01-0.024
10576CCT2brca3HumanBreastPrecancer1.98e-033.06e-01-0.0263
10576CCT2NCCBC14HumanBreastDCIS8.67e-05-6.31e-020.2021
10576CCT2NCCBC5HumanBreastDCIS7.11e-081.17e-020.2046
10576CCT2P1HumanBreastIDC4.23e-12-2.62e-010.1527
10576CCT2DCIS2HumanBreastDCIS4.29e-572.82e-010.0085
10576CCT2HTA11_3410_2000001011HumanColorectumAD6.17e-083.20e-010.0155
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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:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:00064588BreastPrecancer'de novo' protein folding16/108043/187238.14e-106.92e-0816
GO:00610778BreastPrecancerchaperone-mediated protein folding19/108067/187234.22e-093.28e-0719
GO:00510848BreastPrecancer'de novo' posttranslational protein folding14/108039/187231.61e-081.12e-0614
GO:00508219BreastPrecancerprotein stabilization29/1080191/187231.67e-066.08e-0529
GO:00316479BreastPrecancerregulation of protein stability38/1080298/187233.73e-061.19e-0438
GO:00108338BreastPrecancertelomere maintenance via telomere lengthening15/108081/187235.31e-051.11e-0315
GO:00007238BreastPrecancertelomere maintenance20/1080131/187236.10e-051.25e-0320
GO:19901734BreastPrecancerprotein localization to nucleoplasm6/108014/187237.30e-051.44e-036
GO:20005738BreastPrecancerpositive regulation of DNA biosynthetic process13/108066/187238.54e-051.63e-0313
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:19048743BreastPrecancerpositive regulation of telomerase RNA localization to Cajal body6/108015/187231.16e-042.08e-036
GO:19048516BreastPrecancerpositive regulation of establishment of protein localization to telomere5/108010/187231.25e-042.21e-035
GO:00070047BreastPrecancertelomere maintenance via telomerase13/108069/187231.37e-042.38e-0313
GO:19043567BreastPrecancerregulation of telomere maintenance via telomere lengthening12/108061/187231.61e-042.69e-0312
GO:19043588BreastPrecancerpositive regulation of telomere maintenance via telomere lengthening9/108037/187231.96e-043.10e-039
GO:00702034BreastPrecancerregulation of establishment of protein localization to telomere5/108011/187232.18e-043.35e-035
GO:19048694BreastPrecancerregulation of protein localization to Cajal body5/108011/187232.18e-043.35e-035
GO:19048714BreastPrecancerpositive regulation of protein localization to Cajal body5/108011/187232.18e-043.35e-035
GO:00062786BreastPrecancerRNA-dependent DNA biosynthetic process13/108075/187233.27e-044.64e-0313
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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
CCT2SNVMissense_Mutationc.1057N>Gp.Met353Valp.M353VP78371protein_codingtolerated(0.07)benign(0.062)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCT2SNVMissense_Mutationc.901N>Ap.Glu301Lysp.E301KP78371protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCT2SNVMissense_Mutationc.131N>Ap.Gly44Glup.G44EP78371protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCT2SNVMissense_Mutationc.196G>Cp.Asp66Hisp.D66HP78371protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
CCT2SNVMissense_Mutationc.1248N>Cp.Leu416Phep.L416FP78371protein_codingtolerated(0.38)possibly_damaging(0.752)TCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCT2SNVMissense_Mutationc.898N>Tp.Pro300Serp.P300SP78371protein_codingdeleterious(0)probably_damaging(1)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CCT2SNVMissense_Mutationc.1242N>Cp.Glu414Aspp.E414DP78371protein_codingdeleterious(0.02)probably_damaging(0.966)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCT2SNVMissense_Mutationnovelc.562N>Tp.Leu188Phep.L188FP78371protein_codingdeleterious(0.03)possibly_damaging(0.837)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CCT2SNVMissense_Mutationnovelc.1143N>Cp.Gln381Hisp.Q381HP78371protein_codingtolerated(0.52)probably_damaging(0.991)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CCT2SNVMissense_Mutationnovelc.1243N>Cp.Met415Leup.M415LP78371protein_codingtolerated(0.11)benign(0.091)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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