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:006107722BreastDCISchaperone-mediated protein folding21/139067/187237.81e-096.22e-0721
GO:003164724BreastDCISregulation of protein stability51/1390298/187231.63e-081.15e-0651
GO:000645822BreastDCIS'de novo' protein folding16/139043/187233.03e-081.99e-0616
GO:005082124BreastDCISprotein stabilization36/1390191/187231.82e-079.14e-0636
GO:005108422BreastDCIS'de novo' posttranslational protein folding14/139039/187233.73e-071.73e-0514
GO:190495123BreastDCISpositive regulation of establishment of protein localization45/1390319/187232.36e-055.52e-0445
GO:001083323BreastDCIStelomere maintenance via telomere lengthening16/139081/187232.61e-044.01e-0316
GO:190435822BreastDCISpositive regulation of telomere maintenance via telomere lengthening10/139037/187232.68e-044.06e-0310
GO:200027822BreastDCISregulation of DNA biosynthetic process19/1390106/187232.74e-044.09e-0319
GO:200057322BreastDCISpositive regulation of DNA biosynthetic process14/139066/187232.88e-044.25e-0314
GO:199017321BreastDCISprotein localization to nucleoplasm6/139014/187232.96e-044.32e-036
GO:190382924BreastDCISpositive regulation of cellular protein localization37/1390276/187233.40e-044.87e-0337
GO:007259423BreastDCISestablishment of protein localization to organelle51/1390422/187233.91e-045.40e-0351
GO:190485121BreastDCISpositive regulation of establishment of protein localization to telomere5/139010/187234.11e-045.55e-035
GO:190435622BreastDCISregulation of telomere maintenance via telomere lengthening13/139061/187234.48e-045.98e-0313
GO:190487421BreastDCISpositive regulation of telomerase RNA localization to Cajal body6/139015/187234.62e-046.12e-036
GO:000700422BreastDCIStelomere maintenance via telomerase14/139069/187234.67e-046.17e-0314
GO:003221221BreastDCISpositive regulation of telomere maintenance via telomerase9/139034/187236.39e-047.92e-039
GO:005197322BreastDCISpositive regulation of telomerase activity9/139034/187236.39e-047.92e-039
GO:000072321BreastDCIStelomere maintenance21/1390131/187236.45e-047.96e-0321
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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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