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: CCT3

Gene summary for CCT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCT3

Gene ID

7203

Gene namechaperonin containing TCP1 subunit 3
Gene AliasCCT-gamma
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B3KX11


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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
7203CCT3HTA11_3410_2000001011HumanColorectumAD4.31e-063.23e-010.0155
7203CCT3HTA11_2487_2000001011HumanColorectumSER2.24e-044.71e-01-0.1808
7203CCT3HTA11_2951_2000001011HumanColorectumAD4.86e-025.58e-010.0216
7203CCT3HTA11_1938_2000001011HumanColorectumAD5.74e-177.87e-01-0.0811
7203CCT3HTA11_78_2000001011HumanColorectumAD3.45e-085.31e-01-0.1088
7203CCT3HTA11_347_2000001011HumanColorectumAD3.63e-206.57e-01-0.1954
7203CCT3HTA11_3361_2000001011HumanColorectumAD4.45e-077.28e-01-0.1207
7203CCT3HTA11_83_2000001011HumanColorectumSER3.90e-074.94e-01-0.1526
7203CCT3HTA11_696_2000001011HumanColorectumAD7.49e-146.02e-01-0.1464
7203CCT3HTA11_866_2000001011HumanColorectumAD2.40e-105.03e-01-0.1001
7203CCT3HTA11_1391_2000001011HumanColorectumAD2.57e-291.25e+00-0.059
7203CCT3HTA11_2992_2000001011HumanColorectumSER6.44e-057.46e-01-0.1706
7203CCT3HTA11_5212_2000001011HumanColorectumAD1.37e-033.79e-01-0.2061
7203CCT3HTA11_5216_2000001011HumanColorectumSER3.11e-046.53e-01-0.1462
7203CCT3HTA11_546_2000001011HumanColorectumAD2.92e-065.60e-01-0.0842
7203CCT3HTA11_7862_2000001011HumanColorectumAD2.18e-024.93e-01-0.0179
7203CCT3HTA11_866_3004761011HumanColorectumAD2.93e-291.10e+000.096
7203CCT3HTA11_4255_2000001011HumanColorectumSER2.67e-026.16e-010.0446
7203CCT3HTA11_8622_2000001021HumanColorectumSER1.81e-045.50e-010.0528
7203CCT3HTA11_7663_2000001011HumanColorectumSER8.84e-056.63e-010.0131
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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:190340513EndometriumEECprotein localization to nuclear body8/216812/187231.03e-052.22e-048
GO:190481613EndometriumEECpositive regulation of protein localization to chromosome, telomeric region8/216812/187231.03e-052.22e-048
GO:190486713EndometriumEECprotein localization to Cajal body8/216812/187231.03e-052.22e-048
GO:190018213EndometriumEECpositive regulation of protein localization to nucleus25/216887/187231.12e-052.34e-0425
GO:000627813EndometriumEECRNA-dependent DNA biosynthetic process22/216875/187232.59e-054.56e-0422
GO:001083314EndometriumEECtelomere maintenance via telomere lengthening23/216881/187233.05e-055.29e-0423
GO:190435814EndometriumEECpositive regulation of telomere maintenance via telomere lengthening14/216837/187233.41e-055.78e-0414
GO:003220613EndometriumEECpositive regulation of telomere maintenance17/216852/187234.62e-057.45e-0417
GO:190481412EndometriumEECregulation of protein localization to chromosome, telomeric region8/216814/187235.02e-058.06e-048
GO:003221213EndometriumEECpositive regulation of telomere maintenance via telomerase13/216834/187235.71e-058.96e-0413
GO:003221013EndometriumEECregulation of telomere maintenance via telomerase17/216853/187236.07e-059.21e-0417
GO:190018013EndometriumEECregulation of protein localization to nucleus32/2168136/187236.37e-059.48e-0432
GO:007189713EndometriumEECDNA biosynthetic process39/2168180/187237.68e-051.11e-0339
GO:200057314EndometriumEECpositive regulation of DNA biosynthetic process19/216866/187231.19e-041.59e-0319
GO:190435613EndometriumEECregulation of telomere maintenance via telomere lengthening18/216861/187231.26e-041.66e-0318
GO:007020012EndometriumEECestablishment of protein localization to telomere8/216816/187231.74e-042.15e-038
GO:007019812EndometriumEECprotein localization to chromosome, telomeric region11/216829/187232.31e-042.73e-0311
GO:007019911EndometriumEECestablishment of protein localization to chromosome10/216825/187232.67e-043.04e-0310
GO:000072313EndometriumEECtelomere maintenance29/2168131/187234.15e-044.37e-0329
GO:003220413EndometriumEECregulation of telomere maintenance20/216880/187236.28e-046.17e-0320
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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
CCT3SNVMissense_Mutationnovelc.1345C>Ap.Arg449Serp.R449SP49368protein_codingdeleterious(0.04)possibly_damaging(0.531)TCGA-A7-A4SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
CCT3SNVMissense_Mutationrs763340746c.1535N>Tp.Thr512Metp.T512MP49368protein_codingdeleterious(0)probably_damaging(0.932)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
CCT3SNVMissense_Mutationc.773N>Gp.Ile258Serp.I258SP49368protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
CCT3SNVMissense_Mutationrs746245572c.710N>Ap.Arg237Hisp.R237HP49368protein_codingdeleterious(0)possibly_damaging(0.803)TCGA-D8-A1XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
CCT3SNVMissense_Mutationc.1447G>Ap.Glu483Lysp.E483KP49368protein_codingtolerated(0.47)benign(0.013)TCGA-EW-A1OV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinSD
CCT3insertionNonsense_Mutationnovelc.1227_1228insAAGACCTAACTTTATGGTTAGp.Pro409_Gly410insLysThrTerLeuTyrGlyTerp.P409_G410insKT*LYG*P49368protein_codingTCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCT3insertionNonsense_Mutationnovelc.1225_1226insTAGCATAATGGAp.Pro409delinsLeuAlaTerTrpThrp.P409delinsLA*WTP49368protein_codingTCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCT3SNVMissense_Mutationrs375964353c.688C>Tp.Arg230Trpp.R230WP49368protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCT3SNVMissense_Mutationrs373870763c.1567G>Ap.Val523Ilep.V523IP49368protein_codingtolerated(0.29)possibly_damaging(0.546)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCT3SNVMissense_Mutationnovelc.59G>Tp.Arg20Ilep.R20IP49368protein_codingdeleterious(0)possibly_damaging(0.786)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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