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: CCT5

Gene summary for CCT5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCT5

Gene ID

22948

Gene namechaperonin containing TCP1 subunit 5
Gene AliasCCT-epsilon
Cytomap5p15.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B4DX08


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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
22948CCT5GSM4909282HumanBreastIDC2.85e-205.90e-01-0.0288
22948CCT5GSM4909285HumanBreastIDC4.43e-236.30e-010.21
22948CCT5GSM4909286HumanBreastIDC1.57e-03-6.90e-020.1081
22948CCT5GSM4909288HumanBreastIDC3.72e-043.12e-010.0988
22948CCT5GSM4909293HumanBreastIDC9.82e-03-1.12e-010.1581
22948CCT5GSM4909296HumanBreastIDC2.19e-11-3.38e-010.1524
22948CCT5GSM4909297HumanBreastIDC3.63e-07-8.96e-020.1517
22948CCT5GSM4909301HumanBreastIDC2.05e-04-2.72e-010.1577
22948CCT5GSM4909307HumanBreastIDC6.30e-06-2.84e-010.1569
22948CCT5GSM4909311HumanBreastIDC1.89e-25-2.72e-010.1534
22948CCT5GSM4909312HumanBreastIDC1.01e-06-4.73e-020.1552
22948CCT5GSM4909313HumanBreastIDC6.29e-05-2.99e-010.0391
22948CCT5GSM4909318HumanBreastIDC3.11e-097.13e-010.2031
22948CCT5GSM4909319HumanBreastIDC8.51e-27-3.80e-010.1563
22948CCT5GSM4909320HumanBreastIDC1.30e-02-3.16e-010.1575
22948CCT5GSM4909321HumanBreastIDC9.26e-09-1.47e-010.1559
22948CCT5brca1HumanBreastPrecancer8.88e-316.44e-01-0.0338
22948CCT5brca2HumanBreastPrecancer2.36e-114.02e-01-0.024
22948CCT5brca3HumanBreastPrecancer4.68e-053.82e-01-0.0263
22948CCT5M2HumanBreastIDC1.03e-187.91e-010.21
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:190382920Oral cavityOSCCpositive regulation of cellular protein localization179/7305276/187232.20e-182.41e-16179
GO:190495119Oral cavityOSCCpositive regulation of establishment of protein localization196/7305319/187232.89e-162.20e-14196
GO:000961515Oral cavityOSCCresponse to virus215/7305367/187231.63e-149.41e-13215
GO:00330448Oral cavityOSCCregulation of chromosome organization123/7305187/187239.87e-145.17e-12123
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
GO:005082120Oral cavityOSCCprotein stabilization122/7305191/187232.69e-121.09e-10122
GO:190018210Oral cavityOSCCpositive regulation of protein localization to nucleus66/730587/187232.74e-121.10e-1066
GO:190018015Oral cavityOSCCregulation of protein localization to nucleus93/7305136/187233.46e-121.35e-1093
GO:005105414Oral cavityOSCCpositive regulation of DNA metabolic process126/7305201/187238.12e-123.01e-10126
GO:000072316Oral cavityOSCCtelomere maintenance85/7305131/187231.72e-094.09e-0885
GO:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
GO:003220410Oral cavityOSCCregulation of telomere maintenance55/730580/187236.67e-081.19e-0655
GO:00345023Oral cavityOSCCprotein localization to chromosome60/730592/187233.17e-074.79e-0660
GO:200027817Oral cavityOSCCregulation of DNA biosynthetic process67/7305106/187233.85e-075.75e-0667
GO:000700410Oral cavityOSCCtelomere maintenance via telomerase46/730569/187233.00e-063.66e-0546
GO:200057316Oral cavityOSCCpositive regulation of DNA biosynthetic process44/730566/187234.91e-065.57e-0544
GO:200125216Oral cavityOSCCpositive regulation of chromosome organization52/730582/187236.56e-067.24e-0552
GO:19048726Oral cavityOSCCregulation of telomerase RNA localization to Cajal body16/730518/187231.75e-051.71e-0416
GO:001083316Oral cavityOSCCtelomere maintenance via telomere lengthening50/730581/187232.87e-052.64e-0450
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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
CCT5SNVMissense_Mutationrs762786367c.1046N>Tp.Thr349Ilep.T349IP48643protein_codingdeleterious(0)possibly_damaging(0.71)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CCT5SNVMissense_Mutationc.1031G>Tp.Arg344Metp.R344MP48643protein_codingdeleterious(0)probably_damaging(0.988)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCT5SNVMissense_Mutationc.1018C>Tp.Arg340Trpp.R340WP48643protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCT5SNVMissense_Mutationc.1018N>Tp.Arg340Trpp.R340WP48643protein_codingdeleterious(0)probably_damaging(0.996)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CCT5SNVMissense_Mutationrs768768696c.1006G>Ap.Ala336Thrp.A336TP48643protein_codingtolerated(0.07)benign(0.325)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCT5SNVMissense_Mutationnovelc.359N>Tp.Ala120Valp.A120VP48643protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CCT5SNVMissense_Mutationrs768768696c.1006N>Ap.Ala336Thrp.A336TP48643protein_codingtolerated(0.07)benign(0.325)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CCT5SNVMissense_Mutationc.338N>Ap.Ala113Aspp.A113DP48643protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CCT5SNVMissense_Mutationnovelc.819N>Gp.Asp273Glup.D273EP48643protein_codingtolerated(1)benign(0.019)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CCT5SNVMissense_Mutationc.1400N>Ap.Gly467Aspp.G467DP48643protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<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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