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: TBCE

Gene summary for TBCE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBCE

Gene ID

6905

Gene nametubulin folding cofactor E
Gene AliasHRD
Cytomap1q42.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q15813


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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
6905TBCEP1T-EHumanEsophagusESCC2.18e-082.72e-010.0875
6905TBCEP2T-EHumanEsophagusESCC1.98e-182.63e-010.1177
6905TBCEP4T-EHumanEsophagusESCC2.11e-152.44e-010.1323
6905TBCEP5T-EHumanEsophagusESCC4.88e-335.52e-010.1327
6905TBCEP8T-EHumanEsophagusESCC2.73e-351.57e-010.0889
6905TBCEP9T-EHumanEsophagusESCC1.66e-121.99e-010.1131
6905TBCEP10T-EHumanEsophagusESCC6.81e-273.98e-010.116
6905TBCEP11T-EHumanEsophagusESCC6.43e-093.87e-010.1426
6905TBCEP12T-EHumanEsophagusESCC2.60e-141.92e-010.1122
6905TBCEP15T-EHumanEsophagusESCC1.15e-153.25e-010.1149
6905TBCEP16T-EHumanEsophagusESCC1.37e-343.18e-010.1153
6905TBCEP20T-EHumanEsophagusESCC6.28e-092.26e-010.1124
6905TBCEP21T-EHumanEsophagusESCC6.33e-193.13e-010.1617
6905TBCEP22T-EHumanEsophagusESCC2.99e-191.96e-010.1236
6905TBCEP23T-EHumanEsophagusESCC1.76e-183.34e-010.108
6905TBCEP24T-EHumanEsophagusESCC2.37e-171.79e-010.1287
6905TBCEP26T-EHumanEsophagusESCC1.12e-242.73e-010.1276
6905TBCEP27T-EHumanEsophagusESCC2.73e-162.42e-010.1055
6905TBCEP28T-EHumanEsophagusESCC2.24e-152.89e-010.1149
6905TBCEP30T-EHumanEsophagusESCC3.64e-124.20e-010.137
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:000705211LiverHCCmitotic spindle organization80/7958120/187237.43e-081.50e-0680
GO:190285011LiverHCCmicrotubule cytoskeleton organization involved in mitosis93/7958147/187232.91e-075.09e-0693
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:00070526Oral cavityOSCCmitotic spindle organization85/7305120/187231.44e-126.23e-1185
GO:19028506Oral cavityOSCCmicrotubule cytoskeleton organization involved in mitosis99/7305147/187232.94e-121.18e-1099
GO:00070517Oral cavityOSCCspindle organization117/7305184/187231.16e-114.17e-10117
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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
TBCESNVMissense_Mutationnovelc.1039N>Ap.Asp347Asnp.D347NQ15813protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TBCESNVMissense_Mutationc.421N>Cp.Cys141Argp.C141RQ15813protein_codingtolerated(0.38)benign(0.013)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
TBCESNVMissense_Mutationc.329N>Ap.Pro110Hisp.P110HQ15813protein_codingdeleterious(0.04)benign(0.428)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBCESNVMissense_Mutationnovelc.327A>Cp.Lys109Asnp.K109NQ15813protein_codingdeleterious(0.01)possibly_damaging(0.572)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBCESNVMissense_Mutationc.586N>Ap.Gly196Serp.G196SQ15813protein_codingtolerated(0.43)benign(0.003)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TBCESNVMissense_Mutationrs370534306c.886N>Ap.Glu296Lysp.E296KQ15813protein_codingtolerated(0.06)benign(0.216)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBCESNVMissense_Mutationc.1247T>Cp.Leu416Prop.L416PQ15813protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBCEinsertionFrame_Shift_Insnovelc.82_83insGCp.Val28GlyfsTer11p.V28Gfs*11Q15813protein_codingTCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TBCEinsertionIn_Frame_Insnovelc.83_84insCATGCCTGTAATCCCAGCACTTTGGGAGGCAGAGGAGGGp.Val28_Val29insMetProValIleProAlaLeuTrpGluAlaGluGluGlyp.V28_V29insMPVIPALWEAEEGQ15813protein_codingTCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TBCEinsertionNonsense_Mutationnovelc.1102_1103insTGTAGGATATGCTATAAGGATTAAATAATGTATTTTTCp.Asn368MetfsTer2p.N368Mfs*2Q15813protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
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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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