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: TBP

Gene summary for TBP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBP

Gene ID

6908

Gene nameTATA-box binding protein
Gene AliasGTF2D
Cytomap6q27
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P20226


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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
6908TBPLZE4THumanEsophagusESCC3.49e-052.16e-010.0811
6908TBPLZE7THumanEsophagusESCC2.90e-074.81e-010.0667
6908TBPLZE8THumanEsophagusESCC1.25e-072.29e-010.067
6908TBPLZE22THumanEsophagusESCC2.13e-022.55e-010.068
6908TBPLZE24THumanEsophagusESCC8.64e-204.70e-010.0596
6908TBPLZE6THumanEsophagusESCC7.23e-041.94e-010.0845
6908TBPP1T-EHumanEsophagusESCC1.35e-032.34e-010.0875
6908TBPP2T-EHumanEsophagusESCC3.80e-223.37e-010.1177
6908TBPP4T-EHumanEsophagusESCC8.86e-244.98e-010.1323
6908TBPP5T-EHumanEsophagusESCC1.88e-183.62e-010.1327
6908TBPP8T-EHumanEsophagusESCC3.29e-192.92e-010.0889
6908TBPP9T-EHumanEsophagusESCC1.89e-091.70e-010.1131
6908TBPP10T-EHumanEsophagusESCC2.81e-243.88e-010.116
6908TBPP11T-EHumanEsophagusESCC2.33e-093.77e-010.1426
6908TBPP12T-EHumanEsophagusESCC7.43e-173.06e-010.1122
6908TBPP15T-EHumanEsophagusESCC2.05e-184.13e-010.1149
6908TBPP16T-EHumanEsophagusESCC9.44e-295.30e-010.1153
6908TBPP17T-EHumanEsophagusESCC5.80e-082.44e-010.1278
6908TBPP19T-EHumanEsophagusESCC2.04e-098.31e-010.1662
6908TBPP20T-EHumanEsophagusESCC4.59e-213.76e-010.1124
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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
∗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:20007564EsophagusESCCregulation of peptidyl-lysine acetylation43/855263/187232.43e-041.50e-0343
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:004802517EsophagusESCCnegative regulation of mRNA splicing, via spliceosome17/855220/187233.43e-042.01e-0317
GO:000920012EsophagusESCCdeoxyribonucleoside triphosphate metabolic process15/855217/187233.48e-042.03e-0315
GO:00062203EsophagusESCCpyrimidine nucleotide metabolic process35/855250/187234.33e-042.44e-0335
GO:199082316EsophagusESCCresponse to leukemia inhibitory factor60/855295/187234.41e-042.48e-0360
GO:00091473EsophagusESCCpyrimidine nucleoside triphosphate metabolic process20/855225/187234.81e-042.69e-0320
GO:00903122EsophagusESCCpositive regulation of protein deacetylation20/855225/187234.81e-042.69e-0320
GO:199083015EsophagusESCCcellular response to leukemia inhibitory factor59/855294/187236.19e-043.32e-0359
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:000926212EsophagusESCCdeoxyribonucleotide metabolic process31/855244/187237.70e-043.99e-0331
GO:000038119EsophagusESCCregulation of alternative mRNA splicing, via spliceosome40/855260/187238.30e-044.28e-0340
GO:00725273EsophagusESCCpyrimidine-containing compound metabolic process52/855282/187239.03e-044.61e-0352
GO:19019835EsophagusESCCregulation of protein acetylation49/855277/187231.12e-035.60e-0349
GO:00092633EsophagusESCCdeoxyribonucleotide biosynthetic process13/855215/187231.31e-036.26e-0313
GO:00353074EsophagusESCCpositive regulation of protein dephosphorylation31/855245/187231.40e-036.62e-0331
GO:00350653EsophagusESCCregulation of histone acetylation36/855254/187231.49e-037.06e-0336
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:001969212EsophagusESCCdeoxyribose phosphate metabolic process29/855242/187231.87e-038.46e-0329
GO:00170156EsophagusESCCregulation of transforming growth factor beta receptor signaling pathway75/8552128/187232.19e-039.71e-0375
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0501736EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0501721LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0501731LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
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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
TBPNKBreastDCISAGMAT,FBRSL1,MCM2, etc.9.96e-02The 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.
TBPPLABreastDCISAGMAT,FBRSL1,MCM2, etc.1.38e-01The 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.
TBPBMEMBreastDCISAGMAT,FBRSL1,MCM2, etc.1.06e-01The 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.
TBPBASCervixN_HPVPLCXD1,EN1,PIWIL1, etc.2.36e-01The 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.
TBPMONColorectumMSI-HCORO2A,CPD,NKIRAS2, etc.5.04e-01The 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.
TBPENDColorectumADJTAB1,TRNT1,C2, etc.2.78e-01The 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.
TBPENDColorectumCRCTAB1,TRNT1,C2, etc.3.63e-01The 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.
TBPENDColorectumHealthyTAB1,TRNT1,C2, etc.1.98e-01The 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.
TBPENDColorectumMSI-HTAB1,TRNT1,C2, etc.5.65e-01The 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.
TBPCD8TEFFEndometriumADJTBX21,SCYL3,ZNF737, etc.2.06e-02The 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.
∗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
TBPSNVMissense_Mutationnovelc.101A>Gp.Tyr34Cysp.Y34CP20226protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.993)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TBPSNVMissense_Mutationc.392C>Gp.Pro131Argp.P131RP20226protein_codingdeleterious(0.01)benign(0.296)TCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TBPSNVMissense_Mutationc.713C>Ap.Ala238Aspp.A238DP20226protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBPSNVMissense_Mutationnovelc.940N>Ap.Gly314Serp.G314SP20226protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TBPSNVMissense_Mutationnovelc.821T>Cp.Val274Alap.V274AP20226protein_codingtolerated(0.43)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBPSNVMissense_Mutationc.722N>Cp.Val241Alap.V241AP20226protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TBPSNVMissense_Mutationc.671C>Tp.Ala224Valp.A224VP20226protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-D5-6931-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TBPSNVMissense_Mutationnovelc.70N>Cp.Gly24Argp.G24RP20226protein_codingtolerated_low_confidence(0.29)benign(0.123)TCGA-AG-A01J-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TBPinsertionFrame_Shift_Insnovelc.864_865insCp.Gly290TrpfsTer27p.G290Wfs*27P20226protein_codingTCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TBPSNVMissense_Mutationrs756227958c.556N>Tp.Arg186Cysp.R186CP20226protein_codingdeleterious(0)probably_damaging(0.945)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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
6908TBPTRANSCRIPTION FACTORHORMONES7848271
6908TBPTRANSCRIPTION FACTORRETINOIC ACID8413615
6908TBPTRANSCRIPTION FACTORVP-16ETOPOSIDE PHOSPHATE1646402
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