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
6908TBPP21T-EHumanEsophagusESCC4.74e-294.70e-010.1617
6908TBPP22T-EHumanEsophagusESCC5.24e-091.02e-010.1236
6908TBPP23T-EHumanEsophagusESCC5.89e-245.18e-010.108
6908TBPP24T-EHumanEsophagusESCC1.31e-173.15e-010.1287
6908TBPP26T-EHumanEsophagusESCC6.11e-172.50e-010.1276
6908TBPP27T-EHumanEsophagusESCC1.42e-173.57e-010.1055
6908TBPP28T-EHumanEsophagusESCC6.27e-314.92e-010.1149
6908TBPP30T-EHumanEsophagusESCC1.63e-307.48e-010.137
6908TBPP31T-EHumanEsophagusESCC9.09e-163.49e-010.1251
6908TBPP32T-EHumanEsophagusESCC1.07e-214.27e-010.1666
6908TBPP36T-EHumanEsophagusESCC3.17e-123.56e-010.1187
6908TBPP37T-EHumanEsophagusESCC8.69e-173.22e-010.1371
6908TBPP38T-EHumanEsophagusESCC6.72e-133.98e-010.127
6908TBPP39T-EHumanEsophagusESCC1.28e-143.49e-010.0894
6908TBPP40T-EHumanEsophagusESCC8.02e-102.45e-010.109
6908TBPP42T-EHumanEsophagusESCC1.23e-133.75e-010.1175
6908TBPP44T-EHumanEsophagusESCC3.44e-101.90e-010.1096
6908TBPP47T-EHumanEsophagusESCC1.64e-202.16e-010.1067
6908TBPP48T-EHumanEsophagusESCC2.30e-162.63e-010.0959
6908TBPP49T-EHumanEsophagusESCC3.61e-095.47e-010.1768
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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:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:001907914BreastIDCviral genome replication32/1434131/187232.82e-092.46e-0732
GO:005109814BreastIDCregulation of binding57/1434363/187231.59e-078.76e-0657
GO:005109914BreastIDCpositive regulation of binding30/1434173/187231.96e-054.86e-0430
GO:003052214BreastIDCintracellular receptor signaling pathway37/1434265/187232.77e-044.26e-0337
GO:004544412BreastIDCfat cell differentiation30/1434229/187232.72e-032.41e-0230
GO:19908301BreastIDCcellular response to leukemia inhibitory factor15/143494/187235.06e-033.79e-0215
GO:199082311BreastIDCresponse to leukemia inhibitory factor15/143495/187235.59e-034.07e-0215
GO:001603224BreastDCISviral process73/1390415/187233.40e-126.88e-1073
GO:001905824BreastDCISviral life cycle59/1390317/187234.05e-115.74e-0959
GO:001907923BreastDCISviral genome replication30/1390131/187232.12e-081.45e-0630
GO:005109823BreastDCISregulation of binding55/1390363/187233.14e-071.48e-0555
GO:005109923BreastDCISpositive regulation of binding28/1390173/187237.50e-051.47e-0328
GO:003052224BreastDCISintracellular receptor signaling pathway35/1390265/187236.38e-047.92e-0335
GO:004544421BreastDCISfat cell differentiation30/1390229/187231.70e-031.68e-0230
GO:19908302BreastDCIScellular response to leukemia inhibitory factor15/139094/187233.79e-033.03e-0215
GO:19908232BreastDCISresponse to leukemia inhibitory factor15/139095/187234.20e-033.31e-0215
GO:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
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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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