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: TBPL1

Gene summary for TBPL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBPL1

Gene ID

9519

Gene nameTATA-box binding protein like 1
Gene AliasMGC:8389
Cytomap6q23.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P62380


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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
9519TBPL1LZE4THumanEsophagusESCC1.87e-175.71e-010.0811
9519TBPL1LZE7THumanEsophagusESCC8.91e-137.76e-010.0667
9519TBPL1LZE8THumanEsophagusESCC5.48e-102.95e-010.067
9519TBPL1LZE20THumanEsophagusESCC1.03e-031.59e-010.0662
9519TBPL1LZE22D1HumanEsophagusHGIN3.79e-028.12e-020.0595
9519TBPL1LZE24THumanEsophagusESCC2.26e-225.47e-010.0596
9519TBPL1LZE21THumanEsophagusESCC9.89e-034.08e-010.0655
9519TBPL1LZE6THumanEsophagusESCC4.97e-093.15e-010.0845
9519TBPL1P1T-EHumanEsophagusESCC2.16e-074.29e-010.0875
9519TBPL1P2T-EHumanEsophagusESCC1.22e-325.27e-010.1177
9519TBPL1P4T-EHumanEsophagusESCC2.50e-438.17e-010.1323
9519TBPL1P5T-EHumanEsophagusESCC4.10e-225.45e-010.1327
9519TBPL1P8T-EHumanEsophagusESCC5.07e-245.10e-010.0889
9519TBPL1P9T-EHumanEsophagusESCC2.17e-224.86e-010.1131
9519TBPL1P10T-EHumanEsophagusESCC1.02e-275.28e-010.116
9519TBPL1P11T-EHumanEsophagusESCC4.09e-145.15e-010.1426
9519TBPL1P12T-EHumanEsophagusESCC3.89e-244.94e-010.1122
9519TBPL1P15T-EHumanEsophagusESCC3.01e-367.95e-010.1149
9519TBPL1P16T-EHumanEsophagusESCC5.19e-245.77e-010.1153
9519TBPL1P17T-EHumanEsophagusESCC2.11e-032.48e-010.1278
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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:000914120EsophagusHGINnucleoside triphosphate metabolic process39/2587112/187231.56e-089.53e-0739
GO:000914218EsophagusHGINnucleoside triphosphate biosynthetic process32/258785/187233.61e-082.04e-0632
GO:00196924EsophagusHGINdeoxyribose phosphate metabolic process16/258742/187237.90e-051.76e-0316
GO:00160509EsophagusHGINvesicle organization65/2587300/187231.24e-042.54e-0365
GO:00092624EsophagusHGINdeoxyribonucleotide metabolic process16/258744/187231.51e-042.97e-0316
GO:00093944EsophagusHGIN2'-deoxyribonucleotide metabolic process15/258740/187231.62e-043.16e-0315
GO:00069975EsophagusHGINnucleus organization34/2587133/187232.20e-044.00e-0334
GO:000911720EsophagusHGINnucleotide metabolic process92/2587489/187231.11e-031.36e-0292
GO:00091659EsophagusHGINnucleotide biosynthetic process53/2587254/187231.24e-031.49e-0253
GO:000675320EsophagusHGINnucleoside phosphate metabolic process93/2587497/187231.25e-031.49e-0293
GO:19012939EsophagusHGINnucleoside phosphate biosynthetic process53/2587256/187231.49e-031.73e-0253
GO:00063523EsophagusHGINDNA-templated transcription, initiation30/2587130/187232.86e-032.79e-0230
GO:00092193EsophagusHGINpyrimidine deoxyribonucleotide metabolic process9/258724/187233.33e-033.12e-029
GO:00092005EsophagusHGINdeoxyribonucleoside triphosphate metabolic process7/258717/187235.21e-034.30e-027
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:0009141111EsophagusESCCnucleoside triphosphate metabolic process78/8552112/187232.36e-073.59e-0678
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501630EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa05016113EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
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
hsa0501614LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa05165LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
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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
TBPL1TRANSCervixN_HPVU62317.4,SYNM,TUBB, etc.1.24e-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.
TBPL1MYOFIBCervixADJSCN4B,PEAR1,SLC5A3, etc.3.88e-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.
TBPL1MYOFIBCervixCCSCN4B,PEAR1,SLC5A3, etc.3.13e-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.
TBPL1INCAFColorectumSERGRIK1,BCKDHB,CEP85L, etc.1.99e-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.
TBPL1NKOral cavityHealthySLC12A6,DEDD2,LRRC32, etc.1.90e-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.
TBPL1MASTOral cavityHealthySLC12A6,DEDD2,LRRC32, etc.2.20e-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.
TBPL1CD8TCMOral cavityNEOLPSLC12A6,DEDD2,LRRC32, etc.1.45e-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.
TBPL1M1MACStomachADJADRB2,TFB1M,RNF144A, etc.8.23e-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.
TBPL1TH17StomachCAGADRB2,TFB1M,RNF144A, etc.1.95e-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.
TBPL1M1MACStomachCAG with IMADRB2,TFB1M,RNF144A, etc.7.38e-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
TBPL1SNVMissense_Mutationc.437N>Cp.Arg146Thrp.R146TP62380protein_codingdeleterious(0)possibly_damaging(0.524)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TBPL1SNVMissense_Mutationc.295N>Cp.Asp99Hisp.D99HP62380protein_codingdeleterious(0.01)benign(0.009)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBPL1SNVMissense_Mutationnovelc.155N>Cp.Arg52Thrp.R52TP62380protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBPL1SNVMissense_Mutationc.388N>Ap.Tyr130Asnp.Y130NP62380protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TBPL1SNVMissense_Mutationc.197T>Gp.Ile66Serp.I66SP62380protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TBPL1SNVMissense_Mutationnovelc.299N>Gp.Phe100Cysp.F100CP62380protein_codingdeleterious(0)probably_damaging(0.99)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TBPL1SNVMissense_Mutationc.297N>Gp.Asp99Glup.D99EP62380protein_codingtolerated(0.18)benign(0.001)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TBPL1SNVMissense_Mutationrs867623161c.456N>Gp.Phe152Leup.F152LP62380protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TBPL1SNVMissense_Mutationc.199A>Gp.Ile67Valp.I67VP62380protein_codingtolerated(1)benign(0.003)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TBPL1SNVMissense_Mutationc.360N>Ap.Phe120Leup.F120LP62380protein_codingtolerated(0.69)benign(0.34)TCGA-BS-A0TC-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
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