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: TBX2

Gene summary for TBX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBX2

Gene ID

6909

Gene nameT-box transcription factor 2
Gene AliasVETD
Cytomap17q23.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024QZ86


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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
6909TBX2LZE7THumanEsophagusESCC3.45e-053.77e-010.0667
6909TBX2P4T-EHumanEsophagusESCC1.20e-226.08e-010.1323
6909TBX2P9T-EHumanEsophagusESCC1.70e-124.07e-010.1131
6909TBX2P16T-EHumanEsophagusESCC5.43e-111.36e-010.1153
6909TBX2P26T-EHumanEsophagusESCC4.01e-118.41e-020.1276
6909TBX2P27T-EHumanEsophagusESCC9.94e-091.82e-010.1055
6909TBX2P28T-EHumanEsophagusESCC1.90e-438.77e-010.1149
6909TBX2P30T-EHumanEsophagusESCC7.83e-042.49e-010.137
6909TBX2P44T-EHumanEsophagusESCC1.26e-027.82e-020.1096
6909TBX2Pt13.bHumanLiverHCC2.05e-082.36e-010.0251
6909TBX2S014HumanLiverHCC9.01e-128.13e-010.2254
6909TBX2S015HumanLiverHCC1.06e-088.47e-010.2375
6909TBX2S016HumanLiverHCC1.74e-227.87e-010.2243
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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:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:002261216EsophagusESCCgland morphogenesis78/8552118/187235.83e-066.03e-0578
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:003087914EsophagusESCCmammary gland development85/8552137/187238.11e-056.01e-0485
GO:00075699EsophagusESCCcell aging81/8552132/187232.00e-041.27e-0381
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:006056010EsophagusESCCdevelopmental growth involved in morphogenesis131/8552234/187239.28e-044.73e-03131
GO:00487367EsophagusESCCappendage development98/8552172/187231.83e-038.37e-0398
GO:00601737EsophagusESCClimb development98/8552172/187231.83e-038.37e-0398
GO:00454454EsophagusESCCmyoblast differentiation52/855284/187231.98e-038.90e-0352
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00330025EsophagusESCCmuscle cell proliferation134/8552248/187234.80e-031.86e-02134
GO:00604435EsophagusESCCmammary gland morphogenesis28/855243/187237.98e-032.84e-0228
GO:0060021EsophagusESCCroof of mouth development50/855285/187231.00e-023.42e-0250
GO:00903984EsophagusESCCcellular senescence54/855293/187231.08e-023.67e-0254
GO:00350512EsophagusESCCcardiocyte differentiation86/8552156/187231.09e-023.68e-0286
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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
TBX2PERIEndometriumADJRGS5,NDUFA4L2,COX4I2, etc.3.14e-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.
TBX2PERIEndometriumAEHRGS5,NDUFA4L2,COX4I2, etc.3.36e-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.
TBX2PERIEndometriumEECRGS5,NDUFA4L2,COX4I2, etc.4.12e-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.
TBX2PERIEndometriumHealthyRGS5,NDUFA4L2,COX4I2, etc.1.84e-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.
TBX2PERIEsophagusESCCNOTCH3,CSPG4,RGS5, etc.3.82e-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.
TBX2SMCProstateADJRGS5,NDUFA4L2,COL18A1, etc.4.04e-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.
TBX2PERIProstateADJRGS5,NDUFA4L2,COL18A1, etc.7.06e-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.
TBX2PERIProstateHealthyRGS5,NDUFA4L2,COL18A1, etc.2.32e-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.
TBX2PERIProstateTumorRGS5,NDUFA4L2,COL18A1, etc.2.94e-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.
∗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
TBX2SNVMissense_Mutationnovelc.268N>Tp.Arg90Cysp.R90CQ13207protein_codingdeleterious(0)probably_damaging(0.995)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TBX2SNVMissense_Mutationrs373091690c.1858N>Tp.Arg620Cysp.R620CQ13207protein_codingdeleterious(0)probably_damaging(0.98)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBX2SNVMissense_Mutationnovelc.1978N>Tp.Pro660Serp.P660SQ13207protein_codingtolerated(0.33)benign(0.195)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBX2SNVMissense_Mutationrs373091690c.1858C>Tp.Arg620Cysp.R620CQ13207protein_codingdeleterious(0)probably_damaging(0.98)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TBX2SNVMissense_Mutationc.560N>Gp.Tyr187Cysp.Y187CQ13207protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TBX2SNVMissense_Mutationnovelc.1405G>Ap.Ala469Thrp.A469TQ13207protein_codingtolerated(0.11)possibly_damaging(0.501)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TBX2SNVMissense_Mutationnovelc.268N>Tp.Arg90Cysp.R90CQ13207protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TBX2SNVMissense_Mutationc.754N>Gp.Thr252Alap.T252AQ13207protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TBX2SNVMissense_Mutationrs373091690c.1858C>Tp.Arg620Cysp.R620CQ13207protein_codingdeleterious(0)probably_damaging(0.98)TCGA-CA-5256-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
TBX2SNVMissense_Mutationc.1387G>Ap.Gly463Argp.G463RQ13207protein_codingdeleterious(0.04)benign(0.066)TCGA-CK-4951-01Colorectumcolon 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
6909TBX2TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR COMPLEXatenololATENOLOL31327267
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