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: TBX1

Gene summary for TBX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBX1

Gene ID

6899

Gene nameT-box transcription factor 1
Gene AliasCAFS
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O43435


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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
6899TBX1P2T-EHumanEsophagusESCC8.25e-077.15e-020.1177
6899TBX1P5T-EHumanEsophagusESCC1.55e-026.88e-020.1327
6899TBX1P8T-EHumanEsophagusESCC1.37e-081.08e-010.0889
6899TBX1P10T-EHumanEsophagusESCC2.92e-701.28e+000.116
6899TBX1P12T-EHumanEsophagusESCC4.90e-111.32e-010.1122
6899TBX1P15T-EHumanEsophagusESCC1.31e-029.46e-020.1149
6899TBX1P16T-EHumanEsophagusESCC2.64e-077.15e-020.1153
6899TBX1P20T-EHumanEsophagusESCC1.51e-029.69e-020.1124
6899TBX1P21T-EHumanEsophagusESCC2.79e-225.63e-010.1617
6899TBX1P22T-EHumanEsophagusESCC1.75e-101.44e-010.1236
6899TBX1P23T-EHumanEsophagusESCC2.89e-029.12e-020.108
6899TBX1P24T-EHumanEsophagusESCC3.69e-057.04e-020.1287
6899TBX1P26T-EHumanEsophagusESCC1.47e-131.64e-010.1276
6899TBX1P27T-EHumanEsophagusESCC1.56e-119.43e-020.1055
6899TBX1P28T-EHumanEsophagusESCC5.33e-081.08e-010.1149
6899TBX1P30T-EHumanEsophagusESCC3.85e-061.98e-010.137
6899TBX1P31T-EHumanEsophagusESCC1.30e-192.33e-010.1251
6899TBX1P47T-EHumanEsophagusESCC2.08e-057.10e-020.1067
6899TBX1P52T-EHumanEsophagusESCC1.17e-025.79e-020.1555
6899TBX1P56T-EHumanEsophagusESCC6.66e-053.70e-010.1613
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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
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:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:00603242EsophagusESCCface development34/855244/187231.90e-051.67e-0434
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00485386EsophagusESCCthymus development33/855245/187231.54e-041.02e-0333
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00101711EsophagusESCCbody morphogenesis30/855243/187231.21e-035.88e-0330
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00603253EsophagusESCCface morphogenesis21/855228/187231.57e-037.33e-0321
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:004838412EsophagusESCCretinoic acid receptor signaling pathway22/855231/187233.90e-031.58e-0222
GO:00325261EsophagusESCCresponse to retinoic acid63/8552107/187234.05e-031.62e-0263
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:00603232EsophagusESCChead morphogenesis22/855232/187237.12e-032.58e-0222
GO:20000274EsophagusESCCregulation of animal organ morphogenesis71/8552125/187237.97e-032.84e-0271
GO:0060021EsophagusESCCroof of mouth development50/855285/187231.00e-023.42e-0250
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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
TBX1CD8TEXINTEsophagusADJPLPP7,MTIF3,MTIF2, etc.2.62e-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.
TBX1LYMENDEsophagusADJTFF3,PROX1,TFPI, etc.3.19e-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.
TBX1LYMENDEsophagusESCCTFF3,PROX1,TFPI, etc.2.14e-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.
TBX1LYMENDEsophagusHealthyTFF3,PROX1,TFPI, etc.9.59e-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.
TBX1SPIOral cavityADJJAG2,THAP7,C22orf29, etc.3.04e-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.
TBX1SPIOral cavityEOLPJAG2,THAP7,C22orf29, etc.4.45e-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.
TBX1SPIOral cavityNEOLPJAG2,THAP7,C22orf29, etc.3.12e-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.
TBX1LYMENDOral cavityADJTFF3,TC2N,PROX1, etc.1.85e-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.
TBX1LYMENDOral cavityHealthyTFF3,TC2N,PROX1, etc.1.37e-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.
TBX1LYMENDOral cavityLPTFF3,TC2N,PROX1, etc.2.48e-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
TBX1insertionFrame_Shift_Insnovelc.1359_1360insACACACACACACACACACAp.His454ThrfsTer169p.H454Tfs*169O43435protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
TBX1SNVMissense_Mutationc.517G>Ap.Ala173Thrp.A173TO43435protein_codingdeleterious(0)probably_damaging(0.983)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
TBX1SNVMissense_Mutationc.259G>Ap.Glu87Lysp.E87KO43435protein_codingtolerated(0.38)benign(0.007)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TBX1SNVMissense_Mutationnovelc.645G>Tp.Lys215Asnp.K215NO43435protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TBX1SNVMissense_Mutationc.472C>Ap.Leu158Metp.L158MO43435protein_codingdeleterious(0.03)possibly_damaging(0.592)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TBX1SNVMissense_Mutationnovelc.412N>Tp.Arg138Trpp.R138WO43435protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TBX1SNVMissense_Mutationnovelc.801N>Tp.Glu267Aspp.E267DO43435protein_codingdeleterious(0.01)benign(0.36)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TBX1SNVMissense_Mutationrs144848597c.796G>Ap.Glu266Lysp.E266KO43435protein_codingtolerated(0.21)possibly_damaging(0.537)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
TBX1SNVMissense_Mutationnovelc.505C>Tp.Arg169Cysp.R169CO43435protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TBX1SNVMissense_Mutationnovelc.598C>Tp.Pro200Serp.P200SO43435protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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