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: TEAD2

Gene summary for TEAD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TEAD2

Gene ID

8463

Gene nameTEA domain transcription factor 2
Gene AliasETF
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

A0A024QZE2


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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
8463TEAD2LZE4THumanEsophagusESCC2.37e-029.00e-020.0811
8463TEAD2LZE7THumanEsophagusESCC6.13e-073.36e-010.0667
8463TEAD2LZE8THumanEsophagusESCC6.71e-041.48e-010.067
8463TEAD2LZE22THumanEsophagusESCC1.57e-032.21e-010.068
8463TEAD2LZE24THumanEsophagusESCC2.20e-041.26e-010.0596
8463TEAD2P1T-EHumanEsophagusESCC4.53e-144.33e-010.0875
8463TEAD2P2T-EHumanEsophagusESCC4.91e-478.24e-010.1177
8463TEAD2P4T-EHumanEsophagusESCC3.74e-254.77e-010.1323
8463TEAD2P5T-EHumanEsophagusESCC1.99e-067.28e-020.1327
8463TEAD2P8T-EHumanEsophagusESCC1.24e-204.34e-010.0889
8463TEAD2P9T-EHumanEsophagusESCC5.74e-102.16e-010.1131
8463TEAD2P10T-EHumanEsophagusESCC1.54e-376.77e-010.116
8463TEAD2P11T-EHumanEsophagusESCC1.78e-135.31e-010.1426
8463TEAD2P12T-EHumanEsophagusESCC9.71e-235.22e-010.1122
8463TEAD2P15T-EHumanEsophagusESCC1.96e-356.07e-010.1149
8463TEAD2P16T-EHumanEsophagusESCC3.35e-274.70e-010.1153
8463TEAD2P17T-EHumanEsophagusESCC3.31e-195.79e-010.1278
8463TEAD2P19T-EHumanEsophagusESCC1.65e-106.91e-010.1662
8463TEAD2P20T-EHumanEsophagusESCC1.61e-081.90e-010.1124
8463TEAD2P21T-EHumanEsophagusESCC1.30e-335.66e-010.1617
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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:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
GO:00325261EsophagusESCCresponse to retinoic acid63/8552107/187234.05e-031.62e-0263
GO:0048339EsophagusESCCparaxial mesoderm development13/855217/187231.00e-023.42e-0213
GO:00353297EsophagusESCChippo signaling26/855240/187231.08e-023.66e-0226
GO:00018415LiverHCCneural tube formation62/7958102/187231.47e-041.18e-0362
GO:00018433LiverHCCneural tube closure53/795888/187235.95e-043.75e-0353
GO:00140204LiverHCCprimary neural tube formation56/795894/187236.19e-043.86e-0356
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
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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
TEAD2STMEndometriumEECSAMD11,BMF,MFAP2, etc.4.94e-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.
TEAD2AT2LLungIACPODXL2,SBK1,SPON2, etc.4.90e-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.
TEAD2MESCStomachHealthyMAT2B,COA6,HIF1A, etc.1.39e-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.
TEAD2MESCStomachSIMSOX4,GAB2,MYLIP, etc.1.42e-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
TEAD2SNVMissense_Mutationc.254N>Ap.Arg85Hisp.R85HQ15562protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TEAD2SNVMissense_Mutationc.859G>Ap.Gly287Serp.G287SQ15562protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TEAD2SNVMissense_Mutationnovelc.463N>Tp.Gly155Cysp.G155CQ15562protein_codingdeleterious(0.04)possibly_damaging(0.76)TCGA-OL-A97C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TEAD2insertionIn_Frame_Insnovelc.803_804insTCCGCCTCCTGGATTCAAGCGATTp.Pro269_Leu270insProProGlyPheLysArgLeuProp.P269_L270insPPGFKRLPQ15562protein_codingTCGA-BH-A0BV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
TEAD2insertionNonsense_Mutationnovelc.784_785insAATAGGGTCCTGGGCATGp.Cys262delinsTerp.C262delins*Q15562protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
TEAD2SNVMissense_Mutationrs768259774c.25N>Ap.Ala9Thrp.A9TQ15562protein_codingtolerated_low_confidence(0.78)benign(0.034)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TEAD2SNVMissense_Mutationc.878N>Gp.Tyr293Cysp.Y293CQ15562protein_codingdeleterious(0.04)benign(0.006)TCGA-EA-A1QT-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TEAD2SNVMissense_Mutationc.1346T>Cp.Val449Alap.V449AQ15562protein_codingdeleterious(0.02)benign(0.173)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TEAD2SNVMissense_Mutationc.918C>Ap.Phe306Leup.F306LQ15562protein_codingdeleterious(0.05)benign(0.006)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TEAD2insertionFrame_Shift_Insrs754449773c.619_620insCp.Gln207ProfsTer42p.Q207Pfs*42Q15562protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=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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