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: TLE3

Gene summary for TLE3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TLE3

Gene ID

7090

Gene nameTLE family member 3, transcriptional corepressor
Gene AliasESG
Cytomap15q23
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

Q04726


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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
7090TLE3LZE2THumanEsophagusESCC4.43e-021.92e-010.082
7090TLE3LZE4THumanEsophagusESCC3.17e-03-4.09e-020.0811
7090TLE3LZE7THumanEsophagusESCC9.57e-081.44e-010.0667
7090TLE3LZE8THumanEsophagusESCC1.85e-03-4.52e-020.067
7090TLE3LZE20THumanEsophagusESCC7.41e-03-5.91e-020.0662
7090TLE3LZE22THumanEsophagusESCC2.73e-052.17e-010.068
7090TLE3LZE24THumanEsophagusESCC7.00e-122.83e-010.0596
7090TLE3LZE21THumanEsophagusESCC8.79e-062.46e-010.0655
7090TLE3LZE6THumanEsophagusESCC5.03e-03-3.54e-020.0845
7090TLE3P1T-EHumanEsophagusESCC8.03e-087.32e-010.0875
7090TLE3P2T-EHumanEsophagusESCC6.21e-326.18e-010.1177
7090TLE3P4T-EHumanEsophagusESCC4.88e-153.26e-010.1323
7090TLE3P5T-EHumanEsophagusESCC6.57e-11-5.48e-020.1327
7090TLE3P8T-EHumanEsophagusESCC1.99e-275.49e-010.0889
7090TLE3P9T-EHumanEsophagusESCC3.35e-062.23e-010.1131
7090TLE3P10T-EHumanEsophagusESCC3.28e-285.32e-010.116
7090TLE3P12T-EHumanEsophagusESCC2.20e-264.97e-010.1122
7090TLE3P15T-EHumanEsophagusESCC2.02e-276.28e-010.1149
7090TLE3P16T-EHumanEsophagusESCC9.09e-214.69e-010.1153
7090TLE3P17T-EHumanEsophagusESCC1.35e-051.20e-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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:00301788EsophagusESCCnegative regulation of Wnt signaling pathway97/8552170/187231.81e-038.31e-0397
GO:00900905EsophagusESCCnegative regulation of canonical Wnt signaling pathway78/8552137/187235.17e-031.95e-0278
GO:01061066EsophagusESCCcold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:01201616EsophagusESCCregulation of cold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:006007021LiverHCCcanonical Wnt signaling pathway162/7958303/187237.00e-056.32e-04162
GO:006082821LiverHCCregulation of canonical Wnt signaling pathway137/7958253/187231.15e-049.70e-04137
GO:010610611LiverHCCcold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:012016111LiverHCCregulation of cold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:199084511LiverHCCadaptive thermogenesis81/7958157/187231.32e-024.72e-0281
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:003011110Oral cavityOSCCregulation of Wnt signaling pathway165/7305328/187231.87e-051.80e-04165
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0431014ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa043304ProstateBPHNotch signaling pathway21/171862/84658.53e-032.68e-021.66e-0221
hsa0431015ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0433011ProstateBPHNotch signaling pathway21/171862/84658.53e-032.68e-021.66e-0221
hsa043302ProstateTumorNotch signaling pathway22/179162/84656.45e-032.16e-021.34e-0222
hsa0431023ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
hsa043303ProstateTumorNotch signaling pathway22/179162/84656.45e-032.16e-021.34e-0222
hsa0431033ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
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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
∗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
TLE3SNVMissense_Mutationc.1906G>Ap.Gly636Argp.G636RQ04726protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TLE3SNVMissense_Mutationc.1812C>Gp.Asp604Glup.D604EQ04726protein_codingdeleterious(0)probably_damaging(0.993)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
TLE3SNVMissense_Mutationc.1022N>Gp.Pro341Argp.P341RQ04726protein_codingdeleterious(0.03)benign(0.013)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TLE3SNVMissense_Mutationnovelc.1920C>Ap.Asn640Lysp.N640KQ04726protein_codingdeleterious(0.04)probably_damaging(0.995)TCGA-EW-A1J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TLE3insertionFrame_Shift_Insnovelc.775_776insTGTATGTGGGGTCTGGGTGGAAGp.Thr259MetfsTer29p.T259Mfs*29Q04726protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TLE3insertionIn_Frame_Insnovelc.133_134insATAp.Val45delinsAspMetp.V45delinsDMQ04726protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TLE3insertionNonsense_Mutationnovelc.132_133insCCAGTTTAGCTAGTGTGGTGTCGTTTGATGp.Lys44_Val45insProValTerLeuValTrpCysArgLeuMetp.K44_V45insPV*LVWCRLMQ04726protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TLE3deletionIn_Frame_Delc.328_330delNNNp.Arg110delp.R110delQ04726protein_codingTCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TLE3deletionFrame_Shift_Delnovelc.1223delNp.Ala408ValfsTer9p.A408Vfs*9Q04726protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TLE3SNVMissense_Mutationrs771819808c.1634N>Ap.Arg545Hisp.R545HQ04726protein_codingdeleterious(0.01)probably_damaging(0.932)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
7090TLE3TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTORDOCETAXELDOCETAXEL
7090TLE3TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTORPACLITAXELPACLITAXEL
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