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: TLE1

Gene summary for TLE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TLE1

Gene ID

7088

Gene nameTLE family member 1, transcriptional corepressor
Gene AliasESG
Cytomap9q21.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q04724


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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
7088TLE1HTA11_3410_2000001011HumanColorectumAD9.03e-05-2.81e-010.0155
7088TLE1HTA11_347_2000001011HumanColorectumAD8.12e-034.32e-01-0.1954
7088TLE1HTA11_99999970781_79442HumanColorectumMSS5.59e-11-4.85e-010.294
7088TLE1HTA11_99999974143_84620HumanColorectumMSS2.38e-12-4.75e-010.3005
7088TLE1A015-C-203HumanColorectumFAP9.26e-20-3.61e-01-0.1294
7088TLE1A015-C-204HumanColorectumFAP3.25e-05-2.37e-01-0.0228
7088TLE1A014-C-040HumanColorectumFAP9.50e-03-2.36e-01-0.1184
7088TLE1A002-C-201HumanColorectumFAP2.47e-08-8.65e-020.0324
7088TLE1A002-C-203HumanColorectumFAP1.12e-021.23e-010.2786
7088TLE1A001-C-119HumanColorectumFAP1.18e-04-3.30e-01-0.1557
7088TLE1A001-C-108HumanColorectumFAP1.52e-13-2.66e-01-0.0272
7088TLE1A002-C-205HumanColorectumFAP6.91e-17-2.90e-01-0.1236
7088TLE1A001-C-104HumanColorectumFAP5.74e-03-2.31e-010.0184
7088TLE1A015-C-005HumanColorectumFAP2.02e-05-1.79e-01-0.0336
7088TLE1A015-C-006HumanColorectumFAP1.71e-16-5.15e-01-0.0994
7088TLE1A015-C-106HumanColorectumFAP4.30e-11-2.97e-01-0.0511
7088TLE1A002-C-114HumanColorectumFAP7.73e-17-3.65e-01-0.1561
7088TLE1A015-C-104HumanColorectumFAP1.84e-24-4.72e-01-0.1899
7088TLE1A001-C-014HumanColorectumFAP2.60e-11-1.46e-010.0135
7088TLE1A002-C-016HumanColorectumFAP3.85e-17-9.11e-020.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:001605513EndometriumEECWnt signaling pathway90/2168444/187236.65e-083.50e-0690
GO:019873813EndometriumEECcell-cell signaling by wnt90/2168446/187238.25e-084.23e-0690
GO:006082813EndometriumEECregulation of canonical Wnt signaling pathway56/2168253/187231.18e-063.90e-0556
GO:004312216EndometriumEECregulation of I-kappaB kinase/NF-kappaB signaling53/2168249/187237.59e-061.73e-0453
GO:006007013EndometriumEECcanonical Wnt signaling pathway61/2168303/187231.05e-052.25e-0461
GO:000724915EndometriumEECI-kappaB kinase/NF-kappaB signaling57/2168281/187231.60e-053.12e-0457
GO:003017812EndometriumEECnegative regulation of Wnt signaling pathway35/2168170/187234.84e-044.96e-0335
GO:009009011EndometriumEECnegative regulation of canonical Wnt signaling pathway29/2168137/187238.94e-048.12e-0329
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
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:20002093EsophagusESCCregulation of anoikis20/855224/187231.69e-041.11e-0320
GO:00432761EsophagusESCCanoikis26/855234/187232.53e-041.55e-0326
GO:00301788EsophagusESCCnegative regulation of Wnt signaling pathway97/8552170/187231.81e-038.31e-0397
GO:20008113EsophagusESCCnegative regulation of anoikis14/855217/187232.22e-039.78e-0314
GO:00900905EsophagusESCCnegative regulation of canonical Wnt signaling pathway78/8552137/187235.17e-031.95e-0278
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043103ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043104ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043105ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043106ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
hsa043107ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431013EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
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
hsa0433021Oral cavityNEOLPNotch signaling pathway21/111262/84652.23e-051.87e-041.18e-0421
hsa0431024Oral cavityNEOLPWnt signaling pathway34/1112171/84658.05e-032.88e-021.81e-0234
hsa0433031Oral cavityNEOLPNotch signaling pathway21/111262/84652.23e-051.87e-041.18e-0421
hsa0431034Oral cavityNEOLPWnt signaling pathway34/1112171/84658.05e-032.88e-021.81e-0234
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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
TLE1SNVMissense_Mutationc.718N>Ap.Asp240Asnp.D240NQ04724protein_codingdeleterious(0.03)probably_damaging(0.91)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
TLE1SNVMissense_Mutationc.1830N>Tp.Arg610Serp.R610SQ04724protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
TLE1SNVMissense_Mutationc.1846A>Gp.Thr616Alap.T616AQ04724protein_codingdeleterious(0.02)possibly_damaging(0.557)TCGA-E9-A1NE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TLE1SNVMissense_Mutationc.1852G>Cp.Gly618Argp.G618RQ04724protein_codingdeleterious(0)probably_damaging(1)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TLE1insertionFrame_Shift_Insnovelc.1459_1460insCAGGCTCCGCCTCCGGGGTTTACGCCGTTCTCCTGCCTp.Val487AlafsTer17p.V487Afs*17Q04724protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TLE1SNVMissense_Mutationc.1465G>Ap.Ala489Thrp.A489TQ04724protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TLE1SNVMissense_Mutationc.1679C>Tp.Ala560Valp.A560VQ04724protein_codingdeleterious(0)possibly_damaging(0.703)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TLE1SNVMissense_Mutationc.1748N>Ap.Ser583Asnp.S583NQ04724protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TLE1SNVMissense_Mutationc.1660N>Gp.Leu554Valp.L554VQ04724protein_codingtolerated(0.07)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TLE1SNVMissense_Mutationc.1690N>Tp.Pro564Serp.P564SQ04724protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-CM-5344-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
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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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