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: TLE2

Gene summary for TLE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TLE2

Gene ID

7089

Gene nameTLE family member 2, transcriptional corepressor
Gene AliasESG
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q04725


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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
7089TLE2male-WTAHumanThyroidPTC2.43e-322.71e-010.1037
7089TLE2PTC01HumanThyroidPTC3.95e-152.14e-010.1899
7089TLE2PTC03HumanThyroidPTC4.75e-031.59e-010.1784
7089TLE2PTC04HumanThyroidPTC7.83e-152.82e-010.1927
7089TLE2PTC05HumanThyroidPTC9.16e-267.05e-010.2065
7089TLE2PTC06HumanThyroidPTC8.67e-276.90e-010.2057
7089TLE2PTC07HumanThyroidPTC2.29e-275.08e-010.2044
7089TLE2ATC13HumanThyroidATC1.76e-172.69e-010.34
7089TLE2ATC5HumanThyroidATC3.19e-202.98e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
GO:0030111110ThyroidPTCregulation of Wnt signaling pathway163/5968328/187231.05e-114.29e-10163
GO:0060828110ThyroidPTCregulation of canonical Wnt signaling pathway123/5968253/187231.83e-084.26e-07123
GO:0060070110ThyroidPTCcanonical Wnt signaling pathway141/5968303/187235.71e-081.21e-06141
GO:003017810ThyroidPTCnegative regulation of Wnt signaling pathway74/5968170/187238.99e-045.48e-0374
GO:00900907ThyroidPTCnegative regulation of canonical Wnt signaling pathway59/5968137/187233.76e-031.80e-0259
GO:001605525ThyroidATCWnt signaling pathway234/6293444/187234.64e-174.31e-15234
GO:019873825ThyroidATCcell-cell signaling by wnt234/6293446/187239.26e-178.25e-15234
GO:003011125ThyroidATCregulation of Wnt signaling pathway177/6293328/187231.83e-141.05e-12177
GO:006082825ThyroidATCregulation of canonical Wnt signaling pathway134/6293253/187231.49e-104.56e-09134
GO:006007025ThyroidATCcanonical Wnt signaling pathway154/6293303/187233.68e-101.02e-08154
GO:003017815ThyroidATCnegative regulation of Wnt signaling pathway85/6293170/187236.94e-067.16e-0585
GO:009009014ThyroidATCnegative regulation of canonical Wnt signaling pathway66/6293137/187232.82e-041.80e-0366
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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
∗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
TLE2SNVMissense_Mutationc.2158N>Cp.Asp720Hisp.D720Hprotein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TLE2SNVMissense_Mutationrs774062563c.1675N>Ap.Asp559Asnp.D559Nprotein_codingdeleterious(0.02)benign(0.124)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TLE2SNVMissense_Mutationrs750568962c.154G>Ap.Glu52Lysp.E52Kprotein_codingdeleterious(0.01)benign(0.294)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TLE2deletionFrame_Shift_Delc.1674delNp.Asp559ThrfsTer120p.D559Tfs*120protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TLE2deletionFrame_Shift_Delnovelc.662delNp.Lys221ArgfsTer72p.K221Rfs*72protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TLE2SNVMissense_Mutationnovelc.1429N>Ap.Gly477Serp.G477Sprotein_codingdeleterious(0.02)probably_damaging(0.919)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TLE2SNVMissense_Mutationnovelc.652N>Ap.Ala218Thrp.A218Tprotein_codingtolerated(0.47)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TLE2SNVMissense_Mutationc.1796C>Tp.Ser599Phep.S599Fprotein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TLE2SNVMissense_Mutationnovelc.1721N>Cp.Val574Alap.V574Aprotein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TLE2SNVMissense_Mutationrs758323007c.261C>Gp.Ile87Metp.I87Mprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LH-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
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