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: ESR2

Gene summary for ESR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ESR2

Gene ID

2100

Gene nameestrogen receptor 2
Gene AliasER-BETA
Cytomap14q23.2-q23.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

F1D8N3


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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
2100ESR2AEH-subject1HumanEndometriumAEH8.23e-051.22e-01-0.3059
2100ESR2EEC-subject1HumanEndometriumEEC8.23e-051.48e-01-0.2682
2100ESR2EEC-subject3HumanEndometriumEEC3.51e-031.43e-01-0.2525
2100ESR2EEC-subject4HumanEndometriumEEC8.70e-092.52e-01-0.2571
2100ESR2EEC-subject5HumanEndometriumEEC1.75e-041.24e-01-0.249
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004854516EndometriumAEHresponse to steroid hormone76/2100339/187232.15e-091.77e-0776
GO:003052210EndometriumAEHintracellular receptor signaling pathway60/2100265/187237.16e-083.77e-0660
GO:00160499EndometriumAEHcell growth93/2100482/187231.00e-074.99e-0693
GO:00323557EndometriumAEHresponse to estradiol34/2100141/187231.13e-052.53e-0434
GO:007138310EndometriumAEHcellular response to steroid hormone stimulus44/2100204/187231.41e-053.01e-0444
GO:00015589EndometriumAEHregulation of cell growth75/2100414/187231.79e-053.65e-0475
GO:00305189EndometriumAEHintracellular steroid hormone receptor signaling pathway27/2100116/187231.65e-042.15e-0327
GO:00459264EndometriumAEHnegative regulation of growth47/2100249/187232.36e-042.84e-0347
GO:00434019EndometriumAEHsteroid hormone mediated signaling pathway29/2100136/187234.71e-044.91e-0329
GO:00097558EndometriumAEHhormone-mediated signaling pathway37/2100190/187235.64e-045.62e-0337
GO:00303082EndometriumAEHnegative regulation of cell growth36/2100188/187239.15e-048.37e-0336
GO:00510905EndometriumAEHregulation of DNA-binding transcription factor activity69/2100440/187232.51e-031.87e-0269
GO:003052215EndometriumEECintracellular receptor signaling pathway65/2168265/187232.52e-091.96e-0765
GO:004854517EndometriumEECresponse to steroid hormone77/2168339/187233.80e-092.71e-0777
GO:001604915EndometriumEECcell growth95/2168482/187231.16e-075.54e-0695
GO:007138315EndometriumEECcellular response to steroid hormone stimulus45/2168204/187231.40e-052.79e-0445
GO:000155814EndometriumEECregulation of cell growth77/2168414/187231.64e-053.16e-0477
GO:003235514EndometriumEECresponse to estradiol34/2168141/187232.22e-053.98e-0434
GO:003051814EndometriumEECintracellular steroid hormone receptor signaling pathway28/2168116/187231.11e-041.52e-0328
GO:004592611EndometriumEECnegative regulation of growth48/2168249/187232.58e-042.98e-0348
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491525EndometriumAEHEstrogen signaling pathway35/1197138/84653.10e-042.40e-031.75e-0335
hsa04915111EndometriumAEHEstrogen signaling pathway35/1197138/84653.10e-042.40e-031.75e-0335
hsa0491526EndometriumEECEstrogen signaling pathway34/1237138/84651.19e-038.02e-035.98e-0334
hsa0491535EndometriumEECEstrogen signaling pathway34/1237138/84651.19e-038.02e-035.98e-0334
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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
ESR2IMGOBColorectumFAPSLC1A4,BTN2A2,HPCAL1, etc.2.16e-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.
ESR2GOBColorectumFAPSLC1A4,BTN2A2,HPCAL1, etc.1.05e-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.
ESR2PLAColorectumCRCOGT,MSI2,NR5A2, etc.3.72e-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.
ESR2PLAColorectumFAPOGT,MSI2,NR5A2, etc.2.98e-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.
ESR2PLAColorectumHealthyOGT,MSI2,NR5A2, etc.4.31e-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.
ESR2PLAColorectumMSI-HOGT,MSI2,NR5A2, etc.3.08e-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.
ESR2PLAColorectumMSSOGT,MSI2,NR5A2, etc.1.91e-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.
ESR2PVAEndometriumEECEPB41L3,AFF3,TMEM104, etc.2.52e-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.
ESR2PVAEndometriumHealthyEPB41L3,AFF3,TMEM104, etc.2.82e-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.
ESR2MVAEndometriumHealthyEPB41L3,AFF3,TMEM104, etc.1.93e-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
ESR2SNVMissense_Mutationc.679N>Tp.Arg227Cysp.R227CQ92731protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
ESR2SNVMissense_Mutationc.976N>Ap.Asp326Asnp.D326NQ92731protein_codingdeleterious(0.02)possibly_damaging(0.466)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ESR2SNVMissense_Mutationrs556956556c.631N>Ap.Glu211Lysp.E211KQ92731protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ESR2SNVMissense_Mutationc.439C>Tp.His147Tyrp.H147YQ92731protein_codingdeleterious(0)probably_damaging(0.931)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
ESR2insertionNonsense_Mutationnovelc.1451_1452insTTCCCTTGTTAGCAGAGGGCACATTTGAATGCAGCp.Val485SerfsTer9p.V485Sfs*9Q92731protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ESR2deletionFrame_Shift_Delnovelc.1016delNp.Leu339Terp.L339*Q92731protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ESR2SNVMissense_Mutationc.106T>Cp.Tyr36Hisp.Y36HQ92731protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ESR2SNVMissense_Mutationc.659N>Ap.Arg220Glnp.R220QQ92731protein_codingdeleterious(0.01)benign(0.135)TCGA-AA-3696-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ESR2SNVMissense_Mutationnovelc.552N>Gp.Ile184Metp.I184MQ92731protein_codingtolerated(0.54)possibly_damaging(0.74)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ESR2SNVMissense_Mutationc.589C>Tp.Arg197Trpp.R197WQ92731protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=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
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORVG-10122114467
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORARZOXIFENEARZOXIFENE
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTOROSPEMIFENEOSPEMIFENE
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORantagonist178103927BAZEDOXIFENE
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORagonist135651484ESTRONE
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORICI-164384CHEMBL122203520659801
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORgoserelinGOSERELIN
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORagonist178103650ETHINYL ESTRADIOL
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORERB-257
2100ESR2DRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORantagonist135650105
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