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: ESRRG

Gene summary for ESRRG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ESRRG

Gene ID

2104

Gene nameestrogen related receptor gamma
Gene AliasERR-gamma
Cytomap1q41
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

F1D8R6


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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
2104ESRRGHTA11_3410_2000001011HumanColorectumAD6.23e-05-2.67e-010.0155
2104ESRRGHTA11_347_2000001011HumanColorectumAD8.71e-06-3.25e-01-0.1954
2104ESRRGHTA11_83_2000001011HumanColorectumSER5.68e-067.71e-01-0.1526
2104ESRRGHTA11_7663_2000001011HumanColorectumSER4.95e-069.62e-010.0131
2104ESRRGHTA11_99999970781_79442HumanColorectumMSS1.44e-02-8.64e-020.294
2104ESRRGHTA11_99999974143_84620HumanColorectumMSS4.98e-14-3.92e-010.3005
2104ESRRGA002-C-010HumanColorectumFAP4.75e-06-2.65e-010.242
2104ESRRGA015-C-203HumanColorectumFAP7.08e-03-6.64e-02-0.1294
2104ESRRGA002-C-201HumanColorectumFAP3.94e-02-3.38e-010.0324
2104ESRRGA002-C-203HumanColorectumFAP2.38e-07-3.33e-010.2786
2104ESRRGA001-C-108HumanColorectumFAP2.51e-09-3.60e-01-0.0272
2104ESRRGA002-C-205HumanColorectumFAP3.02e-03-3.06e-01-0.1236
2104ESRRGA001-C-104HumanColorectumFAP6.51e-05-3.35e-010.0184
2104ESRRGA015-C-005HumanColorectumFAP8.02e-04-4.17e-01-0.0336
2104ESRRGA015-C-006HumanColorectumFAP1.81e-02-3.50e-01-0.0994
2104ESRRGA002-C-114HumanColorectumFAP1.03e-04-3.93e-01-0.1561
2104ESRRGA015-C-104HumanColorectumFAP1.34e-05-2.20e-02-0.1899
2104ESRRGA001-C-014HumanColorectumFAP2.35e-06-3.27e-010.0135
2104ESRRGA002-C-016HumanColorectumFAP2.78e-10-3.36e-010.0521
2104ESRRGA001-C-203HumanColorectumFAP3.70e-03-2.28e-01-0.0481
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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
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
∗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:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:0120162ColorectumADpositive regulation of cold-induced thermogenesis32/391897/187233.74e-032.63e-0232
GO:0106106ColorectumADcold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:0120161ColorectumADregulation of cold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:1990845ColorectumADadaptive thermogenesis46/3918157/187237.97e-034.73e-0246
GO:00713831ColorectumSERcellular response to steroid hormone stimulus55/2897204/187231.66e-055.05e-0455
GO:00485451ColorectumSERresponse to steroid hormone80/2897339/187235.15e-051.25e-0380
GO:00434011ColorectumSERsteroid hormone mediated signaling pathway38/2897136/187231.42e-042.82e-0338
GO:00097551ColorectumSERhormone-mediated signaling pathway49/2897190/187231.54e-043.00e-0349
GO:00305221ColorectumSERintracellular receptor signaling pathway63/2897265/187232.47e-044.20e-0363
GO:00713832ColorectumMSScellular response to steroid hormone stimulus72/3467204/187238.87e-095.43e-0772
GO:00434012ColorectumMSSsteroid hormone mediated signaling pathway51/3467136/187231.43e-076.67e-0651
GO:00305222ColorectumMSSintracellular receptor signaling pathway84/3467265/187231.47e-076.79e-0684
GO:00485452ColorectumMSSresponse to steroid hormone101/3467339/187232.60e-071.10e-05101
GO:00097552ColorectumMSShormone-mediated signaling pathway63/3467190/187239.26e-073.23e-0563
GO:00713833ColorectumFAPcellular response to steroid hormone stimulus59/2622204/187232.12e-082.06e-0659
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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
ESRRGLUMPBreastADJSYT13,SP6,SLFN5, etc.2.48e-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.
ESRRGCAFLiverCirrhoticDACH1,DMD,LAMA2, etc.1.29e-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.
∗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
ESRRGSNVMissense_Mutationrs751537343c.389A>Gp.Lys130Argp.K130RP62508protein_codingtolerated(0.17)probably_damaging(0.969)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ESRRGSNVMissense_Mutationc.163N>Tp.Thr55Serp.T55SP62508protein_codingtolerated_low_confidence(0.6)benign(0.344)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ESRRGSNVMissense_Mutationc.1113N>Ap.Met371Ilep.M371IP62508protein_codingtolerated(0.1)benign(0.001)TCGA-B6-A0RL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ESRRGSNVMissense_Mutationnovelc.683N>Cp.Asn228Thrp.N228TP62508protein_codingtolerated(0.45)benign(0.275)TCGA-BH-A1FH-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ESRRGSNVMissense_Mutationc.151N>Ap.Pro51Thrp.P51TP62508protein_codingdeleterious(0)probably_damaging(0.994)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ESRRGSNVMissense_Mutationc.424N>Tp.Gly142Trpp.G142WP62508protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ESRRGinsertionNonsense_Mutationnovelc.125_126insTATCTTTATATTTTAACAGAACTTATAAAGTACp.Ser42_Phe43insIlePheIlePheTerGlnAsnLeuTerSerThrp.S42_F43insIFIF*QNL*STP62508protein_codingTCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ESRRGinsertionNonsense_Mutationnovelc.1044_1045insCTTTTGTTTTGACCCTATCTTTGAACTTTATCTTGGTTGCp.Ser349LeufsTer4p.S349Lfs*4P62508protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ESRRGSNVMissense_Mutationnovelc.903C>Ap.Phe301Leup.F301LP62508protein_codingdeleterious(0.04)probably_damaging(0.962)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ESRRGSNVMissense_Mutationnovelc.1063C>Ap.Leu355Ilep.L355IP62508protein_codingtolerated(0.31)benign(0.284)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<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
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORDESDIETHYLSTILBESTROL12579585
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonist135649823
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonist135650300GENISTEIN
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonist135650324CHEMBL193836
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORantagonistCHEMBL10041AFIMOXIFENE
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonist135650213
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonist135649858DAIDZEIN
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORDIETHYLSTILBESTROLDIETHYLSTILBESTROL12579585
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonist310264689CHEMBL201013
2104ESRRGDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonist135649800AFIMOXIFENE
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