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: ETS1

Gene summary for ETS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ETS1

Gene ID

2113

Gene nameETS proto-oncogene 1, transcription factor
Gene AliasETS-1
Cytomap11q24.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P14921


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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
2113ETS1AEH-subject1HumanEndometriumAEH1.69e-022.64e-01-0.3059
2113ETS1AEH-subject4HumanEndometriumAEH2.04e-032.46e-01-0.2657
2113ETS1AEH-subject5HumanEndometriumAEH1.65e-032.50e-01-0.2953
2113ETS1EEC-subject3HumanEndometriumEEC3.60e-043.49e-01-0.2525
2113ETS1EEC-subject4HumanEndometriumEEC3.68e-072.80e-01-0.2571
2113ETS1GSM5276934HumanEndometriumEEC2.37e-154.52e-01-0.0913
2113ETS1GSM5276937HumanEndometriumEEC7.27e-377.46e-01-0.0897
2113ETS1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.31e-027.00e-02-0.1869
2113ETS1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.38e-066.79e-02-0.1917
2113ETS1HCC2_MengHumanLiverHCC5.83e-062.28e-020.0107
2113ETS1HCC2HumanLiverHCC1.58e-033.03e+000.5341
2113ETS1HCC5HumanLiverHCC5.46e-051.62e+000.4932
2113ETS1Pt13.bHumanLiverHCC6.72e-051.16e-010.0251
2113ETS1C04HumanOral cavityOSCC1.93e-136.05e-010.2633
2113ETS1C21HumanOral cavityOSCC2.20e-145.23e-010.2678
2113ETS1C30HumanOral cavityOSCC1.55e-096.77e-010.3055
2113ETS1C43HumanOral cavityOSCC4.35e-02-1.39e-010.1704
2113ETS1C06HumanOral cavityOSCC3.87e-025.48e-010.2699
2113ETS1C07HumanOral cavityOSCC5.36e-034.11e-010.2491
2113ETS1EOLP-1HumanOral cavityEOLP3.09e-114.34e-01-0.0202
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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
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
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:004353411EndometriumEECblood vessel endothelial cell migration33/2168176/187233.48e-032.35e-0233
GO:00457664EndometriumEECpositive regulation of angiogenesis33/2168181/187235.43e-033.32e-0233
GO:19040184EndometriumEECpositive regulation of vasculature development33/2168181/187235.43e-033.32e-0233
GO:004563914EndometriumEECpositive regulation of myeloid cell differentiation21/2168103/187236.75e-033.93e-0221
GO:004484911EndometriumEECestrous cycle6/216816/187236.84e-033.96e-026
GO:007055511EndometriumEECresponse to interleukin-127/2168143/187236.99e-034.01e-0227
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:006219722LiverHCCcellular response to chemical stress216/7958337/187236.86e-165.44e-14216
GO:003459922LiverHCCcellular response to oxidative stress183/7958288/187233.65e-131.93e-11183
GO:000030222LiverHCCresponse to reactive oxygen species144/7958222/187231.24e-115.09e-10144
GO:004254222LiverHCCresponse to hydrogen peroxide100/7958146/187231.79e-106.15e-09100
GO:003461412LiverHCCcellular response to reactive oxygen species102/7958155/187233.70e-099.89e-08102
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:00703011LiverHCCcellular response to hydrogen peroxide66/795898/187235.74e-079.07e-0666
GO:000166612LiverHCCresponse to hypoxia172/7958307/187231.06e-061.59e-05172
GO:003629312LiverHCCresponse to decreased oxygen levels179/7958322/187231.29e-061.87e-05179
GO:007048212LiverHCCresponse to oxygen levels191/7958347/187231.42e-062.03e-05191
GO:00069971LiverHCCnucleus organization82/7958133/187236.32e-067.72e-0582
GO:003410122LiverHCCerythrocyte homeostasis79/7958129/187231.32e-051.47e-0479
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516626EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa0421816EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa05166111EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa0421817EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421825EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0516627EndometriumEECHuman T-cell leukemia virus 1 infection52/1237222/84652.73e-042.36e-031.76e-0352
hsa0421835EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0516636EndometriumEECHuman T-cell leukemia virus 1 infection52/1237222/84652.73e-042.36e-031.76e-0352
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0521121LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0521131LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0521116Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa05166113Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0521117Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
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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
ETS1STMBreastDCISARID5B,SERPINE1,PLIN2, etc.2.25e-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.
ETS1KERCervixN_HPVLAMB3,TRPV3,PLOD2, etc.2.30e-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.
ETS1TUFColorectumADCXCL1,MMP7,DNTTIP1, etc.1.19e-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.
ETS1SSCColorectumADCXCL1,MMP7,DNTTIP1, etc.1.38e-03The 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.
ETS1CTColorectumMSI-HCXCL1,MMP7,DNTTIP1, etc.2.79e-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.
ETS1ABSColorectumMSSCXCL1,MMP7,DNTTIP1, etc.9.00e-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.
ETS1IMENTColorectumMSSCXCL1,MMP7,DNTTIP1, etc.6.66e-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.
ETS1SURFEndometriumEECAKAP12,MIR4435-2HG,CYTOR, etc.3.68e-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.
ETS1AT2LLungAISCD2,IL7R,PTPRC, etc.6.48e-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.
ETS1CD8TEXPPancreasADJBCL11B,IL7R,RESF1, 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
ETS1SNVMissense_Mutationc.781G>Cp.Asp261Hisp.D261HP14921protein_codingdeleterious(0.01)benign(0.146)TCGA-A2-A0YC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
ETS1SNVMissense_Mutationc.313C>Ap.Gln105Lysp.Q105KP14921protein_codingtolerated(0.32)benign(0.041)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ETS1SNVMissense_Mutationc.208N>Tp.Val70Phep.V70FP14921protein_codingtolerated(0.52)benign(0.015)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
ETS1SNVMissense_Mutationrs765597503c.761N>Cp.Leu254Prop.L254PP14921protein_codingdeleterious(0.03)probably_damaging(0.916)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ETS1SNVMissense_Mutationc.26N>Ap.Gly9Glup.G9EP14921protein_codingdeleterious_low_confidence(0.04)benign(0)TCGA-E2-A15E-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ETS1SNVMissense_Mutationnovelc.718C>Ap.Leu240Ilep.L240IP14921protein_codingtolerated(0.33)benign(0.018)TCGA-EW-A1OX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ETS1deletionFrame_Shift_Delnovelc.1409delCp.Pro470LeufsTer120p.P470Lfs*120P14921protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ETS1SNVMissense_Mutationc.533N>Cp.Lys178Thrp.K178TP14921protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ETS1SNVMissense_Mutationc.779N>Tp.Thr260Ilep.T260IP14921protein_codingtolerated(0.3)benign(0)TCGA-CM-6679-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ETS1SNVMissense_Mutationrs137970618c.823N>Ap.Val275Ilep.V275IP14921protein_codingtolerated(0.36)benign(0.102)TCGA-G4-6307-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilSD
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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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