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: EGR3

Gene summary for EGR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EGR3

Gene ID

1960

Gene nameearly growth response 3
Gene AliasEGR-3
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

B4DH80


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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
1960EGR3LZE8THumanEsophagusESCC5.70e-032.43e-010.067
1960EGR3LZE24THumanEsophagusESCC5.90e-034.46e-010.0596
1960EGR3P2T-EHumanEsophagusESCC2.13e-145.64e-010.1177
1960EGR3P4T-EHumanEsophagusESCC1.08e-105.77e-010.1323
1960EGR3P5T-EHumanEsophagusESCC1.25e-03-4.37e-020.1327
1960EGR3P9T-EHumanEsophagusESCC4.36e-072.46e-010.1131
1960EGR3P10T-EHumanEsophagusESCC1.28e-022.02e-010.116
1960EGR3P12T-EHumanEsophagusESCC2.58e-064.43e-020.1122
1960EGR3P15T-EHumanEsophagusESCC4.32e-03-1.32e-010.1149
1960EGR3P16T-EHumanEsophagusESCC2.38e-064.90e-010.1153
1960EGR3P20T-EHumanEsophagusESCC1.73e-137.14e-010.1124
1960EGR3P21T-EHumanEsophagusESCC3.14e-03-4.41e-020.1617
1960EGR3P22T-EHumanEsophagusESCC1.73e-051.68e-010.1236
1960EGR3P24T-EHumanEsophagusESCC5.10e-07-2.48e-010.1287
1960EGR3P26T-EHumanEsophagusESCC1.12e-095.09e-010.1276
1960EGR3P27T-EHumanEsophagusESCC3.49e-146.35e-010.1055
1960EGR3P28T-EHumanEsophagusESCC2.31e-231.04e+000.1149
1960EGR3P30T-EHumanEsophagusESCC5.08e-221.27e+000.137
1960EGR3P31T-EHumanEsophagusESCC1.69e-026.33e-020.1251
1960EGR3P32T-EHumanEsophagusESCC2.18e-11-2.93e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:19021076EsophagusESCCpositive regulation of leukocyte differentiation93/8552157/187234.20e-042.39e-0393
GO:19037086EsophagusESCCpositive regulation of hemopoiesis93/8552157/187234.20e-042.39e-0393
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:000762319EsophagusESCCcircadian rhythm119/8552210/187238.47e-044.36e-03119
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:190210510EsophagusESCCregulation of leukocyte differentiation152/8552279/187231.82e-038.35e-03152
GO:00456213EsophagusESCCpositive regulation of lymphocyte differentiation61/8552104/187235.22e-031.97e-0261
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:005087015EsophagusESCCpositive regulation of T cell activation117/8552216/187237.23e-032.62e-02117
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa046259EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0516114EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0462513EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
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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
EGR3DCBreastPrecancerEGR2,NFKBID,TNF, etc.6.41e-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.
EGR3CD8TRMBreastPrecancerEGR2,NFKBID,TNF, etc.6.73e-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.
EGR3MONBreastPrecancerEGR2,NFKBID,TNF, etc.4.04e-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.
EGR3KUPLiverHCCEGR2,ASCL2,CCL4L2, etc.4.50e-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.
EGR3BNLiverHCCEGR2,ASCL2,CCL4L2, etc.3.91e-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.
EGR3MASTLungAISEGR1,MIR155HG,MYC, etc.1.95e-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.
EGR3STMOral cavityADJCHL1,IGF2,IRS2, etc.7.23e-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.
EGR3MAITOral cavityNEOLPNR4A1,FCER1A,EGR2, etc.1.97e-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.
EGR3NEUTPancreasADJNFKBID,CXCL8,EGR2, etc.2.69e-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.
EGR3CD8TCMPancreasPDACNFKBID,CXCL8,EGR2, 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.
∗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
EGR3SNVMissense_Mutationnovelc.1109N>Gp.Ser370Cysp.S370CQ06889protein_codingdeleterious(0.05)benign(0.334)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EGR3SNVMissense_Mutationc.1043N>Ap.Arg348Hisp.R348HQ06889protein_codingdeleterious(0)probably_damaging(0.981)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EGR3deletionFrame_Shift_Delc.457_464delNNNNNNNNp.Leu153ArgfsTer38p.L153Rfs*38Q06889protein_codingTCGA-BH-A0DO-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EGR3SNVMissense_Mutationc.365N>Tp.Thr122Metp.T122MQ06889protein_codingdeleterious(0.03)probably_damaging(0.973)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EGR3SNVMissense_Mutationnovelc.466N>Cp.Glu156Glnp.E156QQ06889protein_codingtolerated(0.09)possibly_damaging(0.89)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EGR3SNVMissense_Mutationc.1019G>Ap.Arg340Hisp.R340HQ06889protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EGR3SNVMissense_Mutationnovelc.457C>Ap.Leu153Ilep.L153IQ06889protein_codingtolerated(0.8)benign(0.163)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EGR3SNVMissense_Mutationnovelc.689N>Tp.Thr230Ilep.T230IQ06889protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EGR3SNVMissense_Mutationc.1127C>Ap.Pro376Hisp.P376HQ06889protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
EGR3SNVMissense_Mutationnovelc.122A>Gp.Asp41Glyp.D41GQ06889protein_codingtolerated(0.23)benign(0.006)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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