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: EGR4

Gene summary for EGR4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EGR4

Gene ID

1961

Gene nameearly growth response 4
Gene AliasAT133
Cytomap2p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B7ZKU3


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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
1961EGR4P4T-EHumanEsophagusESCC1.94e-086.55e-010.1323
1961EGR4P5T-EHumanEsophagusESCC1.75e-251.17e+000.1327
1961EGR4P10T-EHumanEsophagusESCC2.06e-083.23e-010.116
1961EGR4P12T-EHumanEsophagusESCC7.98e-133.44e-010.1122
1961EGR4P16T-EHumanEsophagusESCC1.76e-125.92e-010.1153
1961EGR4P20T-EHumanEsophagusESCC2.67e-291.86e+000.1124
1961EGR4P22T-EHumanEsophagusESCC4.40e-094.73e-010.1236
1961EGR4P23T-EHumanEsophagusESCC9.75e-131.07e+000.108
1961EGR4P26T-EHumanEsophagusESCC8.56e-124.38e-010.1276
1961EGR4P27T-EHumanEsophagusESCC8.40e-042.54e-010.1055
1961EGR4P31T-EHumanEsophagusESCC2.03e-091.95e-010.1251
1961EGR4P36T-EHumanEsophagusESCC1.10e-055.51e-010.1187
1961EGR4P39T-EHumanEsophagusESCC9.53e-092.84e-010.0894
1961EGR4P40T-EHumanEsophagusESCC9.65e-057.29e-010.109
1961EGR4P47T-EHumanEsophagusESCC7.52e-238.98e-010.1067
1961EGR4P49T-EHumanEsophagusESCC2.95e-071.76e+000.1768
1961EGR4P52T-EHumanEsophagusESCC4.44e-083.64e-010.1555
1961EGR4P56T-EHumanEsophagusESCC1.41e-022.37e-010.1613
1961EGR4P61T-EHumanEsophagusESCC3.96e-033.29e-010.099
1961EGR4P62T-EHumanEsophagusESCC4.14e-472.00e+000.1302
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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
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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
EGR4SNVMissense_Mutationnovelc.926N>Tp.Ala309Valp.A309VQ05215protein_codingdeleterious(0.04)benign(0.001)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EGR4SNVMissense_Mutationnovelc.1039N>Gp.Leu347Valp.L347VQ05215protein_codingdeleterious(0)probably_damaging(0.946)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EGR4SNVMissense_Mutationc.794C>Tp.Ser265Leup.S265LQ05215protein_codingdeleterious(0.01)benign(0.024)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
EGR4SNVMissense_Mutationc.1732N>Ap.Gly578Serp.G578SQ05215protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EGR4SNVMissense_Mutationc.414N>Tp.Arg138Serp.R138SQ05215protein_codingdeleterious(0)possibly_damaging(0.556)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EGR4SNVMissense_Mutationc.1222G>Ap.Ala408Thrp.A408TQ05215protein_codingtolerated(0.41)benign(0.011)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EGR4SNVMissense_Mutationc.1102N>Ap.Ala368Thrp.A368TQ05215protein_codingtolerated(0.59)benign(0.003)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
EGR4SNVMissense_Mutationnovelc.692N>Tp.Ala231Valp.A231VQ05215protein_codingtolerated(0.09)benign(0.01)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EGR4SNVMissense_Mutationc.586N>Ap.Glu196Lysp.E196KQ05215protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EGR4SNVMissense_Mutationnovelc.460N>Tp.Ser154Cysp.S154CQ05215protein_codingdeleterious(0)benign(0.041)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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