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: EGR2

Gene summary for EGR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EGR2

Gene ID

1959

Gene nameearly growth response 2
Gene AliasAT591
Cytomap10q21.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P11161


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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
1959EGR2LZE4THumanEsophagusESCC2.21e-046.41e-010.0811
1959EGR2LZE8THumanEsophagusESCC3.14e-097.59e-010.067
1959EGR2LZE21D1HumanEsophagusHGIN2.73e-031.32e-020.0632
1959EGR2LZE24THumanEsophagusESCC1.93e-058.88e-010.0596
1959EGR2LZE21THumanEsophagusESCC2.03e-046.54e-010.0655
1959EGR2P2T-EHumanEsophagusESCC2.00e-461.16e+000.1177
1959EGR2P4T-EHumanEsophagusESCC1.92e-154.29e-010.1323
1959EGR2P5T-EHumanEsophagusESCC1.49e-229.15e-010.1327
1959EGR2P8T-EHumanEsophagusESCC2.49e-186.49e-010.0889
1959EGR2P9T-EHumanEsophagusESCC1.50e-051.98e-010.1131
1959EGR2P10T-EHumanEsophagusESCC2.89e-091.23e-010.116
1959EGR2P11T-EHumanEsophagusESCC1.40e-052.87e-010.1426
1959EGR2P12T-EHumanEsophagusESCC6.36e-063.67e-010.1122
1959EGR2P15T-EHumanEsophagusESCC5.87e-188.17e-010.1149
1959EGR2P16T-EHumanEsophagusESCC1.23e-281.12e+000.1153
1959EGR2P20T-EHumanEsophagusESCC1.04e-141.34e+000.1124
1959EGR2P22T-EHumanEsophagusESCC6.01e-075.74e-010.1236
1959EGR2P23T-EHumanEsophagusESCC1.62e-058.30e-010.108
1959EGR2P26T-EHumanEsophagusESCC2.87e-531.24e+000.1276
1959EGR2P27T-EHumanEsophagusESCC1.46e-231.04e+000.1055
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:000691319EsophagusHGINnucleocytoplasmic transport83/2587301/187232.14e-101.97e-0883
GO:005116919EsophagusHGINnuclear transport83/2587301/187232.14e-101.97e-0883
GO:005116819EsophagusHGINnuclear export48/2587154/187232.21e-081.34e-0648
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:000661110EsophagusHGINprotein export from nucleus22/258757/187232.96e-061.02e-0422
GO:00169254EsophagusHGINprotein sumoylation18/258753/187231.64e-043.19e-0318
GO:004343420EsophagusHGINresponse to peptide hormone79/2587414/187231.60e-031.79e-0279
GO:00605379EsophagusHGINmuscle tissue development76/2587403/187232.67e-032.63e-0276
GO:00147068EsophagusHGINstriated muscle tissue development72/2587384/187233.94e-033.56e-0272
GO:000150316EsophagusHGINossification75/2587408/187235.49e-034.49e-0275
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000661117EsophagusESCCprotein export from nucleus48/855257/187231.92e-094.39e-0848
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
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
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
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
hsa046258Oral cavityOSCCC-type lectin receptor signaling pathway73/3704104/84653.83e-083.12e-071.59e-0773
hsa051618Oral cavityOSCCHepatitis B103/3704162/84652.34e-071.51e-067.69e-07103
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa0462512Oral cavityOSCCC-type lectin receptor signaling pathway73/3704104/84653.83e-083.12e-071.59e-0773
hsa0516113Oral cavityOSCCHepatitis B103/3704162/84652.34e-071.51e-067.69e-07103
hsa0520314Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
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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
EGR2CD8TRMCervixHealthyCCSAP,CCL4,CCL4L2, etc.8.99e-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.
EGR2CD8TRMCervixN_HPVCCSAP,CCL4,CCL4L2, etc.3.04e-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.
EGR2STMOral cavityADJEGR3,CX3CL1,EGR1, etc.7.15e-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.
EGR2cDCThyroidPTCEGR3,CCL4,CCL3, etc.1.87e-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
EGR2SNVMissense_Mutationc.1214N>Ap.Arg405Glnp.R405QP11161protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EGR2SNVMissense_Mutationnovelc.367N>Tp.Gly123Trpp.G123WP11161protein_codingdeleterious(0.04)probably_damaging(0.933)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EGR2SNVMissense_Mutationc.1273G>Ap.Glu425Lysp.E425KP11161protein_codingdeleterious(0.01)possibly_damaging(0.677)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
EGR2SNVMissense_Mutationnovelc.899C>Ap.Ala300Glup.A300EP11161protein_codingtolerated(0.47)benign(0.137)TCGA-HN-A2NL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EGR2insertionNonsense_Mutationnovelc.252_253insTCTGTAAAATGAAGATACTTATTTTTCAGGGTTGTAAGAGTAp.Ala84_Pro85insSerValLysTerArgTyrLeuPhePheArgValValArgValp.A84_P85insSVK*RYLFFRVVRVP11161protein_codingTCGA-AO-A03V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
EGR2deletionFrame_Shift_Delc.1337delGp.Gly446AlafsTer89p.G446Afs*89P11161protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EGR2SNVMissense_Mutationnovelc.655C>Tp.Leu219Phep.L219FP11161protein_codingdeleterious(0.02)possibly_damaging(0.799)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EGR2SNVMissense_Mutationnovelc.188N>Gp.Asp63Glyp.D63GP11161protein_codingtolerated(0.8)benign(0.003)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EGR2SNVMissense_Mutationc.1085N>Ap.Arg362Glnp.R362QP11161protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
EGR2SNVMissense_Mutationc.1130G>Ap.Arg377Hisp.R377HP11161protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=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
1959EGR2TRANSCRIPTION FACTORRETINOIC ACID1361214
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