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: EGLN1

Gene summary for EGLN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EGLN1

Gene ID

54583

Gene nameegl-9 family hypoxia inducible factor 1
Gene AliasC1orf12
Cytomap1q42.2
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9GZT9


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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
54583EGLN1LZE4THumanEsophagusESCC1.49e-032.04e-020.0811
54583EGLN1LZE24THumanEsophagusESCC1.97e-047.73e-020.0596
54583EGLN1P1T-EHumanEsophagusESCC4.89e-023.42e-010.0875
54583EGLN1P2T-EHumanEsophagusESCC1.25e-214.07e-010.1177
54583EGLN1P4T-EHumanEsophagusESCC1.84e-133.60e-010.1323
54583EGLN1P5T-EHumanEsophagusESCC2.91e-193.01e-010.1327
54583EGLN1P8T-EHumanEsophagusESCC2.68e-077.50e-020.0889
54583EGLN1P9T-EHumanEsophagusESCC2.49e-091.87e-010.1131
54583EGLN1P10T-EHumanEsophagusESCC8.58e-255.91e-010.116
54583EGLN1P11T-EHumanEsophagusESCC2.09e-062.14e-010.1426
54583EGLN1P12T-EHumanEsophagusESCC8.19e-132.14e-010.1122
54583EGLN1P15T-EHumanEsophagusESCC3.46e-204.79e-010.1149
54583EGLN1P16T-EHumanEsophagusESCC1.70e-142.84e-010.1153
54583EGLN1P17T-EHumanEsophagusESCC6.03e-051.32e-010.1278
54583EGLN1P19T-EHumanEsophagusESCC4.58e-042.84e-010.1662
54583EGLN1P20T-EHumanEsophagusESCC8.33e-101.81e-010.1124
54583EGLN1P21T-EHumanEsophagusESCC9.30e-04-1.06e-040.1617
54583EGLN1P22T-EHumanEsophagusESCC3.02e-091.62e-010.1236
54583EGLN1P23T-EHumanEsophagusESCC6.16e-193.64e-010.108
54583EGLN1P24T-EHumanEsophagusESCC4.48e-02-1.54e-020.1287
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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
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
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:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:001820816EsophagusESCCpeptidyl-proline modification46/855258/187231.59e-072.51e-0646
GO:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:0036294110EsophagusESCCcellular response to decreased oxygen levels105/8552161/187234.20e-075.73e-06105
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
GO:00181263EsophagusESCCprotein hydroxylation23/855227/187232.60e-052.19e-0423
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:00195114EsophagusESCCpeptidyl-proline hydroxylation13/855215/187231.31e-036.26e-0313
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:00184014EsophagusESCCpeptidyl-proline hydroxylation to 4-hydroxy-L-proline9/855210/187235.09e-031.92e-029
GO:00513467LiverNAFLDnegative regulation of hydrolase activity62/1882379/187238.11e-051.66e-0362
GO:0051342LiverNAFLDregulation of cyclic-nucleotide phosphodiesterase activity5/188210/187231.67e-031.74e-025
GO:0071731LiverNAFLDresponse to nitric oxide7/188220/187232.44e-032.27e-027
GO:005134612LiverCirrhoticnegative regulation of hydrolase activity139/4634379/187231.24e-073.42e-06139
GO:00704827LiverCirrhoticresponse to oxygen levels125/4634347/187231.55e-063.02e-05125
GO:00362937LiverCirrhoticresponse to decreased oxygen levels113/4634322/187231.87e-052.52e-04113
GO:00016667LiverCirrhoticresponse to hypoxia108/4634307/187232.51e-053.26e-04108
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521118EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0521119EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa052116LiverCirrhoticRenal cell carcinoma33/253069/84651.24e-036.64e-034.09e-0333
hsa0406612LiverCirrhoticHIF-1 signaling pathway46/2530109/84654.00e-031.59e-029.78e-0346
hsa0521111LiverCirrhoticRenal cell carcinoma33/253069/84651.24e-036.64e-034.09e-0333
hsa0406613LiverCirrhoticHIF-1 signaling pathway46/2530109/84654.00e-031.59e-029.78e-0346
hsa0521121LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0406622LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0521131LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0406632LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0521116Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa0406627Oral cavityOSCCHIF-1 signaling pathway68/3704109/84656.30e-052.48e-041.26e-0468
hsa0521117Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa04066112Oral cavityOSCCHIF-1 signaling pathway68/3704109/84656.30e-052.48e-041.26e-0468
hsa0521141Oral cavityEOLPRenal cell carcinoma25/121869/84654.96e-063.27e-051.93e-0525
hsa0406643Oral cavityEOLPHIF-1 signaling pathway33/1218109/84651.48e-058.08e-054.76e-0533
hsa0521151Oral cavityEOLPRenal cell carcinoma25/121869/84654.96e-063.27e-051.93e-0525
hsa0406653Oral cavityEOLPHIF-1 signaling pathway33/1218109/84651.48e-058.08e-054.76e-0533
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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
EGLN1SNVMissense_Mutationnovelc.911N>Tp.Pro304Leup.P304LQ9GZT9protein_codingdeleterious(0)probably_damaging(0.991)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
EGLN1SNVMissense_Mutationnovelc.1205A>Cp.Lys402Thrp.K402TQ9GZT9protein_codingdeleterious(0)possibly_damaging(0.866)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EGLN1SNVMissense_Mutationc.943N>Ap.Asp315Asnp.D315NQ9GZT9protein_codingdeleterious(0)probably_damaging(0.981)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
EGLN1insertionNonsense_Mutationnovelc.694_695insAACCATGCAATTAGp.Thr232LysfsTer5p.T232Kfs*5Q9GZT9protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
EGLN1SNVMissense_Mutationc.880N>Ap.Gly294Serp.G294SQ9GZT9protein_codingdeleterious(0)benign(0.333)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EGLN1SNVMissense_Mutationc.827N>Cp.Met276Thrp.M276TQ9GZT9protein_codingdeleterious(0)benign(0.092)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EGLN1SNVMissense_Mutationrs147839743c.1259C>Tp.Ser420Leup.S420LQ9GZT9protein_codingdeleterious_low_confidence(0.05)benign(0.338)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EGLN1SNVMissense_Mutationc.1031G>Ap.Arg344Glnp.R344QQ9GZT9protein_codingtolerated(0.18)possibly_damaging(0.898)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EGLN1SNVMissense_Mutationc.772N>Cp.Trp258Argp.W258RQ9GZT9protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
EGLN1SNVMissense_Mutationc.682N>Ap.Ala228Thrp.A228TQ9GZT9protein_codingtolerated(0.13)benign(0.017)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<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
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEL-4-THIOPROLINECHEMBL180036821665470
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEUS8921389, 22
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEFG-2216
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEUS10149841, Compound 19
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEUS10100051, Compound 1
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEUS9409892, 148
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEUS10149841, Compound 5
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEUS9409892, 19
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEUS9422240, 1-282
54583EGLN1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEUS9340511, 7
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