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: EPRS

Gene summary for EPRS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPRS

Gene ID

2058

Gene nameglutamyl-prolyl-tRNA synthetase 1
Gene AliasEARS
Cytomap1q41
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P07814


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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
2058EPRSLZE2THumanEsophagusESCC1.82e-131.72e+000.082
2058EPRSLZE4THumanEsophagusESCC1.03e-237.70e-010.0811
2058EPRSLZE7THumanEsophagusESCC1.22e-101.08e+000.0667
2058EPRSLZE20THumanEsophagusESCC8.00e-042.37e-010.0662
2058EPRSLZE22THumanEsophagusESCC2.75e-053.43e-010.068
2058EPRSLZE24THumanEsophagusESCC1.20e-155.46e-010.0596
2058EPRSLZE21THumanEsophagusESCC3.93e-035.03e-010.0655
2058EPRSLZE6THumanEsophagusESCC4.15e-071.68e-010.0845
2058EPRSP1T-EHumanEsophagusESCC3.62e-107.72e-010.0875
2058EPRSP2T-EHumanEsophagusESCC3.61e-491.05e+000.1177
2058EPRSP4T-EHumanEsophagusESCC4.64e-237.07e-010.1323
2058EPRSP5T-EHumanEsophagusESCC3.16e-289.08e-010.1327
2058EPRSP8T-EHumanEsophagusESCC2.18e-214.36e-010.0889
2058EPRSP9T-EHumanEsophagusESCC5.72e-267.36e-010.1131
2058EPRSP10T-EHumanEsophagusESCC6.53e-378.16e-010.116
2058EPRSP11T-EHumanEsophagusESCC3.75e-209.36e-010.1426
2058EPRSP12T-EHumanEsophagusESCC4.39e-336.33e-010.1122
2058EPRSP15T-EHumanEsophagusESCC8.23e-379.42e-010.1149
2058EPRSP16T-EHumanEsophagusESCC2.60e-489.07e-010.1153
2058EPRSP17T-EHumanEsophagusESCC9.31e-117.42e-010.1278
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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
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
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:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0032869ColorectumADcellular response to insulin stimulus72/3918203/187231.10e-063.68e-0572
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0006418ColorectumADtRNA aminoacylation for protein translation19/391841/187232.37e-043.03e-0319
GO:0043039ColorectumADtRNA aminoacylation19/391844/187237.13e-047.21e-0319
GO:0043038ColorectumADamino acid activation19/391845/187239.94e-049.28e-0319
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:2000191ColorectumADregulation of fatty acid transport14/391832/187233.03e-032.25e-0214
GO:00064181ColorectumSERtRNA aminoacylation for protein translation17/289741/187235.75e-051.35e-0317
GO:00328681ColorectumSERresponse to insulin65/2897264/187236.70e-051.53e-0365
GO:19016531ColorectumSERcellular response to peptide83/2897359/187238.03e-051.77e-0383
GO:00434341ColorectumSERresponse to peptide hormone93/2897414/187239.61e-052.04e-0393
GO:00430391ColorectumSERtRNA aminoacylation17/289744/187231.64e-043.12e-0317
GO:00713751ColorectumSERcellular response to peptide hormone stimulus68/2897290/187232.20e-043.89e-0368
GO:00430381ColorectumSERamino acid activation17/289745/187232.25e-043.91e-0317
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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
EPRSSNVMissense_Mutationc.866N>Tp.Ala289Valp.A289VP07814protein_codingdeleterious(0)possibly_damaging(0.735)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPRSSNVMissense_Mutationc.3355C>Tp.Arg1119Cysp.R1119CP07814protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EPRSSNVMissense_Mutationc.2947G>Ap.Asp983Asnp.D983NP07814protein_codingtolerated(0.07)benign(0.047)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EPRSSNVMissense_Mutationnovelc.760G>Ap.Glu254Lysp.E254KP07814protein_codingtolerated(0.12)possibly_damaging(0.556)TCGA-AC-A3W7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
EPRSSNVMissense_Mutationc.3753N>Ap.Met1251Ilep.M1251IP07814protein_codingdeleterious(0.01)possibly_damaging(0.463)TCGA-C8-A138-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EPRSSNVMissense_Mutationc.1058N>Tp.Asp353Valp.D353VP07814protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EPRSSNVMissense_Mutationc.2441N>Tp.Ser814Phep.S814FP07814protein_codingdeleterious(0.03)benign(0.098)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPRSSNVMissense_Mutationc.2284G>Ap.Asp762Asnp.D762NP07814protein_codingtolerated(0.34)benign(0.327)TCGA-D8-A27R-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cyclophosphamideSD
EPRSSNVMissense_Mutationnovelc.3727C>Gp.His1243Aspp.H1243DP07814protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
EPRSinsertionIn_Frame_Insnovelc.4428_4429insTTACAGp.Ala1476_Lys1477insLeuGlnp.A1476_K1477insLQP07814protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<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
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