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: EPS15L1

Gene summary for EPS15L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPS15L1

Gene ID

58513

Gene nameepidermal growth factor receptor pathway substrate 15 like 1
Gene AliasEPS15R
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9UBC2


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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
58513EPS15L1LZE4THumanEsophagusESCC1.83e-133.27e-010.0811
58513EPS15L1LZE7THumanEsophagusESCC6.50e-116.67e-010.0667
58513EPS15L1LZE8THumanEsophagusESCC4.44e-037.68e-020.067
58513EPS15L1LZE20THumanEsophagusESCC2.77e-031.42e-010.0662
58513EPS15L1LZE21D1HumanEsophagusHGIN1.77e-021.84e-010.0632
58513EPS15L1LZE24THumanEsophagusESCC2.31e-153.59e-010.0596
58513EPS15L1LZE21THumanEsophagusESCC7.93e-032.32e-010.0655
58513EPS15L1P1T-EHumanEsophagusESCC2.36e-083.71e-010.0875
58513EPS15L1P2T-EHumanEsophagusESCC7.50e-211.98e-010.1177
58513EPS15L1P4T-EHumanEsophagusESCC1.86e-153.19e-010.1323
58513EPS15L1P5T-EHumanEsophagusESCC2.43e-162.11e-010.1327
58513EPS15L1P8T-EHumanEsophagusESCC7.81e-233.49e-010.0889
58513EPS15L1P9T-EHumanEsophagusESCC3.62e-172.33e-010.1131
58513EPS15L1P10T-EHumanEsophagusESCC2.21e-324.95e-010.116
58513EPS15L1P11T-EHumanEsophagusESCC1.89e-163.83e-010.1426
58513EPS15L1P12T-EHumanEsophagusESCC3.65e-234.42e-010.1122
58513EPS15L1P15T-EHumanEsophagusESCC8.60e-142.86e-010.1149
58513EPS15L1P16T-EHumanEsophagusESCC3.20e-152.56e-010.1153
58513EPS15L1P17T-EHumanEsophagusESCC1.17e-062.85e-010.1278
58513EPS15L1P19T-EHumanEsophagusESCC1.36e-023.61e-010.1662
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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
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:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001619718ThyroidPTCendosomal transport128/5968230/187236.26e-143.52e-12128
GO:001619719ThyroidATCendosomal transport128/6293230/187234.44e-121.75e-10128
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
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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
EPS15L1SNVMissense_Mutationc.1067N>Gp.Pro356Argp.P356RQ9UBC2protein_codingdeleterious(0)possibly_damaging(0.496)TCGA-A1-A0SN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
EPS15L1SNVMissense_Mutationnovelc.1684N>Cp.Glu562Glnp.E562QQ9UBC2protein_codingdeleterious(0.04)benign(0.384)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EPS15L1SNVMissense_Mutationnovelc.2227N>Ap.Asp743Asnp.D743NQ9UBC2protein_codingdeleterious(0)possibly_damaging(0.748)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPS15L1SNVMissense_Mutationrs143490617c.1132G>Ap.Gly378Argp.G378RQ9UBC2protein_codingdeleterious(0)probably_damaging(0.914)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EPS15L1insertionNonsense_Mutationnovelc.1199_1200insCCCTGCCTCAAAAATAAATGAATAAGTAATATp.Lys400AsnfsTer9p.K400Nfs*9Q9UBC2protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EPS15L1insertionFrame_Shift_Insnovelc.997_998insCCCTTCCCACp.Phe333SerfsTer17p.F333Sfs*17Q9UBC2protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
EPS15L1insertionIn_Frame_Insnovelc.995_996insTGCCCTGGGGGTATTGACp.Gln332delinsHisAlaLeuGlyValLeuThrp.Q332delinsHALGVLTQ9UBC2protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
EPS15L1insertionFrame_Shift_Insnovelc.2109_2110insTCTAGGCAAATp.Pro704SerfsTer28p.P704Sfs*28Q9UBC2protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
EPS15L1insertionFrame_Shift_Insnovelc.2107_2108insTp.Asp703ValfsTer4p.D703Vfs*4Q9UBC2protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
EPS15L1insertionNonsense_Mutationnovelc.2129_2130insTCTTAAAGACCTGTAACTCTGACTTTGTTGGTGCCGATTGCAGATp.Pro710_Phe711insLeuLysAspLeuTerLeuTerLeuCysTrpCysArgLeuGlnIlep.P710_F711insLKDL*L*LCWCRLQIQ9UBC2protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
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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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