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: ECE2

Gene summary for ECE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ECE2

Gene ID

9718

Gene nameendothelin converting enzyme 2
Gene AliasEEF1AKMT4
Cytomap3q27.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

NA


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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
9718ECE2P2T-EHumanEsophagusESCC3.20e-429.14e-010.1177
9718ECE2P4T-EHumanEsophagusESCC6.28e-431.15e+000.1323
9718ECE2P5T-EHumanEsophagusESCC1.69e-163.54e-010.1327
9718ECE2P8T-EHumanEsophagusESCC4.81e-133.29e-010.0889
9718ECE2P9T-EHumanEsophagusESCC2.07e-257.99e-010.1131
9718ECE2P10T-EHumanEsophagusESCC3.86e-245.29e-010.116
9718ECE2P11T-EHumanEsophagusESCC1.38e-161.15e+000.1426
9718ECE2P12T-EHumanEsophagusESCC6.37e-213.90e-010.1122
9718ECE2P15T-EHumanEsophagusESCC7.53e-277.18e-010.1149
9718ECE2P16T-EHumanEsophagusESCC2.71e-275.72e-010.1153
9718ECE2P17T-EHumanEsophagusESCC6.77e-063.33e-010.1278
9718ECE2P19T-EHumanEsophagusESCC1.25e-037.45e-010.1662
9718ECE2P20T-EHumanEsophagusESCC1.84e-164.50e-010.1124
9718ECE2P21T-EHumanEsophagusESCC4.73e-408.31e-010.1617
9718ECE2P22T-EHumanEsophagusESCC2.66e-336.92e-010.1236
9718ECE2P23T-EHumanEsophagusESCC8.03e-541.40e+000.108
9718ECE2P24T-EHumanEsophagusESCC1.37e-195.88e-010.1287
9718ECE2P26T-EHumanEsophagusESCC7.14e-408.33e-010.1276
9718ECE2P27T-EHumanEsophagusESCC6.72e-183.62e-010.1055
9718ECE2P28T-EHumanEsophagusESCC4.20e-418.72e-010.1149
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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
∗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:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:005160416Oral cavityLPprotein maturation122/4623294/187231.37e-107.72e-09122
GO:001648513Oral cavityLPprotein processing83/4623225/187232.87e-054.52e-0483
GO:005160419SkincSCCprotein maturation117/4864294/187231.27e-072.93e-06117
GO:00164858SkincSCCprotein processing79/4864225/187231.43e-039.02e-0379
GO:00322593SkincSCCmethylation120/4864364/187231.61e-039.93e-03120
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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
ECE2SNVMissense_Mutationrs755011871c.524N>Tp.Thr175Metp.T175MO60344protein_codingdeleterious(0)probably_damaging(0.939)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ECE2SNVMissense_Mutationc.773G>Ap.Arg258Hisp.R258HO60344protein_codingdeleterious(0.04)benign(0.065)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
ECE2SNVMissense_Mutationc.1572N>Tp.Glu524Aspp.E524DO60344protein_codingdeleterious(0.05)possibly_damaging(0.867)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ECE2SNVMissense_Mutationc.373N>Cp.Asp125Hisp.D125HO60344protein_codingdeleterious_low_confidence(0)probably_damaging(0.986)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ECE2SNVMissense_Mutationc.1921N>Tp.Asp641Tyrp.D641YO60344protein_codingdeleterious(0.05)possibly_damaging(0.825)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ECE2SNVMissense_Mutationnovelc.146N>Ap.Arg49Hisp.R49HO60344protein_codingdeleterious_low_confidence(0)probably_damaging(0.992)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ECE2SNVMissense_Mutationc.1723N>Cp.Glu575Glnp.E575QO60344protein_codingtolerated(0.16)benign(0.038)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ECE2SNVMissense_Mutationnovelc.2617N>Ap.Pro873Thrp.P873TO60344protein_codingtolerated(0.06)possibly_damaging(0.696)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
ECE2insertionFrame_Shift_Insnovelc.391_392insAGTATTATCCCCATTTTGAATTTGAGGAAACTGAGGCTCAAAGAGTTp.Gly131GlufsTer44p.G131Efs*44O60344protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ECE2SNVMissense_Mutationc.1135N>Tp.Arg379Trpp.R379WO60344protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
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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
9718ECE2ENZYME, PROTEASE, DRUGGABLE GENOMEinhibitor252166873
9718ECE2ENZYME, PROTEASE, DRUGGABLE GENOMEinhibitor252166821
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