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: ECE1

Gene summary for ECE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ECE1

Gene ID

1889

Gene nameendothelin converting enzyme 1
Gene AliasECE
Cytomap1p36.12
Gene Typeprotein-coding
GO ID

GO:0001881

UniProtAcc

A0A024RAB0


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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
1889ECE1CCI_2HumanCervixCC3.53e-036.37e-010.5249
1889ECE1CCI_3HumanCervixCC1.90e-056.20e-010.516
1889ECE1sample3HumanCervixCC7.75e-031.51e-010.1387
1889ECE1HTA11_2487_2000001011HumanColorectumSER4.25e-024.47e-01-0.1808
1889ECE1HTA11_347_2000001011HumanColorectumAD1.71e-115.63e-01-0.1954
1889ECE1HTA11_2112_2000001011HumanColorectumSER3.47e-037.57e-01-0.2196
1889ECE1HTA11_696_2000001011HumanColorectumAD4.81e-065.18e-01-0.1464
1889ECE1HTA11_866_2000001011HumanColorectumAD1.74e-033.02e-01-0.1001
1889ECE1HTA11_1391_2000001011HumanColorectumAD4.98e-054.23e-01-0.059
1889ECE1HTA11_2992_2000001011HumanColorectumSER4.63e-026.76e-01-0.1706
1889ECE1A002-C-010HumanColorectumFAP2.96e-05-2.68e-010.242
1889ECE1A015-C-203HumanColorectumFAP2.18e-11-3.07e-01-0.1294
1889ECE1A002-C-201HumanColorectumFAP9.47e-05-2.26e-010.0324
1889ECE1A002-C-203HumanColorectumFAP1.94e-02-2.42e-010.2786
1889ECE1A001-C-108HumanColorectumFAP4.31e-07-1.91e-01-0.0272
1889ECE1A002-C-205HumanColorectumFAP3.51e-10-3.11e-01-0.1236
1889ECE1A015-C-006HumanColorectumFAP8.43e-07-3.37e-01-0.0994
1889ECE1A015-C-106HumanColorectumFAP2.04e-04-1.88e-01-0.0511
1889ECE1A002-C-114HumanColorectumFAP7.92e-07-2.55e-01-0.1561
1889ECE1A015-C-104HumanColorectumFAP1.39e-13-2.54e-01-0.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00431127CervixCCreceptor metabolic process37/2311166/187232.31e-042.58e-0337
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:00487365CervixCCappendage development35/2311172/187231.88e-031.39e-0235
GO:00601735CervixCClimb development35/2311172/187231.88e-031.39e-0235
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0001881ColorectumADreceptor recycling18/391833/187232.23e-054.40e-0418
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0001919ColorectumADregulation of receptor recycling12/391823/187239.11e-048.71e-0312
GO:0048736ColorectumADappendage development51/3918172/187234.20e-032.89e-0251
GO:0060173ColorectumADlimb development51/3918172/187234.20e-032.89e-0251
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:00487361ColorectumSERappendage development42/2897172/187231.43e-031.55e-0242
GO:00601731ColorectumSERlimb development42/2897172/187231.43e-031.55e-0242
GO:0035107ColorectumSERappendage morphogenesis33/2897138/187236.10e-034.42e-0233
GO:0035108ColorectumSERlimb morphogenesis33/2897138/187236.10e-034.42e-0233
GO:00431122ColorectumFAPreceptor metabolic process46/2622166/187232.70e-061.02e-0446
GO:00351071ColorectumFAPappendage morphogenesis35/2622138/187232.74e-043.66e-0335
GO:00351081ColorectumFAPlimb morphogenesis35/2622138/187232.74e-043.66e-0335
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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
ECE1SNVMissense_Mutationnovelc.2108A>Gp.Asn703Serp.N703SP42892protein_codingtolerated(0.38)benign(0.009)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ECE1SNVMissense_Mutationnovelc.1846N>Ap.Gln616Lysp.Q616KP42892protein_codingdeleterious(0.03)benign(0.113)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ECE1SNVMissense_Mutationc.2259N>Gp.Phe753Leup.F753LP42892protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A15O-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexPD
ECE1SNVMissense_Mutationrs778746689c.1927G>Ap.Glu643Lysp.E643KP42892protein_codingtolerated(0.16)benign(0.013)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
ECE1SNVMissense_Mutationc.2290N>Tp.Pro764Serp.P764SP42892protein_codingtolerated(0.72)benign(0)TCGA-EW-A1P7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinPD
ECE1SNVMissense_Mutationnovelc.181N>Ap.Ala61Thrp.A61TP42892protein_codingtolerated(0.33)benign(0.017)TCGA-S3-AA0Z-01Breastbreast invasive carcinomaFemale<65I/IIAncillaryneulastaCR
ECE1insertionNonsense_Mutationnovelc.1121_1122insGAGGTTGTAGTGAGCTGTGATTGCACTGTTGp.Tyr374Terp.Y374*P42892protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ECE1SNVMissense_Mutationrs368124166c.902N>Ap.Arg301Glnp.R301QP42892protein_codingtolerated(0.09)benign(0.018)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
ECE1SNVMissense_Mutationrs150644074c.548N>Ap.Arg183Hisp.R183HP42892protein_codingtolerated(0.24)benign(0.028)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ECE1SNVMissense_Mutationc.622N>Tp.Gly208Cysp.G208CP42892protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3819-01Colorectumcolon 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
1889ECE1DRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASEinhibitor178103120DAGLUTRIL
1889ECE1DRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASESLV 306
1889ECE1DRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASESLV-338
1889ECE1DRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASEinhibitor178103121
1889ECE1DRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASEinhibitor252166818
1889ECE1DRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASESLV-334SLV-334
1889ECE1DRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASEinhibitor178103176
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