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: ECI1

Gene summary for ECI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ECI1

Gene ID

1632

Gene nameenoyl-CoA delta isomerase 1
Gene AliasDCI
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P42126


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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
1632ECI1GSM4909281HumanBreastIDC1.94e-032.26e-010.21
1632ECI1GSM4909282HumanBreastIDC8.68e-113.35e-01-0.0288
1632ECI1GSM4909290HumanBreastIDC3.72e-042.86e-010.2096
1632ECI1GSM4909296HumanBreastIDC2.22e-03-1.31e-010.1524
1632ECI1GSM4909298HumanBreastIDC1.66e-113.51e-010.1551
1632ECI1GSM4909304HumanBreastIDC5.45e-366.52e-010.1636
1632ECI1GSM4909306HumanBreastIDC1.89e-134.62e-010.1564
1632ECI1GSM4909308HumanBreastIDC5.06e-042.27e-010.158
1632ECI1GSM4909311HumanBreastIDC5.47e-05-1.30e-010.1534
1632ECI1GSM4909312HumanBreastIDC7.98e-03-1.62e-010.1552
1632ECI1GSM4909317HumanBreastIDC7.39e-052.82e-010.1355
1632ECI1GSM4909318HumanBreastIDC4.41e-024.79e-010.2031
1632ECI1GSM4909319HumanBreastIDC7.83e-161.06e-010.1563
1632ECI1GSM4909321HumanBreastIDC1.89e-113.49e-010.1559
1632ECI1brca1HumanBreastPrecancer2.69e-052.05e-01-0.0338
1632ECI1M1HumanBreastIDC2.65e-084.53e-010.1577
1632ECI1M5HumanBreastIDC6.95e-056.41e-010.1598
1632ECI1NCCBC5HumanBreastDCIS1.47e-021.24e-010.2046
1632ECI1P1HumanBreastIDC1.54e-034.48e-030.1527
1632ECI1DCIS2HumanBreastDCIS1.05e-601.96e-010.0085
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0006635ColorectumADfatty acid beta-oxidation33/391874/187233.98e-061.09e-0433
GO:0009062ColorectumADfatty acid catabolic process41/3918100/187234.02e-061.09e-0441
GO:0019395ColorectumADfatty acid oxidation40/3918103/187232.43e-054.69e-0440
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0072329ColorectumADmonocarboxylic acid catabolic process44/3918122/187238.05e-051.28e-0344
GO:0034440ColorectumADlipid oxidation40/3918108/187238.52e-051.32e-0340
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0044242ColorectumADcellular lipid catabolic process66/3918214/187233.96e-044.50e-0366
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00090621ColorectumSERfatty acid catabolic process31/2897100/187237.09e-051.61e-0331
GO:00066351ColorectumSERfatty acid beta-oxidation24/289774/187232.09e-043.77e-0324
GO:00723291ColorectumSERmonocarboxylic acid catabolic process34/2897122/187233.27e-045.22e-0334
GO:00193951ColorectumSERfatty acid oxidation29/2897103/187237.24e-049.44e-0329
GO:00442421ColorectumSERcellular lipid catabolic process51/2897214/187238.60e-041.05e-0251
GO:00344401ColorectumSERlipid oxidation29/2897108/187231.63e-031.72e-0229
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa000712ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa000713ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa0007121LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa0007131LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa0007141LiverHCCFatty acid degradation33/402043/84658.41e-054.27e-042.37e-0433
hsa0007151LiverHCCFatty acid degradation33/402043/84658.41e-054.27e-042.37e-0433
hsa000719ProstateTumorFatty acid degradation16/179143/84651.15e-023.59e-022.23e-0216
hsa0007112ProstateTumorFatty acid degradation16/179143/84651.15e-023.59e-022.23e-0216
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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
ECI1SNVMissense_Mutationnovelc.253N>Gp.Leu85Valp.L85VP42126protein_codingdeleterious(0.01)possibly_damaging(0.671)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ECI1deletionFrame_Shift_Delnovelc.745delCp.His249MetfsTer5p.H249Mfs*5P42126protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ECI1SNVMissense_Mutationc.484N>Ap.Asp162Asnp.D162NP42126protein_codingdeleterious(0)probably_damaging(0.998)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ECI1SNVMissense_Mutationnovelc.607N>Cp.Glu203Glnp.E203QP42126protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ECI1SNVMissense_Mutationnovelc.473C>Tp.Ala158Valp.A158VP42126protein_codingdeleterious(0)probably_damaging(0.946)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ECI1SNVMissense_Mutationnovelc.574N>Gp.Thr192Alap.T192AP42126protein_codingdeleterious(0.01)benign(0.019)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ECI1SNVMissense_Mutationc.643N>Ap.Ala215Thrp.A215TP42126protein_codingtolerated(0.37)benign(0.006)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ECI1SNVMissense_Mutationc.900A>Cp.Glu300Aspp.E300DP42126protein_codingdeleterious(0)benign(0.009)TCGA-G5-6235-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinPD
ECI1SNVMissense_Mutationc.490N>Ap.Arg164Serp.R164SP42126protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ECI1SNVMissense_Mutationnovelc.815N>Tp.Ala272Valp.A272VP42126protein_codingdeleterious(0.02)benign(0.067)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid 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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