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: ECI2

Gene summary for ECI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ECI2

Gene ID

10455

Gene nameenoyl-CoA delta isomerase 2
Gene AliasACBD2
Cytomap6p25.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A0C4DGA2


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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
10455ECI2LZE4THumanEsophagusESCC2.42e-122.89e-010.0811
10455ECI2LZE7THumanEsophagusESCC5.36e-106.69e-010.0667
10455ECI2LZE8THumanEsophagusESCC6.85e-044.94e-020.067
10455ECI2LZE20THumanEsophagusESCC8.96e-071.64e-010.0662
10455ECI2LZE24THumanEsophagusESCC6.64e-103.78e-010.0596
10455ECI2P2T-EHumanEsophagusESCC8.86e-327.30e-010.1177
10455ECI2P4T-EHumanEsophagusESCC5.27e-328.21e-010.1323
10455ECI2P5T-EHumanEsophagusESCC2.28e-101.93e-010.1327
10455ECI2P8T-EHumanEsophagusESCC2.73e-131.84e-010.0889
10455ECI2P9T-EHumanEsophagusESCC1.01e-132.73e-010.1131
10455ECI2P10T-EHumanEsophagusESCC1.41e-183.22e-010.116
10455ECI2P11T-EHumanEsophagusESCC3.43e-199.66e-010.1426
10455ECI2P12T-EHumanEsophagusESCC6.46e-358.48e-010.1122
10455ECI2P15T-EHumanEsophagusESCC1.31e-234.35e-010.1149
10455ECI2P16T-EHumanEsophagusESCC3.79e-254.47e-010.1153
10455ECI2P17T-EHumanEsophagusESCC1.47e-084.04e-010.1278
10455ECI2P19T-EHumanEsophagusESCC5.49e-108.63e-010.1662
10455ECI2P20T-EHumanEsophagusESCC5.23e-192.67e-010.1124
10455ECI2P21T-EHumanEsophagusESCC1.61e-337.29e-010.1617
10455ECI2P22T-EHumanEsophagusESCC2.01e-224.22e-010.1236
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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:00193958EsophagusESCCfatty acid oxidation69/8552103/187239.95e-069.44e-0569
GO:00344407EsophagusESCClipid oxidation71/8552108/187232.00e-051.74e-0471
GO:00090628EsophagusESCCfatty acid catabolic process66/8552100/187233.21e-052.66e-0466
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00066358EsophagusESCCfatty acid beta-oxidation50/855274/187231.16e-048.04e-0450
GO:00723297EsophagusESCCmonocarboxylic acid catabolic process74/8552122/187236.03e-043.27e-0374
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:001605411LiverCirrhoticorganic acid catabolic process104/4634240/187231.91e-109.53e-09104
GO:004639511LiverCirrhoticcarboxylic acid catabolic process102/4634236/187233.41e-101.63e-08102
GO:001939512LiverCirrhoticfatty acid oxidation53/4634103/187234.73e-091.88e-0753
GO:003444011LiverCirrhoticlipid oxidation53/4634108/187233.85e-081.27e-0653
GO:007232911LiverCirrhoticmonocarboxylic acid catabolic process56/4634122/187232.87e-077.01e-0656
GO:000906211LiverCirrhoticfatty acid catabolic process48/4634100/187233.87e-079.13e-0648
GO:000663512LiverCirrhoticfatty acid beta-oxidation38/463474/187237.41e-071.57e-0538
GO:004424212LiverCirrhoticcellular lipid catabolic process82/4634214/187236.91e-061.08e-0482
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0007121LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa041462LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa0007131LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa041463LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa0007141LiverHCCFatty acid degradation33/402043/84658.41e-054.27e-042.37e-0433
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa0007151LiverHCCFatty acid degradation33/402043/84658.41e-054.27e-042.37e-0433
hsa041466Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414611Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414621Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
hsa0414631Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
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
ECI2insertionNonsense_Mutationnovelc.887_888insCCTAAGAAAAAGCTGCAGTGAGACTGTTTAGGp.Thr297LeufsTer10p.T297Lfs*10O75521protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ECI2deletionFrame_Shift_Delnovelc.1081delNp.His361ThrfsTer25p.H361Tfs*25O75521protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ECI2insertionFrame_Shift_Insnovelc.740_741insTCCTTGCCCAGAACp.Gly248ProfsTer33p.G248Pfs*33O75521protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ECI2insertionFrame_Shift_Insnovelc.738_739insCTGAGAAp.Val247LeufsTer20p.V247Lfs*20O75521protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ECI2SNVMissense_Mutationnovelc.499N>Ap.Glu167Lysp.E167KO75521protein_codingtolerated(0.45)benign(0.024)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ECI2SNVMissense_Mutationc.511G>Cp.Glu171Glnp.E171QO75521protein_codingtolerated(0.09)possibly_damaging(0.495)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
ECI2SNVMissense_Mutationc.1035N>Tp.Leu345Phep.L345FO75521protein_codingdeleterious(0.01)possibly_damaging(0.825)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ECI2SNVMissense_Mutationnovelc.14N>Gp.Tyr5Cysp.Y5CO75521protein_codingtolerated_low_confidence(0.17)benign(0)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ECI2SNVMissense_Mutationc.583T>Gp.Tyr195Aspp.Y195DO75521protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ECI2SNVMissense_Mutationrs548867219c.439N>Ap.Glu147Lysp.E147KO75521protein_codingtolerated(0.27)benign(0.069)TCGA-AA-3984-01Colorectumcolon 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
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