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: ETFDH

Gene summary for ETFDH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ETFDH

Gene ID

2110

Gene nameelectron transfer flavoprotein dehydrogenase
Gene AliasETFQO
Cytomap4q32.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

B4DEQ0


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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
2110ETFDHLZE4THumanEsophagusESCC5.73e-164.01e-010.0811
2110ETFDHLZE5THumanEsophagusESCC4.21e-021.99e-010.0514
2110ETFDHLZE8THumanEsophagusESCC3.90e-051.41e-010.067
2110ETFDHLZE20THumanEsophagusESCC3.06e-112.21e-010.0662
2110ETFDHLZE24THumanEsophagusESCC2.09e-121.84e-010.0596
2110ETFDHLZE21THumanEsophagusESCC1.26e-031.01e-010.0655
2110ETFDHLZE6THumanEsophagusESCC1.85e-059.07e-020.0845
2110ETFDHP1T-EHumanEsophagusESCC2.16e-136.82e-010.0875
2110ETFDHP2T-EHumanEsophagusESCC9.55e-284.21e-010.1177
2110ETFDHP4T-EHumanEsophagusESCC3.90e-152.82e-010.1323
2110ETFDHP5T-EHumanEsophagusESCC2.23e-061.24e-020.1327
2110ETFDHP8T-EHumanEsophagusESCC6.62e-192.73e-010.0889
2110ETFDHP9T-EHumanEsophagusESCC1.03e-161.66e-010.1131
2110ETFDHP10T-EHumanEsophagusESCC4.05e-171.52e-010.116
2110ETFDHP11T-EHumanEsophagusESCC5.10e-093.59e-010.1426
2110ETFDHP12T-EHumanEsophagusESCC8.94e-366.48e-010.1122
2110ETFDHP15T-EHumanEsophagusESCC1.03e-202.75e-010.1149
2110ETFDHP16T-EHumanEsophagusESCC8.55e-192.64e-010.1153
2110ETFDHP17T-EHumanEsophagusESCC1.39e-071.57e-010.1278
2110ETFDHP20T-EHumanEsophagusESCC1.21e-293.41e-010.1124
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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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:0022904110EsophagusESCCrespiratory electron transport chain89/8552114/187231.36e-125.80e-1189
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:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00066316LiverNAFLDfatty acid metabolic process92/1882390/187233.38e-153.29e-1292
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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
ETFDHSNVMissense_Mutationnovelc.1286N>Tp.Gly429Valp.G429VQ16134protein_codingdeleterious(0.03)probably_damaging(0.922)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ETFDHSNVMissense_Mutationnovelc.1066G>Cp.Gly356Argp.G356RQ16134protein_codingdeleterious(0)probably_damaging(0.98)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ETFDHSNVMissense_Mutationnovelc.1588N>Ap.Glu530Lysp.E530KQ16134protein_codingdeleterious(0.01)possibly_damaging(0.593)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ETFDHSNVMissense_Mutationc.49N>Tp.His17Tyrp.H17YQ16134protein_codingtolerated_low_confidence(0.8)benign(0)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ETFDHSNVMissense_Mutationnovelc.1404N>Cp.Met468Ilep.M468IQ16134protein_codingtolerated(0.64)benign(0.006)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ETFDHSNVMissense_Mutationc.1322A>Gp.Asn441Serp.N441SQ16134protein_codingtolerated(0.51)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ETFDHSNVMissense_Mutationnovelc.70A>Cp.Asn24Hisp.N24HQ16134protein_codingtolerated(0.14)benign(0)TCGA-AA-3667-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ETFDHSNVMissense_Mutationc.505N>Ap.His169Asnp.H169NQ16134protein_codingdeleterious(0.01)benign(0.247)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ETFDHSNVMissense_Mutationnovelc.82N>Ap.Leu28Ilep.L28IQ16134protein_codingtolerated(0.44)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ETFDHSNVMissense_Mutationc.1223T>Gp.Ile408Serp.I408SQ16134protein_codingdeleterious(0.02)benign(0.001)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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
2110ETFDHENZYMEmethylphenidateMETHYLPHENIDATE29382897
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