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: ETFRF1

Gene summary for ETFRF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ETFRF1

Gene ID

144363

Gene nameelectron transfer flavoprotein regulatory factor 1
Gene AliasLYRM5
Cytomap12p12.1
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

Q6IPR1


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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
144363ETFRF1LZE4THumanEsophagusESCC1.47e-072.42e-010.0811
144363ETFRF1LZE5THumanEsophagusESCC1.28e-074.15e-010.0514
144363ETFRF1LZE7THumanEsophagusESCC2.07e-094.31e-010.0667
144363ETFRF1LZE8THumanEsophagusESCC5.45e-165.25e-010.067
144363ETFRF1LZE20THumanEsophagusESCC6.96e-123.71e-010.0662
144363ETFRF1LZE22D1HumanEsophagusHGIN1.24e-042.56e-010.0595
144363ETFRF1LZE24THumanEsophagusESCC2.14e-214.56e-010.0596
144363ETFRF1LZE21THumanEsophagusESCC6.52e-032.30e-010.0655
144363ETFRF1LZE6THumanEsophagusESCC5.35e-042.04e-010.0845
144363ETFRF1NAFLD1HumanLiverNAFLD5.99e-033.51e-01-0.04
144363ETFRF1HCC1HumanLiverHCC1.17e-042.60e+000.5336
144363ETFRF1S014HumanLiverHCC1.70e-216.04e-010.2254
144363ETFRF1S015HumanLiverHCC9.18e-145.75e-010.2375
144363ETFRF1S016HumanLiverHCC1.39e-205.55e-010.2243
144363ETFRF1S027HumanLiverHCC3.07e-085.23e-010.2446
144363ETFRF1S028HumanLiverHCC1.27e-216.82e-010.2503
144363ETFRF1S029HumanLiverHCC2.91e-248.52e-010.2581
144363ETFRF1male-WTAHumanThyroidPTC3.28e-161.87e-010.1037
144363ETFRF1PTC01HumanThyroidPTC1.45e-163.40e-010.1899
144363ETFRF1PTC04HumanThyroidPTC2.31e-122.85e-010.1927
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00060917LiverNAFLDgeneration of precursor metabolites and energy84/1882490/187237.03e-073.95e-0584
GO:00159807LiverNAFLDenergy derivation by oxidation of organic compounds48/1882318/187232.78e-032.54e-0248
GO:00229007LiverNAFLDelectron transport chain29/1882175/187234.87e-033.84e-0229
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:004533312LiverHCCcellular respiration171/7958230/187236.35e-231.26e-20171
GO:001598022LiverHCCenergy derivation by oxidation of organic compounds221/7958318/187231.02e-221.86e-20221
GO:002290022LiverHCCelectron transport chain134/7958175/187233.32e-204.68e-18134
GO:002290412LiverHCCrespiratory electron transport chain89/7958114/187238.68e-155.73e-1389
GO:0006091112ThyroidPTCgeneration of precursor metabolites and energy252/5968490/187238.24e-201.13e-17252
GO:0045333112ThyroidPTCcellular respiration140/5968230/187239.60e-201.26e-17140
GO:0015980111ThyroidPTCenergy derivation by oxidation of organic compounds176/5968318/187232.67e-182.90e-16176
GO:0022904111ThyroidPTCrespiratory electron transport chain76/5968114/187232.34e-141.50e-1276
GO:0022900111ThyroidPTCelectron transport chain104/5968175/187234.68e-142.79e-12104
GO:000609134ThyroidATCgeneration of precursor metabolites and energy256/6293490/187236.55e-187.69e-16256
GO:004533333ThyroidATCcellular respiration140/6293230/187231.76e-171.89e-15140
GO:001598034ThyroidATCenergy derivation by oxidation of organic compounds177/6293318/187233.60e-162.92e-14177
GO:002290034ThyroidATCelectron transport chain106/6293175/187232.20e-131.06e-11106
GO:002290433ThyroidATCrespiratory electron transport chain76/6293114/187235.17e-132.30e-1176
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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
ETFRF1SNVMissense_Mutationnovelc.142N>Gp.Asn48Aspp.N48DQ6IPR1protein_codingtolerated(1)benign(0)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ETFRF1SNVMissense_Mutationnovelc.156N>Gp.Ile52Metp.I52MQ6IPR1protein_codingdeleterious(0)probably_damaging(0.971)TCGA-OL-A5D6-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ETFRF1SNVMissense_Mutationrs754155801c.17N>Ap.Ser6Tyrp.S6YQ6IPR1protein_codingdeleterious(0.01)benign(0.443)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ETFRF1SNVMissense_Mutationc.178N>Ap.Glu60Lysp.E60KQ6IPR1protein_codingtolerated(0.1)benign(0.012)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ETFRF1SNVMissense_Mutationc.263N>Cp.Lys88Thrp.K88TQ6IPR1protein_codingtolerated_low_confidence(0.05)benign(0.005)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ETFRF1SNVMissense_Mutationnovelc.61C>Ap.Leu21Ilep.L21IQ6IPR1protein_codingdeleterious(0.03)benign(0.251)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ETFRF1SNVMissense_Mutationrs568753362c.242G>Ap.Arg81Hisp.R81HQ6IPR1protein_codingdeleterious(0)benign(0.393)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ETFRF1SNVMissense_Mutationnovelc.181N>Cp.Phe61Leup.F61LQ6IPR1protein_codingdeleterious(0.01)possibly_damaging(0.557)TCGA-98-8023-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
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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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