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: COQ10A

Gene summary for COQ10A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COQ10A

Gene ID

93058

Gene namecoenzyme Q10A
Gene AliasCOQ10A
Cytomap12q13.3
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

Q96MF6


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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
93058COQ10ALZE24THumanEsophagusESCC7.20e-092.57e-010.0596
93058COQ10AP2T-EHumanEsophagusESCC6.17e-253.91e-010.1177
93058COQ10AP4T-EHumanEsophagusESCC5.82e-112.38e-010.1323
93058COQ10AP8T-EHumanEsophagusESCC3.83e-081.53e-010.0889
93058COQ10AP9T-EHumanEsophagusESCC1.70e-031.14e-010.1131
93058COQ10AP10T-EHumanEsophagusESCC8.22e-122.02e-010.116
93058COQ10AP11T-EHumanEsophagusESCC1.01e-052.52e-010.1426
93058COQ10AP12T-EHumanEsophagusESCC1.43e-131.91e-010.1122
93058COQ10AP16T-EHumanEsophagusESCC3.82e-131.57e-010.1153
93058COQ10AP22T-EHumanEsophagusESCC9.89e-142.36e-010.1236
93058COQ10AP23T-EHumanEsophagusESCC5.19e-081.79e-010.108
93058COQ10AP24T-EHumanEsophagusESCC2.13e-051.08e-010.1287
93058COQ10AP26T-EHumanEsophagusESCC4.90e-101.80e-010.1276
93058COQ10AP27T-EHumanEsophagusESCC1.31e-102.13e-010.1055
93058COQ10AP28T-EHumanEsophagusESCC1.34e-059.17e-020.1149
93058COQ10AP31T-EHumanEsophagusESCC9.24e-061.21e-010.1251
93058COQ10AP32T-EHumanEsophagusESCC2.79e-081.10e-010.1666
93058COQ10AP36T-EHumanEsophagusESCC3.11e-122.73e-010.1187
93058COQ10AP37T-EHumanEsophagusESCC2.37e-031.00e-010.1371
93058COQ10AP39T-EHumanEsophagusESCC4.88e-023.54e-020.0894
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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:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:190166112EsophagusESCCquinone metabolic process34/855240/187233.00e-074.27e-0634
GO:00067432EsophagusESCCubiquinone metabolic process17/855219/187239.02e-056.50e-0417
GO:00067442EsophagusESCCubiquinone biosynthetic process15/855217/187233.48e-042.03e-0315
GO:19016632EsophagusESCCquinone biosynthetic process15/855217/187233.48e-042.03e-0315
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
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:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
GO:19016611LiverHCCquinone metabolic process26/795840/187233.40e-031.55e-0226
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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
COQ10ASNVMissense_Mutationc.440C>Tp.Ser147Phep.S147FQ96MF6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
COQ10AinsertionNonsense_Mutationnovelc.640_641insGGATCTGTAGTTCCTGAAGGTGCGTGGTTAGTGGGCAAAGGTATGAAp.Val214GlyfsTer6p.V214Gfs*6Q96MF6protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
COQ10ASNVMissense_Mutationnovelc.310N>Ap.Val104Metp.V104MQ96MF6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COQ10ASNVMissense_Mutationrs757134894c.469N>Ap.Val157Ilep.V157IQ96MF6protein_codingtolerated(0.1)probably_damaging(0.923)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COQ10ASNVMissense_Mutationrs759222537c.629N>Cp.Phe210Serp.F210SQ96MF6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COQ10ASNVMissense_Mutationnovelc.455T>Cp.Val152Alap.V152AQ96MF6protein_codingtolerated(0.05)benign(0.348)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
COQ10ASNVMissense_Mutationnovelc.698C>Tp.Thr233Ilep.T233IQ96MF6protein_codingdeleterious(0)possibly_damaging(0.542)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
COQ10ASNVMissense_Mutationnovelc.422N>Cp.Val141Alap.V141AQ96MF6protein_codingdeleterious(0)benign(0.392)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COQ10ASNVMissense_Mutationnovelc.604N>Ap.His202Asnp.H202NQ96MF6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COQ10ASNVMissense_Mutationc.297N>Tp.Glu99Aspp.E99DQ96MF6protein_codingtolerated(0.1)benign(0.267)TCGA-AP-A059-01Endometriumuterine 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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