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: COX4I2

Gene summary for COX4I2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COX4I2

Gene ID

84701

Gene namecytochrome c oxidase subunit 4I2
Gene AliasCOX4
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

H6SG14


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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
84701COX4I2Pt13.aHumanLiverHCC1.13e-083.64e-010.021
84701COX4I2Pt13.bHumanLiverHCC8.37e-307.20e-010.0251
84701COX4I2Pt14.bHumanLiverHCC2.74e-023.25e-010.018
84701COX4I2S015HumanLiverHCC3.88e-041.01e+000.2375
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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
∗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:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:000906012LiverHCCaerobic respiration147/7958189/187233.13e-236.61e-21147
GO:004533312LiverHCCcellular respiration171/7958230/187236.35e-231.26e-20171
GO:004603422LiverHCCATP metabolic process198/7958277/187238.30e-231.55e-20198
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:000611912LiverHCCoxidative phosphorylation110/7958141/187236.58e-187.45e-16110
GO:002290412LiverHCCrespiratory electron transport chain89/7958114/187238.68e-155.73e-1389
GO:004277312LiverHCCATP synthesis coupled electron transport74/795895/187231.94e-129.18e-1174
GO:004277512LiverHCCmitochondrial ATP synthesis coupled electron transport74/795895/187231.94e-129.18e-1174
GO:001964612LiverHCCaerobic electron transport chain67/795887/187235.43e-112.00e-0967
GO:000166612LiverHCCresponse to hypoxia172/7958307/187231.06e-061.59e-05172
GO:003629312LiverHCCresponse to decreased oxygen levels179/7958322/187231.29e-061.87e-05179
GO:007048212LiverHCCresponse to oxygen levels191/7958347/187231.42e-062.03e-05191
GO:007145311LiverHCCcellular response to oxygen levels98/7958177/187233.63e-042.52e-0398
GO:003629411LiverHCCcellular response to decreased oxygen levels90/7958161/187234.03e-042.72e-0390
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:007145611LiverHCCcellular response to hypoxia84/7958151/187237.57e-044.56e-0384
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0520842LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0502022LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0541522LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0019022LiverHCCOxidative phosphorylation103/4020134/84652.39e-125.01e-112.79e-11103
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0520852LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0502032LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0541532LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0019032LiverHCCOxidative phosphorylation103/4020134/84652.39e-125.01e-112.79e-11103
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
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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
COX4I2SNVMissense_Mutationc.239A>Gp.Lys80Argp.K80RQ96KJ9protein_codingdeleterious(0)possibly_damaging(0.776)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COX4I2SNVMissense_Mutationrs781340542c.481N>Tp.Arg161Cysp.R161CQ96KJ9protein_codingdeleterious(0.01)benign(0.438)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
COX4I2SNVMissense_Mutationc.23N>Ap.Ser8Asnp.S8NQ96KJ9protein_codingtolerated(0.08)benign(0.001)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COX4I2SNVMissense_Mutationc.437N>Ap.Arg146Hisp.R146HQ96KJ9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COX4I2SNVMissense_Mutationrs752734271c.346G>Ap.Ala116Thrp.A116TQ96KJ9protein_codingtolerated(1)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COX4I2SNVMissense_Mutationc.461C>Ap.Pro154Hisp.P154HQ96KJ9protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COX4I2SNVMissense_Mutationrs373809337c.293G>Ap.Arg98Hisp.R98HQ96KJ9protein_codingtolerated(0.14)benign(0.029)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
COX4I2SNVMissense_Mutationnovelc.250N>Cp.Tyr84Hisp.Y84HQ96KJ9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
COX4I2SNVMissense_Mutationnovelc.282G>Tp.Glu94Aspp.E94DQ96KJ9protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COX4I2SNVMissense_Mutationrs759933027c.235G>Ap.Glu79Lysp.E79KQ96KJ9protein_codingdeleterious(0)possibly_damaging(0.695)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
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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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