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: COQ2

Gene summary for COQ2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COQ2

Gene ID

27235

Gene namecoenzyme Q2, polyprenyltransferase
Gene AliasCL640
Cytomap4q21.23
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q96H96


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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
27235COQ2LZE2THumanEsophagusESCC5.55e-044.40e-010.082
27235COQ2LZE4THumanEsophagusESCC1.80e-028.41e-020.0811
27235COQ2LZE24THumanEsophagusESCC2.99e-062.53e-010.0596
27235COQ2LZE21THumanEsophagusESCC3.77e-021.56e-010.0655
27235COQ2P1T-EHumanEsophagusESCC1.08e-021.77e-010.0875
27235COQ2P2T-EHumanEsophagusESCC4.98e-132.29e-010.1177
27235COQ2P4T-EHumanEsophagusESCC7.07e-245.34e-010.1323
27235COQ2P5T-EHumanEsophagusESCC1.02e-051.74e-010.1327
27235COQ2P8T-EHumanEsophagusESCC3.36e-131.98e-010.0889
27235COQ2P9T-EHumanEsophagusESCC6.33e-112.46e-010.1131
27235COQ2P10T-EHumanEsophagusESCC2.07e-132.82e-010.116
27235COQ2P11T-EHumanEsophagusESCC1.94e-043.76e-010.1426
27235COQ2P12T-EHumanEsophagusESCC2.98e-274.62e-010.1122
27235COQ2P15T-EHumanEsophagusESCC5.72e-245.26e-010.1149
27235COQ2P16T-EHumanEsophagusESCC2.27e-151.49e-010.1153
27235COQ2P17T-EHumanEsophagusESCC9.82e-032.43e-010.1278
27235COQ2P19T-EHumanEsophagusESCC9.96e-062.88e-010.1662
27235COQ2P20T-EHumanEsophagusESCC2.42e-021.20e-010.1124
27235COQ2P21T-EHumanEsophagusESCC7.83e-224.75e-010.1617
27235COQ2P22T-EHumanEsophagusESCC2.73e-071.02e-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
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
∗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:190166112EsophagusESCCquinone metabolic process34/855240/187233.00e-074.27e-0634
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00067432EsophagusESCCubiquinone metabolic process17/855219/187239.02e-056.50e-0417
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
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:00082991EsophagusESCCisoprenoid biosynthetic process21/855228/187231.57e-037.33e-0321
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
GO:004426221LiverHCCcellular carbohydrate metabolic process153/7958283/187235.27e-055.00e-04153
GO:000672011LiverHCCisoprenoid metabolic process65/7958116/187232.23e-031.11e-0265
GO:19016611LiverHCCquinone metabolic process26/795840/187233.40e-031.55e-0226
GO:19016613Oral cavityOSCCquinone metabolic process32/730540/187231.40e-072.34e-0632
GO:00060667Oral cavityOSCCalcohol metabolic process179/7305353/187234.54e-065.21e-05179
GO:00421804Oral cavityOSCCcellular ketone metabolic process111/7305211/187233.94e-053.45e-04111
GO:0006743Oral cavityOSCCubiquinone metabolic process16/730519/187237.05e-055.60e-0416
GO:0006744Oral cavityOSCCubiquinone biosynthetic process14/730517/187233.31e-042.04e-0314
GO:1901663Oral cavityOSCCquinone biosynthetic process14/730517/187233.31e-042.04e-0314
GO:0008299Oral cavityOSCCisoprenoid biosynthetic process20/730528/187235.13e-042.99e-0320
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
COQ2SNVMissense_Mutationnovelc.749N>Cp.Arg250Thrp.R250TQ96H96protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
COQ2SNVMissense_Mutationc.1067C>Tp.Ala356Valp.A356VQ96H96protein_codingtolerated(0.05)possibly_damaging(0.614)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
COQ2SNVMissense_Mutationc.682N>Cp.Asn228Hisp.N228HQ96H96protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
COQ2SNVMissense_Mutationc.484N>Tp.Leu162Phep.L162FQ96H96protein_codingdeleterious(0.02)possibly_damaging(0.799)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
COQ2SNVMissense_Mutationc.532N>Gp.Thr178Alap.T178AQ96H96protein_codingdeleterious(0.03)possibly_damaging(0.615)TCGA-AZ-4614-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
COQ2SNVMissense_Mutationrs758103492c.517N>Tp.Arg173Cysp.R173CQ96H96protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
COQ2SNVMissense_Mutationc.1081N>Ap.Gly361Argp.G361RQ96H96protein_codingdeleterious(0.01)benign(0.077)TCGA-DM-A28F-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
COQ2SNVMissense_Mutationc.1141N>Gp.Asn381Aspp.N381DQ96H96protein_codingtolerated(0.53)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COQ2insertionFrame_Shift_Insnovelc.8dupCp.Ile4AsnfsTer89p.I4Nfs*89Q96H96protein_codingTCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
COQ2SNVMissense_Mutationnovelc.1165C>Gp.Leu389Valp.L389VQ96H96protein_codingtolerated(0.83)benign(0.006)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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
27235COQ2ENZYMEatorvastatinATORVASTATIN20347093
27235COQ2ENZYMEhmg coa reductase inhibitors20347093
27235COQ2ENZYMErosuvastatinROSUVASTATIN20347093
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