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: COQ9

Gene summary for COQ9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COQ9

Gene ID

57017

Gene namecoenzyme Q9
Gene AliasC16orf49
Cytomap16q21
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

A0A024R6U3


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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
57017COQ9C21HumanOral cavityOSCC7.35e-531.53e+000.2678
57017COQ9C30HumanOral cavityOSCC3.67e-361.66e+000.3055
57017COQ9C38HumanOral cavityOSCC2.90e-098.39e-010.172
57017COQ9C43HumanOral cavityOSCC7.12e-143.84e-010.1704
57017COQ9C46HumanOral cavityOSCC2.68e-327.24e-010.1673
57017COQ9C51HumanOral cavityOSCC1.24e-128.75e-010.2674
57017COQ9C57HumanOral cavityOSCC1.06e-166.82e-010.1679
57017COQ9C06HumanOral cavityOSCC2.35e-061.26e+000.2699
57017COQ9C08HumanOral cavityOSCC1.71e-255.88e-010.1919
57017COQ9C09HumanOral cavityOSCC2.21e-031.55e-010.1431
57017COQ9LN46HumanOral cavityOSCC1.11e-237.98e-010.1666
57017COQ9LP15HumanOral cavityLP1.15e-039.15e-010.2174
57017COQ9LP17HumanOral cavityLP1.22e-025.93e-010.2349
57017COQ9SYSMH1HumanOral cavityOSCC2.77e-092.77e-010.1127
57017COQ9SYSMH2HumanOral cavityOSCC2.88e-306.62e-010.2326
57017COQ9SYSMH3HumanOral cavityOSCC3.68e-337.88e-010.2442
57017COQ9SYSMH4HumanOral cavityOSCC2.17e-061.43e-010.1226
57017COQ9SYSMH5HumanOral cavityOSCC5.39e-093.08e-010.0647
57017COQ9SYSMH6HumanOral cavityOSCC1.70e-103.79e-010.1275
57017COQ9P5_S10_cSCCHumanSkincSCC1.17e-041.29e-01-0.299
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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
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:000611920EsophagusHGINoxidative phosphorylation69/2587141/187231.37e-232.05e-2069
GO:000906020EsophagusHGINaerobic respiration81/2587189/187231.07e-229.26e-2081
GO:004603427EsophagusHGINATP metabolic process101/2587277/187231.53e-211.02e-18101
GO:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
GO:004533320EsophagusHGINcellular respiration86/2587230/187232.41e-191.20e-1686
GO:001598020EsophagusHGINenergy derivation by oxidation of organic compounds105/2587318/187231.16e-184.99e-16105
GO:004277320EsophagusHGINATP synthesis coupled electron transport49/258795/187232.21e-187.36e-1649
GO:004277520EsophagusHGINmitochondrial ATP synthesis coupled electron transport49/258795/187232.21e-187.36e-1649
GO:002290420EsophagusHGINrespiratory electron transport chain51/2587114/187239.63e-162.41e-1351
GO:001964620EsophagusHGINaerobic electron transport chain43/258787/187231.98e-154.41e-1343
GO:002290020EsophagusHGINelectron transport chain66/2587175/187232.21e-154.73e-1366
GO:000612020EsophagusHGINmitochondrial electron transport, NADH to ubiquinone28/258751/187235.72e-127.30e-1028
GO:19016614EsophagusHGINquinone metabolic process13/258740/187232.04e-032.13e-0213
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0009060110EsophagusESCCaerobic respiration145/8552189/187232.16e-182.21e-16145
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:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:0006119111EsophagusESCCoxidative phosphorylation106/8552141/187238.19e-133.63e-11106
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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
COQ9SNVMissense_Mutationc.76N>Ap.Ala26Thrp.A26TO75208protein_codingtolerated_low_confidence(0.61)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COQ9SNVMissense_Mutationc.743N>Tp.Ala248Valp.A248VO75208protein_codingtolerated(0.07)benign(0.068)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
COQ9SNVMissense_Mutationc.342N>Ap.His114Glnp.H114QO75208protein_codingdeleterious(0.02)probably_damaging(0.949)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
COQ9SNVMissense_Mutationrs201097286c.467G>Ap.Arg156Glnp.R156QO75208protein_codingtolerated(0.49)benign(0.003)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COQ9SNVMissense_Mutationrs763626877c.259G>Ap.Gly87Serp.G87SO75208protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COQ9SNVMissense_Mutationc.275A>Gp.Asp92Glyp.D92GO75208protein_codingtolerated(0.25)benign(0)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
COQ9SNVMissense_Mutationc.227N>Tp.Ser76Phep.S76FO75208protein_codingtolerated(0.57)benign(0.001)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COQ9insertionFrame_Shift_Insnovelc.481_482insAp.Leu161HisfsTer38p.L161Hfs*38O75208protein_codingTCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
COQ9SNVMissense_Mutationnovelc.697N>Tp.Asp233Tyrp.D233YO75208protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COQ9SNVMissense_Mutationnovelc.98N>Cp.Val33Alap.V33AO75208protein_codingtolerated_low_confidence(0.69)benign(0)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
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