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: COQ4

Gene summary for COQ4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COQ4

Gene ID

51117

Gene namecoenzyme Q4
Gene AliasCGI-92
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0006743

UniProtAcc

A0A024R890


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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
51117COQ4P84T-EHumanEsophagusESCC7.69e-127.12e-010.0933
51117COQ4P89T-EHumanEsophagusESCC2.69e-201.44e+000.1752
51117COQ4P91T-EHumanEsophagusESCC3.74e-262.03e+000.1828
51117COQ4P94T-EHumanEsophagusESCC1.63e-041.08e+000.0879
51117COQ4P104T-EHumanEsophagusESCC1.21e-086.85e-010.0931
51117COQ4P107T-EHumanEsophagusESCC4.51e-751.70e+000.171
51117COQ4P126T-EHumanEsophagusESCC5.52e-101.08e+000.1125
51117COQ4P127T-EHumanEsophagusESCC6.71e-365.90e-010.0826
51117COQ4P128T-EHumanEsophagusESCC6.23e-361.01e+000.1241
51117COQ4P130T-EHumanEsophagusESCC9.43e-459.80e-010.1676
51117COQ4S43HumanLiverCirrhotic1.69e-05-1.97e-01-0.0187
51117COQ4HCC1_MengHumanLiverHCC4.22e-59-7.23e-020.0246
51117COQ4HCC2_MengHumanLiverHCC2.29e-261.83e-030.0107
51117COQ4cirrhotic1HumanLiverCirrhotic1.11e-072.22e-010.0202
51117COQ4cirrhotic2HumanLiverCirrhotic1.25e-062.48e-010.0201
51117COQ4cirrhotic3HumanLiverCirrhotic6.63e-051.38e-010.0215
51117COQ4Pt13.bHumanLiverHCC2.42e-062.98e-020.0251
51117COQ4S014HumanLiverHCC6.03e-116.57e-010.2254
51117COQ4S015HumanLiverHCC4.22e-086.48e-010.2375
51117COQ4S016HumanLiverHCC7.60e-095.67e-010.2243
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:19016614EsophagusHGINquinone metabolic process13/258740/187232.04e-032.13e-0213
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:004218011LiverCirrhoticcellular ketone metabolic process80/4634211/187231.40e-051.95e-0480
GO:19016612LiverCirrhoticquinone metabolic process18/463440/187234.11e-032.20e-0218
GO:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
GO:19016611LiverHCCquinone metabolic process26/795840/187233.40e-031.55e-0226
GO:19016613Oral cavityOSCCquinone metabolic process32/730540/187231.40e-072.34e-0632
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:0042181Oral cavityOSCCketone biosynthetic process26/730543/187233.55e-031.49e-0226
GO:190166111Oral cavityLPquinone metabolic process24/462340/187232.17e-064.85e-0524
GO:00067441Oral cavityLPubiquinone biosynthetic process10/462317/187232.80e-031.95e-0210
GO:19016631Oral cavityLPquinone biosynthetic process10/462317/187232.80e-031.95e-0210
GO:004218012Oral cavityLPcellular ketone metabolic process70/4623211/187233.29e-032.21e-0270
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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
COQ4SNVMissense_Mutationrs746503078c.712G>Ap.Glu238Lysp.E238KQ9Y3A0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COQ4SNVMissense_Mutationrs773943371c.356N>Tp.Pro119Leup.P119LQ9Y3A0protein_codingdeleterious(0)probably_damaging(0.975)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COQ4SNVMissense_Mutationrs200009624c.490N>Ap.Asp164Asnp.D164NQ9Y3A0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COQ4SNVMissense_Mutationrs774395996c.433C>Tp.Arg145Cysp.R145CQ9Y3A0protein_codingdeleterious(0)probably_damaging(0.963)TCGA-D5-6920-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COQ4SNVMissense_Mutationc.746G>Tp.Arg249Leup.R249LQ9Y3A0protein_codingdeleterious(0)possibly_damaging(0.716)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
COQ4SNVMissense_Mutationrs752897625c.374N>Ap.Arg125Hisp.R125HQ9Y3A0protein_codingtolerated(0.22)possibly_damaging(0.766)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COQ4SNVMissense_Mutationnovelc.295N>Ap.Leu99Metp.L99MQ9Y3A0protein_codingtolerated(0.07)probably_damaging(0.995)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COQ4SNVMissense_Mutationrs762170679c.434N>Ap.Arg145Hisp.R145HQ9Y3A0protein_codingtolerated(0.11)probably_damaging(0.963)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
COQ4SNVMissense_Mutationc.640N>Ap.Leu214Metp.L214MQ9Y3A0protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AP-A0LG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COQ4SNVMissense_Mutationrs762170679c.434G>Ap.Arg145Hisp.R145HQ9Y3A0protein_codingtolerated(0.11)probably_damaging(0.963)TCGA-B5-A3FC-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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