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: GNAQ

Gene summary for GNAQ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNAQ

Gene ID

2776

Gene nameG protein subunit alpha q
Gene AliasCMC1
Cytomap9q21.2
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

A0A024R240


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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
2776GNAQCCI_1HumanCervixCC2.09e-047.33e-010.528
2776GNAQCCI_2HumanCervixCC4.09e-091.21e+000.5249
2776GNAQCCI_3HumanCervixCC2.22e-141.21e+000.516
2776GNAQL1HumanCervixCC2.51e-02-2.87e-010.0802
2776GNAQHTA11_3410_2000001011HumanColorectumAD4.06e-31-7.37e-010.0155
2776GNAQHTA11_2951_2000001011HumanColorectumAD1.76e-03-5.83e-010.0216
2776GNAQHTA11_347_2000001011HumanColorectumAD1.08e-168.00e-01-0.1954
2776GNAQHTA11_411_2000001011HumanColorectumSER6.59e-188.84e-01-0.2602
2776GNAQHTA11_5216_2000001011HumanColorectumSER7.79e-05-4.20e-01-0.1462
2776GNAQHTA11_9341_2000001011HumanColorectumSER3.28e-03-4.91e-01-0.00410000000000005
2776GNAQHTA11_866_3004761011HumanColorectumAD4.47e-17-6.48e-010.096
2776GNAQHTA11_8622_2000001021HumanColorectumSER3.21e-08-5.34e-010.0528
2776GNAQHTA11_10711_2000001011HumanColorectumAD3.97e-03-4.47e-010.0338
2776GNAQHTA11_7696_3000711011HumanColorectumAD7.87e-24-5.96e-010.0674
2776GNAQHTA11_99999970781_79442HumanColorectumMSS5.94e-11-4.52e-010.294
2776GNAQHTA11_99999965062_69753HumanColorectumMSI-H2.38e-035.98e-010.3487
2776GNAQHTA11_99999971662_82457HumanColorectumMSS1.70e-28-7.57e-010.3859
2776GNAQHTA11_99999973899_84307HumanColorectumMSS4.66e-09-7.39e-010.2585
2776GNAQHTA11_99999974143_84620HumanColorectumMSS2.40e-64-1.03e+000.3005
2776GNAQF007HumanColorectumFAP1.19e-05-4.57e-010.1176
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:0006469ColorectumADnegative regulation of protein kinase activity65/3918212/187235.21e-045.62e-0365
GO:0033673ColorectumADnegative regulation of kinase activity71/3918237/187236.18e-046.47e-0371
GO:0042752ColorectumADregulation of circadian rhythm40/3918121/187231.24e-031.09e-0240
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:00508211ColorectumSERprotein stabilization58/2897191/187231.46e-078.59e-0658
GO:00513481ColorectumSERnegative regulation of transferase activity70/2897268/187234.27e-061.62e-0470
GO:00105631ColorectumSERnegative regulation of phosphorus metabolic process101/2897442/187232.39e-056.70e-04101
GO:00420601ColorectumSERwound healing97/2897422/187232.69e-057.30e-0497
GO:00459361ColorectumSERnegative regulation of phosphate metabolic process100/2897441/187233.62e-059.39e-04100
GO:00076231ColorectumSERcircadian rhythm54/2897210/187237.98e-051.77e-0354
GO:00019331ColorectumSERnegative regulation of protein phosphorylation79/2897342/187231.21e-042.49e-0379
GO:00160551ColorectumSERWnt signaling pathway97/2897444/187232.02e-043.68e-0397
GO:00423261ColorectumSERnegative regulation of phosphorylation86/2897385/187232.10e-043.78e-0386
GO:01987381ColorectumSERcell-cell signaling by wnt97/2897446/187232.39e-044.11e-0397
GO:00301111ColorectumSERregulation of Wnt signaling pathway75/2897328/187232.47e-044.20e-0375
GO:00336731ColorectumSERnegative regulation of kinase activity57/2897237/187233.48e-045.46e-0357
GO:00064691ColorectumSERnegative regulation of protein kinase activity52/2897212/187233.75e-045.74e-0352
GO:00508781ColorectumSERregulation of body fluid levels81/2897379/187231.28e-031.43e-0281
GO:00600701ColorectumSERcanonical Wnt signaling pathway66/2897303/187232.10e-032.06e-0266
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501618CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0516318CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0491520CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0472318CervixCCRetrograde endocannabinoid signaling42/1267148/84651.79e-051.42e-048.40e-0542
hsa0517016CervixCCHuman immunodeficiency virus 1 infection55/1267212/84651.80e-051.42e-048.40e-0555
hsa0513516CervixCCYersinia infection39/1267137/84653.27e-052.41e-041.42e-0439
hsa0407110CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa051465CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa0491212CervixCCGnRH signaling pathway26/126793/84658.72e-043.87e-032.29e-0326
hsa0501716CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa0492812CervixCCParathyroid hormone synthesis, secretion and action27/1267106/84653.12e-031.19e-027.03e-0327
hsa04062CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa0497116CervixCCGastric acid secretion20/126776/84656.93e-032.27e-021.34e-0220
hsa04540CervixCCGap junction22/126788/84659.07e-032.85e-021.69e-0222
hsa049218CervixCCOxytocin signaling pathway34/1267154/84651.12e-023.42e-022.02e-0234
hsa046115CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
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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
GNAQSNVMissense_Mutationnovelc.492N>Tp.Leu164Phep.L164FP50148protein_codingdeleterious(0.02)possibly_damaging(0.456)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GNAQSNVMissense_Mutationnovelc.75C>Gp.Ile25Metp.I25MP50148protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GNAQSNVMissense_Mutationrs769002669c.676N>Gp.Ile226Valp.I226VP50148protein_codingtolerated(0.06)benign(0.106)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
GNAQSNVMissense_Mutationc.955G>Ap.Asp319Asnp.D319NP50148protein_codingtolerated(0.19)benign(0.014)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNAQSNVMissense_Mutationrs397514698c.548N>Ap.Arg183Glnp.R183QP50148protein_codingdeleterious(0.03)probably_damaging(0.958)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GNAQSNVMissense_Mutationc.542N>Cp.Arg181Thrp.R181TP50148protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3666-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
GNAQSNVMissense_Mutationc.403T>Gp.Leu135Valp.L135VP50148protein_codingtolerated(0.06)benign(0.118)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GNAQSNVMissense_Mutationc.524C>Tp.Thr175Metp.T175MP50148protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GNAQSNVMissense_Mutationrs761634659c.254N>Tp.Thr85Metp.T85MP50148protein_codingtolerated(0.42)benign(0.015)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GNAQSNVMissense_Mutationc.152G>Tp.Gly51Valp.G51VP50148protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
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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
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCEVerteporfinVERTEPORFIN27308390
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCESOTRASTAURIN ACETATE24141786
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCEEverolimusEVEROLIMUS27507190
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCEMEK INHIBITOR PD032590124141786
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCEPLX4720PLX-472024504448
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCESelumetinibSELUMETINIB22550165
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCECGM097CGM-09727507190
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCEU012619078957
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCEMEK162BINIMETINIB27507190
2776GNAQCLINICALLY ACTIONABLE, DRUG RESISTANCERefametinibREFAMETINIB23434733
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