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: GNG2

Gene summary for GNG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNG2

Gene ID

54331

Gene nameG protein subunit gamma 2
Gene AliasGNG2
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

P59768


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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
54331GNG2LZE4THumanEsophagusESCC2.31e-031.81e-010.0811
54331GNG2LZE7THumanEsophagusESCC2.10e-063.93e-010.0667
54331GNG2LZE6THumanEsophagusESCC1.58e-189.78e-010.0845
54331GNG2P10T-EHumanEsophagusESCC3.37e-068.82e-020.116
54331GNG2P11T-EHumanEsophagusESCC8.40e-177.15e-010.1426
54331GNG2P12T-EHumanEsophagusESCC3.10e-195.08e-010.1122
54331GNG2P16T-EHumanEsophagusESCC9.52e-122.27e-010.1153
54331GNG2P19T-EHumanEsophagusESCC1.92e-088.35e-010.1662
54331GNG2P24T-EHumanEsophagusESCC8.69e-042.26e-010.1287
54331GNG2P32T-EHumanEsophagusESCC9.69e-134.02e-010.1666
54331GNG2P37T-EHumanEsophagusESCC2.56e-276.41e-010.1371
54331GNG2P44T-EHumanEsophagusESCC7.88e-031.77e-010.1096
54331GNG2C21HumanOral cavityOSCC7.03e-032.32e-010.2678
54331GNG2C30HumanOral cavityOSCC1.66e-043.18e-010.3055
54331GNG2C38HumanOral cavityOSCC5.04e-106.90e-010.172
54331GNG2C07HumanOral cavityOSCC5.85e-036.70e-010.2491
54331GNG2C09HumanOral cavityOSCC4.31e-122.66e-010.1431
54331GNG2LN22HumanOral cavityOSCC6.06e-044.77e-010.1733
54331GNG2EOLP-1HumanOral cavityEOLP2.48e-063.65e-01-0.0202
54331GNG2NEOLP-1HumanOral cavityNEOLP5.13e-032.49e-01-0.0194
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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
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
∗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:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:19016556EsophagusESCCcellular response to ketone59/855296/187231.32e-036.30e-0359
GO:0097305111EsophagusESCCresponse to alcohol138/8552253/187232.70e-031.14e-02138
GO:190165419Oral cavityOSCCresponse to ketone114/7305194/187231.82e-083.60e-07114
GO:19016555Oral cavityOSCCcellular response to ketone56/730596/187239.61e-057.25e-0456
GO:009730519Oral cavityOSCCresponse to alcohol127/7305253/187231.81e-041.24e-03127
GO:190165424Oral cavityEOLPresponse to ketone45/2218194/187236.38e-061.24e-0445
GO:009730525Oral cavityEOLPresponse to alcohol53/2218253/187232.31e-053.50e-0453
GO:190165513Oral cavityEOLPcellular response to ketone25/221896/187239.99e-051.14e-0325
GO:0071380Oral cavityEOLPcellular response to prostaglandin E stimulus7/221815/187238.78e-046.75e-037
GO:00973063Oral cavityEOLPcellular response to alcohol20/221893/187235.62e-032.90e-0220
GO:0071379Oral cavityEOLPcellular response to prostaglandin stimulus7/221820/187236.20e-033.09e-027
GO:190165432Oral cavityNEOLPresponse to ketone37/2005194/187233.52e-043.38e-0337
GO:009730532Oral cavityNEOLPresponse to alcohol43/2005253/187231.50e-031.06e-0243
GO:009730612Oral cavityNEOLPcellular response to alcohol19/200593/187234.12e-032.33e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0516738EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516338EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0492616EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0516729Oral cavityOSCCKaposi sarcoma-associated herpesvirus infection125/3704194/84653.67e-093.84e-081.96e-08125
hsa0517027Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa0516328Oral cavityOSCCHuman cytomegalovirus infection139/3704225/84652.77e-082.38e-071.21e-07139
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa049267Oral cavityOSCCRelaxin signaling pathway74/3704129/84651.20e-033.37e-031.72e-0374
hsa05167113Oral cavityOSCCKaposi sarcoma-associated herpesvirus infection125/3704194/84653.67e-093.84e-081.96e-08125
hsa05170111Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa05163112Oral cavityOSCCHuman cytomegalovirus infection139/3704225/84652.77e-082.38e-071.21e-07139
hsa0415113Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0492615Oral cavityOSCCRelaxin signaling pathway74/3704129/84651.20e-033.37e-031.72e-0374
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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
GNG2SNVMissense_Mutationnovelc.157C>Gp.Pro53Alap.P53AP59768protein_codingtolerated(0.23)probably_damaging(0.999)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GNG2SNVMissense_Mutationc.101N>Tp.Ala34Valp.A34VP59768protein_codingdeleterious(0.02)possibly_damaging(0.698)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
GNG2SNVMissense_Mutationc.106G>Tp.Asp36Tyrp.D36YP59768protein_codingdeleterious(0)probably_damaging(0.977)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GNG2SNVMissense_Mutationc.179N>Tp.Pro60Leup.P60LP59768protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-D1-A16Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GNG2SNVMissense_Mutationnovelc.199N>Gp.Phe67Valp.F67VP59768protein_codingtolerated(0.54)benign(0.433)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GNG2SNVMissense_Mutationrs139067662c.164N>Tp.Pro55Leup.P55LP59768protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-38-4631-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GNG2SNVMissense_Mutationnovelc.195N>Tp.Lys65Asnp.K65NP59768protein_codingdeleterious(0.03)possibly_damaging(0.447)TCGA-49-4514-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNG2SNVMissense_Mutationnovelc.78C>Ap.Asp26Glup.D26EP59768protein_codingtolerated(1)benign(0.011)TCGA-78-7155-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinPD
GNG2SNVMissense_Mutationc.81G>Cp.Arg27Serp.R27SP59768protein_codingdeleterious(0.01)possibly_damaging(0.596)TCGA-99-8025-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapygemzarSD
GNG2SNVMissense_Mutationnovelc.140A>Gp.Glu47Glyp.E47GP59768protein_codingtolerated(0.08)possibly_damaging(0.575)TCGA-56-7730-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapyunknownPD
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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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