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: GNG11

Gene summary for GNG11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNG11

Gene ID

2791

Gene nameG protein subunit gamma 11
Gene AliasGNGT11
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

P61952


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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
2791GNG11AEH-subject1HumanEndometriumAEH9.79e-24-5.24e-01-0.3059
2791GNG11AEH-subject2HumanEndometriumAEH1.56e-19-4.77e-01-0.2525
2791GNG11AEH-subject3HumanEndometriumAEH5.12e-07-3.07e-01-0.2576
2791GNG11AEH-subject4HumanEndometriumAEH7.10e-08-3.80e-01-0.2657
2791GNG11AEH-subject5HumanEndometriumAEH8.43e-14-4.44e-01-0.2953
2791GNG11EEC-subject1HumanEndometriumEEC2.66e-26-5.57e-01-0.2682
2791GNG11EEC-subject2HumanEndometriumEEC7.07e-37-6.29e-01-0.2607
2791GNG11EEC-subject3HumanEndometriumEEC8.33e-35-4.79e-01-0.2525
2791GNG11EEC-subject4HumanEndometriumEEC6.46e-04-2.20e-01-0.2571
2791GNG11EEC-subject5HumanEndometriumEEC3.72e-15-4.23e-01-0.249
2791GNG11GSM5276934HumanEndometriumEEC5.22e-07-3.63e-01-0.0913
2791GNG11GSM5276937HumanEndometriumEEC6.31e-03-2.54e-01-0.0897
2791GNG11GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.08e-34-6.61e-01-0.1869
2791GNG11GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.28e-31-6.61e-01-0.1875
2791GNG11GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.10e-33-6.46e-01-0.1883
2791GNG11GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.62e-39-6.22e-01-0.1934
2791GNG11GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.56e-47-6.61e-01-0.1917
2791GNG11GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.05e-45-6.61e-01-0.1916
2791GNG11GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC7.22e-13-3.99e-01-0.1269
2791GNG11P11T-EHumanEsophagusESCC3.11e-065.16e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0472320EndometriumAEHRetrograde endocannabinoid signaling39/1197148/84655.89e-055.80e-044.24e-0439
hsa0516725EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa0517018EndometriumAEHHuman immunodeficiency virus 1 infection43/1197212/84658.19e-034.22e-023.09e-0243
hsa0516320EndometriumAEHHuman cytomegalovirus infection45/1197225/84658.98e-034.56e-023.34e-0245
hsa04723110EndometriumAEHRetrograde endocannabinoid signaling39/1197148/84655.89e-055.80e-044.24e-0439
hsa05167111EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa0517019EndometriumAEHHuman immunodeficiency virus 1 infection43/1197212/84658.19e-034.22e-023.09e-0243
hsa05163110EndometriumAEHHuman cytomegalovirus infection45/1197225/84658.98e-034.56e-023.34e-0245
hsa0472324EndometriumEECRetrograde endocannabinoid signaling39/1237148/84651.22e-041.18e-038.78e-0439
hsa0516726EndometriumEECKaposi sarcoma-associated herpesvirus infection45/1237194/84658.55e-045.86e-034.37e-0345
hsa0516325EndometriumEECHuman cytomegalovirus infection47/1237225/84656.17e-033.12e-022.33e-0247
hsa0517025EndometriumEECHuman immunodeficiency virus 1 infection44/1237212/84658.86e-034.05e-023.02e-0244
hsa0472334EndometriumEECRetrograde endocannabinoid signaling39/1237148/84651.22e-041.18e-038.78e-0439
hsa0516735EndometriumEECKaposi sarcoma-associated herpesvirus infection45/1237194/84658.55e-045.86e-034.37e-0345
hsa0516335EndometriumEECHuman cytomegalovirus infection47/1237225/84656.17e-033.12e-022.33e-0247
hsa0517035EndometriumEECHuman immunodeficiency virus 1 infection44/1237212/84658.86e-034.05e-023.02e-0244
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0492616EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
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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
GNG11insertionFrame_Shift_Insnovelc.61_62insGTACTCCTTTTCCTp.Gln21ArgfsTer11p.Q21Rfs*11P61952protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GNG11SNVMissense_Mutationc.5C>Ap.Pro2Hisp.P2HP61952protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GNG11SNVMissense_Mutationc.18C>Gp.Ile6Metp.I6MP61952protein_codingtolerated(0.41)possibly_damaging(0.759)TCGA-AF-3911-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fuPD
GNG11SNVMissense_Mutationnovelc.19G>Ap.Glu7Lysp.E7KP61952protein_codingdeleterious(0.04)possibly_damaging(0.456)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GNG11SNVMissense_Mutationnovelc.22G>Tp.Asp8Tyrp.D8YP61952protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
GNG11SNVMissense_Mutationnovelc.40N>Gp.Lys14Glup.K14EP61952protein_codingtolerated(0.25)possibly_damaging(0.844)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GNG11SNVMissense_Mutationc.203N>Tp.Gly68Valp.G68VP61952protein_codingdeleterious(0)probably_damaging(0.941)TCGA-05-4430-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
GNG11SNVMissense_Mutationc.143N>Ap.Ser48Tyrp.S48YP61952protein_codingdeleterious(0)possibly_damaging(0.663)TCGA-50-6592-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GNG11SNVMissense_Mutationc.68N>Ap.Arg23Hisp.R23HP61952protein_codingdeleterious(0)possibly_damaging(0.839)TCGA-21-1080-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
GNG11SNVMissense_Mutationnovelc.101C>Gp.Ser34Cysp.S34CP61952protein_codingdeleterious(0)probably_damaging(0.997)TCGA-33-AASI-01Lunglung squamous cell carcinomaFemale>=65I/IIChemotherapytaxoterePD
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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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