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: GNGT1

Gene summary for GNGT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNGT1

Gene ID

2792

Gene nameG protein subunit gamma transducin 1
Gene AliasGNG1
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

P63211


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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
2792GNGT1CCI_3HumanCervixCC2.21e-451.87e+000.516
2792GNGT1CCII_1HumanCervixCC1.71e-051.93e-010.3249
2792GNGT1AEH-subject1HumanEndometriumAEH9.30e-538.71e-01-0.3059
2792GNGT1AEH-subject2HumanEndometriumAEH8.72e-296.30e-01-0.2525
2792GNGT1AEH-subject3HumanEndometriumAEH1.05e-205.05e-01-0.2576
2792GNGT1AEH-subject4HumanEndometriumAEH1.55e-428.94e-01-0.2657
2792GNGT1AEH-subject5HumanEndometriumAEH3.30e-631.00e+00-0.2953
2792GNGT1EEC-subject1HumanEndometriumEEC4.20e-275.54e-01-0.2682
2792GNGT1EEC-subject2HumanEndometriumEEC5.24e-498.09e-01-0.2607
2792GNGT1EEC-subject3HumanEndometriumEEC9.89e-174.50e-01-0.2525
2792GNGT1EEC-subject4HumanEndometriumEEC7.64e-346.32e-01-0.2571
2792GNGT1EEC-subject5HumanEndometriumEEC2.98e-346.41e-01-0.249
2792GNGT1GSM5276935HumanEndometriumEEC1.75e-049.74e-02-0.123
2792GNGT1LZE4THumanEsophagusESCC9.66e-092.69e-010.0811
2792GNGT1LZE7THumanEsophagusESCC5.23e-197.10e-010.0667
2792GNGT1LZE8THumanEsophagusESCC7.50e-093.25e-010.067
2792GNGT1LZE20THumanEsophagusESCC1.20e-052.28e-010.0662
2792GNGT1LZE22D1HumanEsophagusHGIN3.26e-021.42e-010.0595
2792GNGT1LZE22THumanEsophagusESCC3.15e-156.72e-010.068
2792GNGT1LZE24THumanEsophagusESCC5.74e-235.21e-010.0596
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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
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
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
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:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
GO:000166610CervixCCresponse to hypoxia61/2311307/187231.04e-041.34e-0361
GO:007048210CervixCCresponse to oxygen levels67/2311347/187231.21e-041.51e-0367
GO:003629310CervixCCresponse to decreased oxygen levels62/2311322/187232.29e-042.57e-0362
GO:00714539CervixCCcellular response to oxygen levels38/2311177/187234.23e-044.27e-0338
GO:00362949CervixCCcellular response to decreased oxygen levels35/2311161/187235.49e-045.29e-0335
GO:00714566CervixCCcellular response to hypoxia33/2311151/187237.06e-046.41e-0333
GO:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
GO:0048880CervixCCsensory system development63/2311381/187239.29e-034.66e-0263
GO:00094163CervixCCresponse to light stimulus54/2311320/187231.03e-024.97e-0254
GO:007048215EndometriumAEHresponse to oxygen levels64/2100347/187234.11e-056.99e-0464
GO:003629315EndometriumAEHresponse to decreased oxygen levels58/2100322/187231.78e-042.30e-0358
GO:000166615EndometriumAEHresponse to hypoxia55/2100307/187232.98e-043.38e-0355
GO:007145310EndometriumAEHcellular response to oxygen levels33/2100177/187232.30e-031.74e-0233
GO:000931410EndometriumAEHresponse to radiation70/2100456/187233.99e-032.68e-0270
GO:003629410EndometriumAEHcellular response to decreased oxygen levels29/2100161/187236.73e-033.94e-0229
GO:007048216EndometriumEECresponse to oxygen levels65/2168347/187235.81e-059.03e-0465
GO:003629316EndometriumEECresponse to decreased oxygen levels59/2168322/187232.30e-042.73e-0359
GO:000166616EndometriumEECresponse to hypoxia56/2168307/187233.68e-043.96e-0356
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516720CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa0516318CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0472318CervixCCRetrograde endocannabinoid signaling42/1267148/84651.79e-051.42e-048.40e-0542
hsa0517016CervixCCHuman immunodeficiency virus 1 infection55/1267212/84651.80e-051.42e-048.40e-0555
hsa040142CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa04062CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa049265CervixCCRelaxin signaling pathway30/1267129/84657.92e-032.56e-021.51e-0230
hsa05167110CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa0516319CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0472319CervixCCRetrograde endocannabinoid signaling42/1267148/84651.79e-051.42e-048.40e-0542
hsa0517017CervixCCHuman immunodeficiency virus 1 infection55/1267212/84651.80e-051.42e-048.40e-0555
hsa0401411CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa040621CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa0492613CervixCCRelaxin signaling pathway30/1267129/84657.92e-032.56e-021.51e-0230
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
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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
GNGT1SNVMissense_Mutationc.179A>Gp.Asp60Glyp.D60GP63211protein_codingdeleterious(0.04)possibly_damaging(0.554)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNGT1SNVMissense_Mutationc.208N>Tp.Gly70Cysp.G70CP63211protein_codingdeleterious(0.01)probably_damaging(0.963)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
GNGT1SNVMissense_Mutationc.198N>Tp.Glu66Aspp.E66DP63211protein_codingtolerated(0.19)probably_damaging(0.987)TCGA-AG-4005-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyfolinicCR
GNGT1SNVMissense_Mutationc.4N>Tp.Pro2Serp.P2SP63211protein_codingtolerated_low_confidence(0.14)possibly_damaging(0.617)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
GNGT1SNVMissense_Mutationnovelc.108N>Gp.Cys36Trpp.C36WP63211protein_codingdeleterious(0)possibly_damaging(0.552)TCGA-EY-A1GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GNGT1SNVMissense_Mutationc.139N>Gp.Arg47Glyp.R47GP63211protein_codingtolerated(0.36)benign(0.001)TCGA-05-4382-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
GNGT1SNVMissense_Mutationnovelc.24N>Gp.Asp8Glup.D8EP63211protein_codingtolerated(0.31)benign(0.013)TCGA-50-6590-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapypaclitaxelCR
GNGT1SNVMissense_Mutationc.7N>Tp.Val3Leup.V3LP63211protein_codingdeleterious_low_confidence(0.03)benign(0.022)TCGA-75-5126-01Lunglung adenocarcinomaFemaleUnknownIII/IVUnknownUnknownSD
GNGT1SNVMissense_Mutationc.92N>Ap.Met31Lysp.M31KP63211protein_codingtolerated(0.92)benign(0)TCGA-78-7220-01Lunglung adenocarcinomaFemale<65III/IVUnknownUnknownPD
GNGT1SNVMissense_Mutationc.128N>Gp.Tyr43Cysp.Y43CP63211protein_codingdeleterious(0)probably_damaging(0.998)TCGA-78-8655-01Lunglung adenocarcinomaFemale>=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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