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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: GNG5

Gene summary for GNG5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNG5

Gene ID

2787

Gene nameG protein subunit gamma 5
Gene AliasGNG5
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

P63218


Top

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
2787GNG5HTA11_78_2000001011HumanColorectumAD1.48e-114.92e-01-0.1088
2787GNG5HTA11_347_2000001011HumanColorectumAD2.90e-399.73e-01-0.1954
2787GNG5HTA11_411_2000001011HumanColorectumSER5.74e-141.58e+00-0.2602
2787GNG5HTA11_2112_2000001011HumanColorectumSER6.74e-057.92e-01-0.2196
2787GNG5HTA11_3361_2000001011HumanColorectumAD6.10e-158.45e-01-0.1207
2787GNG5HTA11_83_2000001011HumanColorectumSER1.30e-159.14e-01-0.1526
2787GNG5HTA11_696_2000001011HumanColorectumAD1.03e-379.02e-01-0.1464
2787GNG5HTA11_866_2000001011HumanColorectumAD3.22e-225.91e-01-0.1001
2787GNG5HTA11_1391_2000001011HumanColorectumAD2.78e-371.18e+00-0.059
2787GNG5HTA11_2992_2000001011HumanColorectumSER1.01e-091.01e+00-0.1706
2787GNG5HTA11_5212_2000001011HumanColorectumAD5.84e-181.07e+00-0.2061
2787GNG5HTA11_5216_2000001011HumanColorectumSER1.08e-121.07e+00-0.1462
2787GNG5HTA11_546_2000001011HumanColorectumAD2.13e-137.21e-01-0.0842
2787GNG5HTA11_7862_2000001011HumanColorectumAD9.81e-126.86e-01-0.0179
2787GNG5HTA11_866_3004761011HumanColorectumAD7.17e-349.04e-010.096
2787GNG5HTA11_4255_2000001011HumanColorectumSER9.70e-076.68e-010.0446
2787GNG5HTA11_8622_2000001021HumanColorectumSER1.84e-107.36e-010.0528
2787GNG5HTA11_7663_2000001011HumanColorectumSER2.92e-119.22e-010.0131
2787GNG5HTA11_10623_2000001011HumanColorectumAD6.44e-085.69e-01-0.0177
2787GNG5HTA11_6801_2000001011HumanColorectumSER1.77e-099.80e-010.0171
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516718BreastPrecancerKaposi sarcoma-associated herpesvirus infection36/684194/84651.68e-062.53e-051.94e-0536
hsa0472316BreastPrecancerRetrograde endocannabinoid signaling25/684148/84653.05e-042.47e-031.89e-0325
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0516719BreastPrecancerKaposi sarcoma-associated herpesvirus infection36/684194/84651.68e-062.53e-051.94e-0536
hsa0472317BreastPrecancerRetrograde endocannabinoid signaling25/684148/84653.05e-042.47e-031.89e-0325
hsa0516317BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0516723BreastIDCKaposi sarcoma-associated herpesvirus infection38/867194/84655.87e-055.96e-044.46e-0438
hsa0472323BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0517014BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0516733BreastIDCKaposi sarcoma-associated herpesvirus infection38/867194/84655.87e-055.96e-044.46e-0438
hsa0472333BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0516334BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0517015BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0516743BreastDCISKaposi sarcoma-associated herpesvirus infection38/846194/84653.43e-053.69e-042.72e-0438
hsa0472342BreastDCISRetrograde endocannabinoid signaling29/846148/84652.82e-042.34e-031.72e-0329
hsa0516344BreastDCISHuman cytomegalovirus infection38/846225/84658.11e-045.95e-034.38e-0338
hsa0517024BreastDCISHuman immunodeficiency virus 1 infection33/846212/84656.49e-033.22e-022.37e-0233
hsa0516753BreastDCISKaposi sarcoma-associated herpesvirus infection38/846194/84653.43e-053.69e-042.72e-0438
hsa0472352BreastDCISRetrograde endocannabinoid signaling29/846148/84652.82e-042.34e-031.72e-0329
Page: 1 2 3 4 5 6 7 8 9 10 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
GNG5SNVMissense_Mutationc.92N>Tp.Ala31Valp.A31VP63218protein_codingtolerated(0.06)benign(0.424)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
GNG5SNVMissense_Mutationrs61754630c.167C>Tp.Thr56Ilep.T56IP63218protein_codingtolerated(0.05)benign(0.052)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
GNG5SNVMissense_Mutationc.108A>Tp.Lys36Asnp.K36NP63218protein_codingtolerated(0.12)possibly_damaging(0.673)TCGA-21-1070-01Lunglung squamous cell carcinomaFemale<65III/IVUnknownUnknownSD
Page: 1 

Top

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
Page: 1