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: GNB4

Gene summary for GNB4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNB4

Gene ID

59345

Gene nameG protein subunit beta 4
Gene AliasCMTD1F
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9HAV0


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
59345GNB4LZE4THumanEsophagusESCC2.41e-031.41e-010.0811
59345GNB4LZE24THumanEsophagusESCC7.44e-061.91e-010.0596
59345GNB4LZE6THumanEsophagusESCC1.88e-022.20e-010.0845
59345GNB4P2T-EHumanEsophagusESCC6.98e-459.37e-010.1177
59345GNB4P5T-EHumanEsophagusESCC3.27e-388.93e-010.1327
59345GNB4P8T-EHumanEsophagusESCC1.86e-052.39e-020.0889
59345GNB4P11T-EHumanEsophagusESCC6.62e-146.01e-010.1426
59345GNB4P15T-EHumanEsophagusESCC2.51e-041.69e-010.1149
59345GNB4P16T-EHumanEsophagusESCC3.53e-366.34e-010.1153
59345GNB4P17T-EHumanEsophagusESCC2.70e-083.67e-010.1278
59345GNB4P19T-EHumanEsophagusESCC1.96e-069.38e-010.1662
59345GNB4P20T-EHumanEsophagusESCC4.57e-141.47e-010.1124
59345GNB4P21T-EHumanEsophagusESCC2.68e-113.07e-010.1617
59345GNB4P22T-EHumanEsophagusESCC1.41e-388.92e-010.1236
59345GNB4P23T-EHumanEsophagusESCC7.54e-184.98e-010.108
59345GNB4P24T-EHumanEsophagusESCC2.44e-204.48e-010.1287
59345GNB4P26T-EHumanEsophagusESCC9.75e-561.05e+000.1276
59345GNB4P27T-EHumanEsophagusESCC2.92e-031.21e-010.1055
59345GNB4P28T-EHumanEsophagusESCC6.51e-035.46e-020.1149
59345GNB4P31T-EHumanEsophagusESCC3.75e-032.68e-020.1251
Page: 1 2 3 4 5 

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
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
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.

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
GO:0021762111EsophagusESCCsubstantia nigra development35/855244/187234.40e-064.69e-0535
GO:004885718EsophagusESCCneural nucleus development44/855264/187231.59e-041.05e-0344
GO:003090118EsophagusESCCmidbrain development58/855290/187232.52e-041.55e-0358
GO:002176222LiverHCCsubstantia nigra development33/795844/187231.21e-051.38e-0433
GO:003090121LiverHCCmidbrain development54/795890/187236.04e-043.79e-0354
GO:004885722LiverHCCneural nucleus development38/795864/187234.78e-032.02e-0238
GO:002176219Oral cavityOSCCsubstantia nigra development28/730544/187238.15e-044.35e-0328
GO:003090116Oral cavityOSCCmidbrain development46/730590/187231.30e-024.33e-0246
GO:002176224Oral cavityEOLPsubstantia nigra development14/221844/187233.72e-043.38e-0314
GO:003090123Oral cavityEOLPmidbrain development20/221890/187233.81e-032.11e-0220
GO:004885717Oral cavityEOLPneural nucleus development15/221864/187236.83e-033.32e-0215
GO:002176232Oral cavityNEOLPsubstantia nigra development12/200544/187231.76e-031.21e-0212
GO:003090132Oral cavityNEOLPmidbrain development19/200590/187232.81e-031.73e-0219
GO:003090119SkinAKmidbrain development19/191090/187231.61e-031.15e-0219
GO:002176225SkincSCCsubstantia nigra development27/486444/187237.90e-071.46e-0527
GO:0030901110SkincSCCmidbrain development45/486490/187238.81e-071.63e-0545
GO:004885719SkincSCCneural nucleus development28/486464/187231.52e-039.52e-0328
GO:0021762112ThyroidPTCsubstantia nigra development31/596844/187231.70e-073.19e-0631
GO:0030901111ThyroidPTCmidbrain development48/596890/187231.95e-051.99e-0448
GO:0048857110ThyroidPTCneural nucleus development34/596864/187233.38e-042.33e-0334
Page: 1 2 

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
hsa051709LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa0516322LiverHCCHuman cytomegalovirus infection131/4020225/84656.86e-042.77e-031.54e-03131
hsa0516721LiverHCCKaposi sarcoma-associated herpesvirus infection111/4020194/84653.78e-031.16e-026.45e-03111
hsa049262LiverHCCRelaxin signaling pathway75/4020129/84659.33e-032.46e-021.37e-0275
hsa0517012LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa0516332LiverHCCHuman cytomegalovirus infection131/4020225/84656.86e-042.77e-031.54e-03131
hsa0516731LiverHCCKaposi sarcoma-associated herpesvirus infection111/4020194/84653.78e-031.16e-026.45e-03111
hsa0492611LiverHCCRelaxin signaling pathway75/4020129/84659.33e-032.46e-021.37e-0275
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
Page: 1 2 3 

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
GNB4SNVMissense_Mutationc.184C>Ap.His62Asnp.H62NQ9HAV0protein_codingtolerated(0.1)probably_damaging(0.968)TCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
GNB4SNVMissense_Mutationc.183G>Ap.Met61Ilep.M61IQ9HAV0protein_codingtolerated(0.06)probably_damaging(0.995)TCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
GNB4insertionNonsense_Mutationnovelc.302_303insAAATTTACTGCACAAAATTCAAACTCATGAAAAATAAAGCp.Met101IlefsTer13p.M101Ifs*13Q9HAV0protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
GNB4SNVMissense_Mutationc.166N>Ap.Ala56Thrp.A56TQ9HAV0protein_codingdeleterious(0.01)possibly_damaging(0.879)TCGA-A6-2680-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNB4SNVMissense_Mutationc.770N>Tp.Ala257Valp.A257VQ9HAV0protein_codingdeleterious(0)benign(0.405)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNB4SNVMissense_Mutationc.887N>Cp.Val296Alap.V296AQ9HAV0protein_codingtolerated(0.09)possibly_damaging(0.809)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GNB4SNVMissense_Mutationc.352N>Ap.Asp118Asnp.D118NQ9HAV0protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GNB4SNVMissense_Mutationc.742N>Ap.Ala248Thrp.A248TQ9HAV0protein_codingtolerated(0.07)probably_damaging(0.972)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNB4SNVMissense_Mutationrs864622729c.196G>Ap.Asp66Asnp.D66NQ9HAV0protein_codingdeleterious(0.02)probably_damaging(0.941)TCGA-AY-A71X-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GNB4SNVMissense_Mutationrs755914601c.137N>Ap.Arg46Glnp.R46QQ9HAV0protein_codingdeleterious(0)possibly_damaging(0.722)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

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