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: GNL3

Gene summary for GNL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNL3

Gene ID

26354

Gene nameG protein nucleolar 3
Gene AliasC77032
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

Q9BVP2


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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
26354GNL3LZE2THumanEsophagusESCC3.78e-074.39e-010.082
26354GNL3LZE4THumanEsophagusESCC5.67e-158.53e-020.0811
26354GNL3LZE5THumanEsophagusESCC1.33e-024.59e-010.0514
26354GNL3LZE7THumanEsophagusESCC3.20e-072.95e-010.0667
26354GNL3LZE8THumanEsophagusESCC1.80e-052.85e-020.067
26354GNL3LZE20THumanEsophagusESCC4.19e-04-1.41e-010.0662
26354GNL3LZE22D1HumanEsophagusHGIN5.02e-04-6.46e-020.0595
26354GNL3LZE24THumanEsophagusESCC6.66e-115.55e-010.0596
26354GNL3LZE21THumanEsophagusESCC7.76e-066.98e-020.0655
26354GNL3LZE6THumanEsophagusESCC5.64e-051.76e-030.0845
26354GNL3P1T-EHumanEsophagusESCC4.59e-087.05e-010.0875
26354GNL3P2T-EHumanEsophagusESCC6.16e-172.59e-010.1177
26354GNL3P4T-EHumanEsophagusESCC1.51e-206.73e-010.1323
26354GNL3P5T-EHumanEsophagusESCC2.81e-142.74e-010.1327
26354GNL3P8T-EHumanEsophagusESCC8.76e-112.99e-010.0889
26354GNL3P9T-EHumanEsophagusESCC2.85e-195.53e-010.1131
26354GNL3P10T-EHumanEsophagusESCC8.20e-355.18e-010.116
26354GNL3P11T-EHumanEsophagusESCC7.38e-064.39e-010.1426
26354GNL3P12T-EHumanEsophagusESCC5.36e-154.26e-010.1122
26354GNL3P15T-EHumanEsophagusESCC3.25e-172.49e-010.1149
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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
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
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.

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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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:190332027EsophagusHGINregulation of protein modification by small protein conjugation or removal78/2587242/187231.40e-132.26e-1178
GO:003139627EsophagusHGINregulation of protein ubiquitination64/2587210/187233.02e-102.71e-0864
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:200125218EsophagusHGINpositive regulation of chromosome organization30/258782/187232.00e-079.68e-0630
GO:190332127EsophagusHGINnegative regulation of protein modification by small protein conjugation or removal33/258795/187232.07e-079.95e-0633
GO:003139727EsophagusHGINnegative regulation of protein ubiquitination30/258783/187232.72e-071.28e-0530
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:003133425EsophagusHGINpositive regulation of protein-containing complex assembly61/2587237/187237.10e-073.00e-0561
GO:00330449EsophagusHGINregulation of chromosome organization51/2587187/187238.91e-073.61e-0551
GO:00198277EsophagusHGINstem cell population maintenance39/2587131/187231.63e-066.14e-0539
GO:004325427EsophagusHGINregulation of protein-containing complex assembly94/2587428/187232.39e-068.55e-0594
GO:00987278EsophagusHGINmaintenance of cell number39/2587134/187233.02e-061.03e-0439
GO:001063920EsophagusHGINnegative regulation of organelle organization79/2587348/187234.12e-061.37e-0479
GO:000072318EsophagusHGINtelomere maintenance38/2587131/187234.38e-061.42e-0438
GO:003220416EsophagusHGINregulation of telomere maintenance27/258780/187234.83e-061.56e-0427
GO:003220617EsophagusHGINpositive regulation of telomere maintenance20/258752/187238.82e-062.64e-0420
GO:005105214EsophagusHGINregulation of DNA metabolic process79/2587359/187231.38e-053.85e-0479
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
GNL3SNVMissense_Mutationrs555603488c.1040G>Ap.Arg347Glnp.R347QQ9BVP2protein_codingtolerated(1)benign(0.003)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GNL3SNVMissense_Mutationc.920C>Tp.Pro307Leup.P307LQ9BVP2protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GNL3SNVMissense_Mutationc.1609N>Ap.Glu537Lysp.E537KQ9BVP2protein_codingtolerated(0.31)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GNL3SNVMissense_Mutationnovelc.338N>Cp.Cys113Serp.C113SQ9BVP2protein_codingtolerated(0.86)benign(0)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GNL3insertionFrame_Shift_Insnovelc.486_487insCCCTCACCTCCCTTACCCCTCCCp.Glu163ProfsTer23p.E163Pfs*23Q9BVP2protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GNL3SNVMissense_Mutationnovelc.415N>Ap.Glu139Lysp.E139KQ9BVP2protein_codingtolerated(0.08)benign(0.103)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GNL3SNVMissense_Mutationnovelc.596N>Gp.Leu199Trpp.L199WQ9BVP2protein_codingdeleterious(0.02)possibly_damaging(0.536)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GNL3SNVMissense_Mutationc.536N>Cp.Lys179Thrp.K179TQ9BVP2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GNL3SNVMissense_Mutationc.663N>Tp.Lys221Asnp.K221NQ9BVP2protein_codingtolerated(0.18)possibly_damaging(0.796)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GNL3SNVMissense_Mutationnovelc.58N>Cp.Lys20Glnp.K20QQ9BVP2protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon 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
26354GNL3NAcyclophosphamideCYCLOPHOSPHAMIDE
26354GNL3NAepirubicinEPIRUBICIN
26354GNL3NAfluorouracilFLUOROURACIL
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