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: GNL3L

Gene summary for GNL3L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNL3L

Gene ID

54552

Gene nameG protein nucleolar 3 like
Gene AliasGNL3B
CytomapXp11.22
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

A0A024R9Y6


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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
54552GNL3LLZE2THumanEsophagusESCC3.56e-025.10e-010.082
54552GNL3LLZE4THumanEsophagusESCC1.71e-031.58e-010.0811
54552GNL3LLZE7THumanEsophagusESCC1.94e-074.11e-010.0667
54552GNL3LLZE8THumanEsophagusESCC7.74e-041.74e-010.067
54552GNL3LLZE20THumanEsophagusESCC1.44e-021.82e-010.0662
54552GNL3LLZE21D1HumanEsophagusHGIN5.62e-053.26e-010.0632
54552GNL3LLZE22D1HumanEsophagusHGIN6.66e-032.15e-010.0595
54552GNL3LLZE22THumanEsophagusESCC2.02e-023.31e-010.068
54552GNL3LLZE24THumanEsophagusESCC2.60e-164.22e-010.0596
54552GNL3LP1T-EHumanEsophagusESCC1.32e-073.09e-010.0875
54552GNL3LP2T-EHumanEsophagusESCC6.62e-203.46e-010.1177
54552GNL3LP4T-EHumanEsophagusESCC5.62e-193.65e-010.1323
54552GNL3LP5T-EHumanEsophagusESCC1.88e-112.14e-010.1327
54552GNL3LP8T-EHumanEsophagusESCC3.52e-192.71e-010.0889
54552GNL3LP9T-EHumanEsophagusESCC7.62e-082.04e-010.1131
54552GNL3LP10T-EHumanEsophagusESCC9.56e-081.59e-010.116
54552GNL3LP11T-EHumanEsophagusESCC2.28e-063.45e-010.1426
54552GNL3LP12T-EHumanEsophagusESCC7.31e-142.96e-010.1122
54552GNL3LP15T-EHumanEsophagusESCC3.50e-102.15e-010.1149
54552GNL3LP16T-EHumanEsophagusESCC2.86e-203.03e-010.1153
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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
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:19048147EsophagusHGINregulation of protein localization to chromosome, telomeric region8/258714/187231.81e-043.45e-038
GO:00701987EsophagusHGINprotein localization to chromosome, telomeric region12/258729/187232.48e-044.38e-0312
GO:000700417EsophagusHGINtelomere maintenance via telomerase21/258769/187232.80e-044.80e-0321
GO:00322007EsophagusHGINtelomere organization38/2587159/187234.23e-046.39e-0338
GO:200027819EsophagusHGINregulation of DNA biosynthetic process28/2587106/187234.30e-046.47e-0328
GO:001083318EsophagusHGINtelomere maintenance via telomere lengthening23/258781/187234.52e-046.62e-0323
GO:000627810EsophagusHGINRNA-dependent DNA biosynthetic process21/258775/187239.58e-041.21e-0221
GO:00345024EsophagusHGINprotein localization to chromosome24/258792/187231.29e-031.54e-0224
GO:003209110EsophagusHGINnegative regulation of protein binding23/258794/187233.92e-033.54e-0223
GO:005110020EsophagusHGINnegative regulation of binding35/2587162/187234.32e-033.84e-0235
GO:0033233EsophagusHGINregulation of protein sumoylation9/258725/187234.57e-033.96e-029
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
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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
GNL3LSNVMissense_Mutationc.1486N>Gp.His496Aspp.H496DQ9NVN8protein_codingtolerated(0.65)benign(0.007)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
GNL3LSNVMissense_Mutationc.695N>Tp.Gly232Valp.G232VQ9NVN8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0XR-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GNL3LSNVMissense_Mutationnovelc.949N>Cp.Thr317Prop.T317PQ9NVN8protein_codingtolerated(0.08)benign(0.356)TCGA-BH-A1FH-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
GNL3LSNVMissense_Mutationrs139639751c.283C>Tp.Arg95Cysp.R95CQ9NVN8protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-BH-A203-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GNL3LSNVMissense_Mutationc.695N>Cp.Gly232Alap.G232AQ9NVN8protein_codingdeleterious(0)probably_damaging(0.988)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GNL3LSNVMissense_Mutationc.907N>Ap.Asp303Asnp.D303NQ9NVN8protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
GNL3LSNVMissense_Mutationc.829G>Tp.Ala277Serp.A277SQ9NVN8protein_codingtolerated(0.09)possibly_damaging(0.604)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
GNL3LSNVMissense_Mutationrs780270239c.1595N>Tp.Thr532Metp.T532MQ9NVN8protein_codingtolerated(0.12)benign(0.045)TCGA-GM-A2DC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyxelodaCR
GNL3LinsertionIn_Frame_Insnovelc.1565_1566insTCCAGGCTCCTGTTCTTACCCAAGCCTGTGTCCCTAp.Arg522_Arg523insProGlySerCysSerTyrProSerLeuCysProTyrp.R522_R523insPGSCSYPSLCPYQ9NVN8protein_codingTCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GNL3LSNVMissense_Mutationrs772121803c.1358N>Tp.Thr453Metp.T453MQ9NVN8protein_codingtolerated(0.33)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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