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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:003220417EsophagusESCCregulation of telomere maintenance65/855280/187236.02e-111.90e-0965
GO:2000278110EsophagusESCCregulation of DNA biosynthetic process81/8552106/187239.81e-112.96e-0981
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:000700418EsophagusESCCtelomere maintenance via telomerase56/855269/187231.40e-093.30e-0856
GO:003450211EsophagusESCCprotein localization to chromosome70/855292/187232.54e-095.64e-0870
GO:0031397111EsophagusESCCnegative regulation of protein ubiquitination63/855283/187231.87e-083.65e-0763
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:001083319EsophagusESCCtelomere maintenance via telomere lengthening61/855281/187235.24e-089.37e-0761
GO:1903321111EsophagusESCCnegative regulation of protein modification by small protein conjugation or removal69/855295/187238.54e-081.44e-0669
GO:00322108EsophagusESCCregulation of telomere maintenance via telomerase43/855253/187231.20e-071.95e-0643
GO:000627816EsophagusESCCRNA-dependent DNA biosynthetic process56/855275/187233.03e-074.30e-0656
GO:190435616EsophagusESCCregulation of telomere maintenance via telomere lengthening47/855261/187235.61e-077.40e-0647
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:003209116EsophagusESCCnegative regulation of protein binding65/855294/187233.46e-063.82e-0565
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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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