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: NLGN1

Gene summary for NLGN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NLGN1

Gene ID

22871

Gene nameneuroligin 1
Gene AliasNL1
Cytomap3q26.31
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8N2Q7


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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
22871NLGN1AEH-subject4HumanEndometriumAEH1.59e-146.13e-01-0.2657
22871NLGN1HTA12-15-2HumanPancreasPDAC2.08e-138.84e-010.2315
22871NLGN1HTA12-23-1HumanPancreasPDAC7.33e-251.62e+000.3405
22871NLGN1HTA12-25-1HumanPancreasPDAC9.43e-221.26e+000.313
22871NLGN1HTA12-26-1HumanPancreasPDAC5.37e-481.80e+000.3728
22871NLGN1HTA12-29-1HumanPancreasPDAC1.48e-1101.82e+000.3722
22871NLGN1HTA12-30-1HumanPancreasPDAC1.14e-029.41e-010.3671
22871NLGN1HTA12-32-1HumanPancreasPDAC9.72e-121.48e+000.3624
22871NLGN1HTA12-9-2HumanPancreasPDAC2.11e-033.76e-010.0835
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00485119EndometriumAEHrhythmic process67/2100298/187231.69e-081.04e-0667
GO:000660516EndometriumAEHprotein targeting68/2100314/187236.30e-083.38e-0668
GO:00516568EndometriumAEHestablishment of organelle localization77/2100390/187234.89e-071.94e-0577
GO:00076239EndometriumAEHcircadian rhythm47/2100210/187232.54e-067.28e-0547
GO:00343299EndometriumAEHcell junction assembly78/2100420/187234.80e-061.24e-0478
GO:00301009EndometriumAEHregulation of endocytosis44/2100211/187233.39e-056.05e-0444
GO:00109758EndometriumAEHregulation of neuron projection development75/2100445/187232.01e-042.54e-0375
GO:001003816EndometriumAEHresponse to metal ion65/2100373/187232.02e-042.54e-0365
GO:00458078EndometriumAEHpositive regulation of endocytosis24/2100100/187232.27e-042.75e-0324
GO:00163588EndometriumAEHdendrite development46/2100243/187232.56e-043.03e-0346
GO:19000275EndometriumAEHregulation of ruffle assembly11/210031/187233.44e-043.80e-0311
GO:00313468EndometriumAEHpositive regulation of cell projection organization61/2100353/187233.91e-044.20e-0361
GO:19018887EndometriumAEHregulation of cell junction assembly39/2100204/187235.94e-045.86e-0339
GO:00971786EndometriumAEHruffle assembly13/210044/187237.79e-047.36e-0313
GO:00516507EndometriumAEHestablishment of vesicle localization32/2100161/187238.99e-048.24e-0332
GO:00069035EndometriumAEHvesicle targeting13/210045/187239.84e-048.90e-0313
GO:00315296EndometriumAEHruffle organization15/210056/187239.88e-048.90e-0315
GO:00427527EndometriumAEHregulation of circadian rhythm25/2100121/187231.79e-031.43e-0225
GO:00308658EndometriumAEHcortical cytoskeleton organization15/210061/187232.50e-031.87e-0215
GO:00508086EndometriumAEHsynapse organization67/2100426/187232.67e-031.94e-0267
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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
NRXN3NLGN1NRXN3_NLGN1NRXNCRCAD
NRXN1NLGN1NRXN1_NLGN1NRXNCRCADJ
NRXN3NLGN1NRXN3_NLGN1NRXNCRCADJ
NRXN3NLGN1NRXN3_NLGN1NRXNCRCCRC
NRXN1NLGN1NRXN1_NLGN1NRXNEndometriumADJ
NRXN2NLGN1NRXN2_NLGN1NRXNEndometriumADJ
NRXN3NLGN1NRXN3_NLGN1NRXNEndometriumADJ
NRXN3NLGN1NRXN3_NLGN1NRXNEndometriumAEH
NRXN3NLGN1NRXN3_NLGN1NRXNEndometriumEEC
NRXN2NLGN1NRXN2_NLGN1NRXNEsophagusESCC
NRXN3NLGN1NRXN3_NLGN1NRXNEsophagusESCC
NRXN1NLGN1NRXN1_NLGN1NRXNGCADJ
NRXN3NLGN1NRXN3_NLGN1NRXNGCADJ
NRXN3NLGN1NRXN3_NLGN1NRXNHNSCCPrecancer
NRXN3NLGN1NRXN3_NLGN1NRXNLungADJ
NRXN3NLGN1NRXN3_NLGN1NRXNSkinADJ
NRXN1NLGN1NRXN1_NLGN1NRXNSkinSCCIS
NRXN3NLGN1NRXN3_NLGN1NRXNSkinSCCIS
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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
NLGN1SNVMissense_Mutationc.451G>Ap.Glu151Lysp.E151KQ8N2Q7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
NLGN1SNVMissense_Mutationc.1333N>Ap.Asp445Asnp.D445NQ8N2Q7protein_codingtolerated(0.1)possibly_damaging(0.523)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NLGN1SNVMissense_Mutationc.2251N>Cp.Glu751Glnp.E751QQ8N2Q7protein_codingtolerated_low_confidence(0.12)possibly_damaging(0.521)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NLGN1SNVMissense_Mutationc.2465N>Cp.Arg822Thrp.R822TQ8N2Q7protein_codingdeleterious_low_confidence(0)probably_damaging(0.943)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
NLGN1SNVMissense_Mutationc.1756N>Ap.Leu586Ilep.L586IQ8N2Q7protein_codingtolerated(0.06)possibly_damaging(0.892)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
NLGN1insertionIn_Frame_Insnovelc.2151_2152insCTTTGGp.Thr717_Thr718insLeuTrpp.T717_T718insLWQ8N2Q7protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NLGN1insertionNonsense_Mutationnovelc.2153_2154insCTGTGATTGATGGTGATGTAAp.Thr718_Thr719insCysAspTerTrpTerCysAsnp.T718_T719insCD*W*CNQ8N2Q7protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NLGN1insertionNonsense_Mutationnovelc.2320_2321insTTTAAp.Pro774LeufsTer2p.P774Lfs*2Q8N2Q7protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
NLGN1insertionFrame_Shift_Insnovelc.2321_2322insTp.Met776AsnfsTer52p.M776Nfs*52Q8N2Q7protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
NLGN1insertionNonsense_Mutationnovelc.1444_1445insTCCTAACATTATATCATAGTTGAGAAACTp.Pro482LeufsTer8p.P482Lfs*8Q8N2Q7protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=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
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