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: NLGN4Y

Gene summary for NLGN4Y

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NLGN4Y

Gene ID

22829

Gene nameneuroligin 4 Y-linked
Gene AliasHNL4Y
CytomapYq11.221
Gene Typeprotein-coding
GO ID

GO:0001941

UniProtAcc

Q8NFZ3


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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
22829NLGN4YLZE4THumanEsophagusESCC1.61e-114.00e-010.0811
22829NLGN4YP5T-EHumanEsophagusESCC4.09e-087.35e-020.1327
22829NLGN4YP10T-EHumanEsophagusESCC2.45e-122.33e-010.116
22829NLGN4YP12T-EHumanEsophagusESCC2.56e-213.94e-010.1122
22829NLGN4YP21T-EHumanEsophagusESCC3.40e-032.96e-020.1617
22829NLGN4YP22T-EHumanEsophagusESCC5.41e-416.67e-010.1236
22829NLGN4YP23T-EHumanEsophagusESCC3.85e-031.38e-010.108
22829NLGN4YP26T-EHumanEsophagusESCC8.45e-121.30e-010.1276
22829NLGN4YP27T-EHumanEsophagusESCC4.17e-033.35e-020.1055
22829NLGN4YP28T-EHumanEsophagusESCC1.12e-081.84e-010.1149
22829NLGN4YP47T-EHumanEsophagusESCC2.96e-121.31e-010.1067
22829NLGN4YP52T-EHumanEsophagusESCC1.33e-122.41e-010.1555
22829NLGN4YP56T-EHumanEsophagusESCC2.40e-111.16e+000.1613
22829NLGN4YP57T-EHumanEsophagusESCC7.29e-085.59e-020.0926
22829NLGN4YP79T-EHumanEsophagusESCC1.75e-081.89e-010.1154
22829NLGN4YP127T-EHumanEsophagusESCC1.58e-122.49e-010.0826
22829NLGN4YHTA12-25-1HumanPancreasPDAC3.52e-064.99e-010.313
22829NLGN4YHTA12-29-1HumanPancreasPDAC4.14e-357.71e-010.3722
22829NLGN4YHTA12-30-1HumanPancreasPDAC1.14e-027.78e-010.3671
22829NLGN4Y048752_1579-all-cellsHumanProstateBPH2.56e-246.23e-010.1008
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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
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
∗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:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:00440918EsophagusESCCmembrane biogenesis38/855255/187233.78e-042.19e-0338
GO:00717099EsophagusESCCmembrane assembly35/855250/187234.33e-042.44e-0335
GO:003432910ProstateBPHcell junction assembly114/3107420/187232.52e-087.49e-07114
GO:00508087ProstateBPHsynapse organization103/3107426/187233.19e-053.61e-04103
GO:00991736ProstateBPHpostsynapse organization49/3107168/187233.20e-053.61e-0449
GO:00717097ProstateBPHmembrane assembly20/310750/187236.88e-056.78e-0420
GO:00440916ProstateBPHmembrane biogenesis21/310755/187231.02e-049.39e-0421
GO:0050890ProstateBPHcognition69/3107296/187231.68e-039.69e-0369
GO:0007611ProstateBPHlearning or memory59/3107255/187234.12e-032.04e-0259
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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
NLGN4YSNVMissense_Mutationnovelc.1949N>Tp.Ser650Phep.S650FQ8NFZ3protein_codingdeleterious(0.03)benign(0.125)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
NLGN4YSNVMissense_Mutationc.1285G>Ap.Asp429Asnp.D429NQ8NFZ3protein_codingtolerated(0.11)benign(0.346)TCGA-A6-6138-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NLGN4YSNVMissense_Mutationnovelc.1222G>Ap.Gly408Serp.G408SQ8NFZ3protein_codingdeleterious(0.02)benign(0.233)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NLGN4YSNVMissense_Mutationc.2288N>Tp.Thr763Metp.T763MQ8NFZ3protein_codingdeleterious_low_confidence(0)possibly_damaging(0.84)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NLGN4YSNVMissense_Mutationc.355N>Gp.Leu119Valp.L119VQ8NFZ3protein_codingtolerated(0.59)benign(0.074)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NLGN4YSNVMissense_Mutationc.1913N>Ap.Arg638Hisp.R638HQ8NFZ3protein_codingtolerated(0.15)possibly_damaging(0.836)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NLGN4YSNVMissense_Mutationc.1111N>Ap.Val371Ilep.V371IQ8NFZ3protein_codingtolerated(0.1)benign(0.366)TCGA-AA-3842-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
NLGN4YSNVMissense_Mutationc.611G>Ap.Arg204Hisp.R204HQ8NFZ3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NLGN4YSNVMissense_Mutationnovelc.147N>Gp.Asn49Lysp.N49KQ8NFZ3protein_codingtolerated(0.16)benign(0.343)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NLGN4YSNVMissense_Mutationc.1435N>Ap.Glu479Lysp.E479KQ8NFZ3protein_codingtolerated(0.27)benign(0.296)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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