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: NTN4

Gene summary for NTN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NTN4

Gene ID

59277

Gene namenetrin 4
Gene AliasPRO3091
Cytomap12q22
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A8K3H6


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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
59277NTN4HTA11_3410_2000001011HumanColorectumAD4.56e-02-1.98e-010.0155
59277NTN4HTA11_99999970781_79442HumanColorectumMSS6.84e-03-2.91e-010.294
59277NTN4HTA11_99999971662_82457HumanColorectumMSS1.17e-08-3.30e-010.3859
59277NTN4HTA11_99999974143_84620HumanColorectumMSS7.00e-12-3.64e-010.3005
59277NTN4A015-C-203HumanColorectumFAP1.45e-10-1.93e-01-0.1294
59277NTN4A002-C-201HumanColorectumFAP3.14e-03-1.29e-010.0324
59277NTN4A001-C-119HumanColorectumFAP1.22e-02-2.69e-01-0.1557
59277NTN4A001-C-108HumanColorectumFAP7.53e-09-2.38e-01-0.0272
59277NTN4A002-C-205HumanColorectumFAP3.87e-09-2.39e-01-0.1236
59277NTN4A015-C-006HumanColorectumFAP2.44e-08-3.45e-01-0.0994
59277NTN4A002-C-114HumanColorectumFAP1.74e-07-2.38e-01-0.1561
59277NTN4A015-C-104HumanColorectumFAP8.19e-13-3.06e-01-0.1899
59277NTN4A001-C-014HumanColorectumFAP2.29e-09-2.97e-010.0135
59277NTN4A002-C-016HumanColorectumFAP8.34e-05-1.61e-010.0521
59277NTN4A015-C-002HumanColorectumFAP1.39e-05-3.34e-01-0.0763
59277NTN4A001-C-007HumanColorectumCRC3.57e-02-3.22e-010.1899
59277NTN4A001-C-203HumanColorectumFAP6.08e-03-1.06e-01-0.0481
59277NTN4A002-C-116HumanColorectumFAP1.43e-09-1.90e-01-0.0452
59277NTN4A014-C-008HumanColorectumFAP1.67e-06-3.51e-01-0.191
59277NTN4A018-E-020HumanColorectumFAP2.22e-06-6.90e-02-0.2034
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0034446ColorectumADsubstrate adhesion-dependent cell spreading40/3918108/187238.52e-051.32e-0340
GO:0022612ColorectumADgland morphogenesis42/3918118/187231.62e-042.23e-0342
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:0001763ColorectumADmorphogenesis of a branching structure56/3918196/187236.60e-034.09e-0256
GO:00074111ColorectumSERaxon guidance51/2897227/187233.29e-032.82e-0251
GO:00974851ColorectumSERneuron projection guidance51/2897228/187233.61e-033.03e-0251
GO:00615641ColorectumSERaxon development94/2897467/187233.78e-033.13e-0294
GO:00074091ColorectumSERaxonogenesis84/2897418/187236.20e-034.49e-0284
GO:00487322ColorectumMSSgland development143/3467436/187233.85e-138.01e-11143
GO:00315892ColorectumMSScell-substrate adhesion104/3467363/187231.35e-064.51e-05104
GO:00344462ColorectumMSSsubstrate adhesion-dependent cell spreading39/3467108/187231.15e-052.71e-0439
GO:00226122ColorectumMSSgland morphogenesis41/3467118/187232.02e-054.30e-0441
GO:00074092ColorectumMSSaxonogenesis105/3467418/187234.32e-045.23e-03105
GO:00615642ColorectumMSSaxon development115/3467467/187235.33e-046.00e-03115
GO:00017631ColorectumMSSmorphogenesis of a branching structure55/3467196/187236.70e-047.25e-0355
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04360ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043601ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043602ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa043603ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa043604ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043605ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043606ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa043607ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa043608LungIACAxon guidance34/1053182/84659.31e-033.62e-022.41e-0234
hsa0436011LungIACAxon guidance34/1053182/84659.31e-033.62e-022.41e-0234
hsa0436021LungAISAxon guidance34/961182/84652.22e-031.37e-028.80e-0334
hsa0436031LungAISAxon guidance34/961182/84652.22e-031.37e-028.80e-0334
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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
NTN4SNVMissense_Mutationnovelc.1205N>Tp.Ser402Leup.S402LQ9HB63protein_codingdeleterious(0)possibly_damaging(0.826)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NTN4SNVMissense_Mutationnovelc.1204N>Ap.Ser402Thrp.S402TQ9HB63protein_codingtolerated(0.19)benign(0.095)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NTN4SNVMissense_Mutationrs762563540c.275N>Tp.Ser92Phep.S92FQ9HB63protein_codingdeleterious(0.04)possibly_damaging(0.571)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
NTN4insertionNonsense_Mutationnovelc.1075_1076insAAAAATGAGAATGTCTGAACTACTAAGCAGATAAAAGAp.Cys359Terp.C359*Q9HB63protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NTN4SNVMissense_Mutationrs762872102c.1033N>Ap.Val345Ilep.V345IQ9HB63protein_codingtolerated(0.5)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NTN4SNVMissense_Mutationnovelc.482N>Tp.Ala161Valp.A161VQ9HB63protein_codingdeleterious(0)probably_damaging(0.986)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NTN4SNVMissense_Mutationnovelc.1705N>Ap.Glu569Lysp.E569KQ9HB63protein_codingtolerated(0.06)probably_damaging(0.984)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NTN4SNVMissense_Mutationnovelc.1717N>Ap.Asp573Asnp.D573NQ9HB63protein_codingtolerated(1)benign(0)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NTN4SNVMissense_Mutationc.238T>Cp.Cys80Argp.C80RQ9HB63protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NTN4SNVMissense_Mutationc.1185T>Gp.Cys395Trpp.C395WQ9HB63protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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