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: NLN

Gene summary for NLN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NLN

Gene ID

57486

Gene nameneurolysin
Gene AliasAGTBP
Cytomap5q12.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9BYT8


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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
57486NLNLZE4THumanEsophagusESCC4.14e-123.79e-010.0811
57486NLNLZE24THumanEsophagusESCC2.42e-052.03e-010.0596
57486NLNP2T-EHumanEsophagusESCC4.47e-244.14e-010.1177
57486NLNP4T-EHumanEsophagusESCC1.29e-133.68e-010.1323
57486NLNP5T-EHumanEsophagusESCC7.52e-233.51e-010.1327
57486NLNP8T-EHumanEsophagusESCC4.30e-101.37e-010.0889
57486NLNP9T-EHumanEsophagusESCC7.54e-194.48e-010.1131
57486NLNP10T-EHumanEsophagusESCC6.58e-162.78e-010.116
57486NLNP11T-EHumanEsophagusESCC3.75e-115.49e-010.1426
57486NLNP12T-EHumanEsophagusESCC4.16e-223.98e-010.1122
57486NLNP15T-EHumanEsophagusESCC1.58e-317.46e-010.1149
57486NLNP16T-EHumanEsophagusESCC4.36e-082.19e-010.1153
57486NLNP17T-EHumanEsophagusESCC2.39e-032.48e-010.1278
57486NLNP19T-EHumanEsophagusESCC4.88e-053.98e-010.1662
57486NLNP20T-EHumanEsophagusESCC2.63e-082.55e-010.1124
57486NLNP21T-EHumanEsophagusESCC4.55e-234.20e-010.1617
57486NLNP22T-EHumanEsophagusESCC1.85e-183.21e-010.1236
57486NLNP23T-EHumanEsophagusESCC4.11e-082.47e-010.108
57486NLNP24T-EHumanEsophagusESCC1.47e-142.78e-010.1287
57486NLNP26T-EHumanEsophagusESCC1.35e-233.96e-010.1276
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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
∗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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:000028115EsophagusESCCmitotic cytokinesis58/855271/187234.34e-101.15e-0858
GO:003250614EsophagusESCCcytokinetic process35/855239/187239.38e-091.90e-0735
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:006164015EsophagusESCCcytoskeleton-dependent cytokinesis72/8552100/187238.10e-081.39e-0672
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:003086517EsophagusESCCcortical cytoskeleton organization44/855261/187232.50e-052.13e-0444
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:006049118EsophagusESCCregulation of cell projection assembly110/8552188/187232.60e-041.58e-03110
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
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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
NLNSNVMissense_Mutationnovelc.304N>Ap.Glu102Lysp.E102KQ9BYT8protein_codingtolerated(0.27)benign(0.051)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
NLNSNVMissense_Mutationc.1734N>Cp.Gln578Hisp.Q578HQ9BYT8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NLNSNVMissense_Mutationnovelc.812N>Tp.Arg271Metp.R271MQ9BYT8protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
NLNSNVMissense_Mutationnovelc.1816G>Ap.Glu606Lysp.E606KQ9BYT8protein_codingtolerated(0.22)benign(0.041)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
NLNSNVMissense_Mutationc.1101N>Cp.Gln367Hisp.Q367HQ9BYT8protein_codingdeleterious(0.03)possibly_damaging(0.908)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
NLNSNVMissense_Mutationnovelc.289N>Ap.Val97Ilep.V97IQ9BYT8protein_codingdeleterious(0.05)benign(0.121)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
NLNSNVMissense_Mutationnovelc.395T>Gp.Phe132Cysp.F132CQ9BYT8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NLNSNVMissense_Mutationnovelc.1743N>Cp.Leu581Phep.L581FQ9BYT8protein_codingtolerated(0.15)probably_damaging(0.943)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
NLNSNVMissense_Mutationnovelc.430N>Cp.Glu144Glnp.E144QQ9BYT8protein_codingtolerated(1)benign(0)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
NLNSNVMissense_Mutationnovelc.1051N>Cp.Glu351Glnp.E351QQ9BYT8protein_codingtolerated(0.35)benign(0.042)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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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