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: NES

Gene summary for NES

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NES

Gene ID

10763

Gene namenestin
Gene AliasNbla00170
Cytomap1q23.1
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

P48681


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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
10763NESP4T-EHumanEsophagusESCC6.87e-033.93e-010.1323
10763NESP11T-EHumanEsophagusESCC1.74e-161.44e+000.1426
10763NESP12T-EHumanEsophagusESCC1.15e-021.45e-010.1122
10763NESP15T-EHumanEsophagusESCC3.26e-021.65e-010.1149
10763NESP19T-EHumanEsophagusESCC1.65e-091.55e+000.1662
10763NESP24T-EHumanEsophagusESCC7.68e-199.49e-010.1287
10763NESP26T-EHumanEsophagusESCC1.78e-111.97e-010.1276
10763NESP28T-EHumanEsophagusESCC7.62e-306.51e-010.1149
10763NESP30T-EHumanEsophagusESCC8.72e-053.14e-010.137
10763NESP32T-EHumanEsophagusESCC3.10e-128.51e-010.1666
10763NESP36T-EHumanEsophagusESCC2.23e-146.92e-010.1187
10763NESP37T-EHumanEsophagusESCC2.92e-236.69e-010.1371
10763NESP44T-EHumanEsophagusESCC8.95e-053.08e-010.1096
10763NESP47T-EHumanEsophagusESCC6.33e-034.81e-020.1067
10763NESP49T-EHumanEsophagusESCC2.03e-091.20e+000.1768
10763NESP56T-EHumanEsophagusESCC3.52e-047.00e-010.1613
10763NESP61T-EHumanEsophagusESCC3.60e-082.92e-010.099
10763NESP74T-EHumanEsophagusESCC4.99e-082.81e-010.1479
10763NESP76T-EHumanEsophagusESCC1.14e-063.15e-010.1207
10763NESP79T-EHumanEsophagusESCC1.63e-092.77e-010.1154
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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:005109812LiverCirrhoticregulation of binding148/4634363/187239.14e-125.97e-10148
GO:007099712LiverCirrhoticneuron death141/4634361/187239.56e-104.38e-08141
GO:004339312LiverCirrhoticregulation of protein binding83/4634196/187234.44e-081.42e-0683
GO:19012147LiverCirrhoticregulation of neuron death122/4634319/187235.17e-081.62e-06122
GO:005149512LiverCirrhoticpositive regulation of cytoskeleton organization87/4634226/187232.96e-065.25e-0587
GO:19012156LiverCirrhoticnegative regulation of neuron death80/4634208/187237.55e-061.15e-0480
GO:00514027LiverCirrhoticneuron apoptotic process91/4634246/187231.18e-051.68e-0491
GO:00511006LiverCirrhoticnegative regulation of binding63/4634162/187234.54e-055.31e-0463
GO:00329846LiverCirrhoticprotein-containing complex disassembly82/4634224/187234.78e-055.54e-0482
GO:00447721LiverCirrhoticmitotic cell cycle phase transition139/4634424/187231.02e-041.06e-03139
GO:00435236LiverCirrhoticregulation of neuron apoptotic process77/4634212/187231.08e-041.10e-0377
GO:00320914LiverCirrhoticnegative regulation of protein binding40/463494/187231.14e-041.14e-0340
GO:00435242LiverCirrhoticnegative regulation of neuron apoptotic process51/4634145/187233.15e-031.78e-0251
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:005109822LiverHCCregulation of binding225/7958363/187233.78e-142.37e-12225
GO:004339322LiverHCCregulation of protein binding129/7958196/187233.27e-111.26e-09129
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:005149522LiverHCCpositive regulation of cytoskeleton organization138/7958226/187231.26e-083.12e-07138
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
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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
NESSNVMissense_Mutationnovelc.2434G>Ap.Glu812Lysp.E812KP48681protein_codingtolerated(0.08)benign(0.074)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NESSNVMissense_Mutationnovelc.1913C>Ap.Ser638Tyrp.S638YP48681protein_codingdeleterious(0)possibly_damaging(0.694)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NESSNVMissense_Mutationc.3695N>Tp.Ala1232Valp.A1232VP48681protein_codingtolerated(0.07)benign(0.051)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NESSNVMissense_Mutationc.4662G>Tp.Met1554Ilep.M1554IP48681protein_codingtolerated(0.09)benign(0)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
NESSNVMissense_Mutationc.2374G>Cp.Asp792Hisp.D792HP48681protein_codingdeleterious(0)probably_damaging(0.972)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
NESSNVMissense_Mutationnovelc.2275G>Ap.Glu759Lysp.E759KP48681protein_codingdeleterious(0.02)possibly_damaging(0.787)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
NESSNVMissense_Mutationc.1908N>Ap.Met636Ilep.M636IP48681protein_codingtolerated(0.25)benign(0.003)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NESSNVMissense_Mutationc.3241G>Cp.Glu1081Glnp.E1081QP48681protein_codingtolerated(0.26)benign(0.006)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
NESSNVMissense_Mutationc.4159N>Ap.Ala1387Thrp.A1387TP48681protein_codingtolerated(0.17)benign(0.009)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NESSNVMissense_Mutationnovelc.2557N>Ap.Glu853Lysp.E853KP48681protein_codingdeleterious(0.01)possibly_damaging(0.888)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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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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