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: NLE1

Gene summary for NLE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NLE1

Gene ID

54475

Gene namenotchless homolog 1
Gene AliasNLE
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000027

UniProtAcc

Q9NVX2


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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
54475NLE1LZE4THumanEsophagusESCC4.95e-068.81e-020.0811
54475NLE1LZE7THumanEsophagusESCC1.99e-021.23e-010.0667
54475NLE1LZE24THumanEsophagusESCC2.91e-081.31e-010.0596
54475NLE1P1T-EHumanEsophagusESCC1.55e-029.19e-020.0875
54475NLE1P2T-EHumanEsophagusESCC2.20e-072.26e-010.1177
54475NLE1P4T-EHumanEsophagusESCC7.47e-092.62e-010.1323
54475NLE1P5T-EHumanEsophagusESCC1.35e-183.79e-010.1327
54475NLE1P8T-EHumanEsophagusESCC2.30e-024.11e-020.0889
54475NLE1P9T-EHumanEsophagusESCC1.43e-211.68e-010.1131
54475NLE1P10T-EHumanEsophagusESCC5.04e-032.92e-020.116
54475NLE1P11T-EHumanEsophagusESCC2.65e-031.39e-010.1426
54475NLE1P12T-EHumanEsophagusESCC9.39e-183.54e-010.1122
54475NLE1P15T-EHumanEsophagusESCC2.04e-163.52e-010.1149
54475NLE1P16T-EHumanEsophagusESCC4.11e-162.97e-010.1153
54475NLE1P19T-EHumanEsophagusESCC3.59e-074.09e-010.1662
54475NLE1P20T-EHumanEsophagusESCC3.50e-132.93e-010.1124
54475NLE1P21T-EHumanEsophagusESCC1.26e-133.64e-010.1617
54475NLE1P22T-EHumanEsophagusESCC4.84e-172.82e-010.1236
54475NLE1P23T-EHumanEsophagusESCC1.10e-061.17e-010.108
54475NLE1P24T-EHumanEsophagusESCC3.32e-124.09e-010.1287
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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
∗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:004227322LiverHCCribosomal large subunit biogenesis64/795872/187232.31e-162.03e-1464
GO:002261822LiverHCCribonucleoprotein complex assembly153/7958220/187233.44e-162.91e-14153
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:200123412LiverHCCnegative regulation of apoptotic signaling pathway145/7958224/187231.33e-115.36e-10145
GO:004225522LiverHCCribosome assembly50/795861/187232.79e-109.50e-0950
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:004328112LiverHCCregulation of cysteine-type endopeptidase activity involved in apoptotic process125/7958209/187233.12e-075.42e-06125
GO:200011612LiverHCCregulation of cysteine-type endopeptidase activity137/7958235/187236.91e-071.08e-05137
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:004315412LiverHCCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process54/795878/187231.61e-062.27e-0554
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:200011712LiverHCCnegative regulation of cysteine-type endopeptidase activity57/795886/187237.14e-068.47e-0557
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:004586122LiverHCCnegative regulation of proteolysis186/7958351/187234.19e-054.11e-04186
GO:0045930LiverHCCnegative regulation of mitotic cell cycle130/7958235/187234.69e-054.50e-04130
GO:006007021LiverHCCcanonical Wnt signaling pathway162/7958303/187237.00e-056.32e-04162
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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
NLE1SNVMissense_Mutationc.919N>Cp.Glu307Glnp.E307QQ9NVX2protein_codingtolerated(0.05)possibly_damaging(0.583)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NLE1insertionFrame_Shift_Insnovelc.784_785insGGGATGGGGAp.Ser262TrpfsTer18p.S262Wfs*18Q9NVX2protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
NLE1insertionNonsense_Mutationnovelc.782_783insTTGTAATGACTGGTAATGATTAAAAATGGTp.Tyr261_Ser262insCysAsnAspTrpTerTerLeuLysMetValp.Y261_S262insCNDW**LKMVQ9NVX2protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
NLE1SNVMissense_Mutationrs372790802c.718N>Tp.Arg240Cysp.R240CQ9NVX2protein_codingtolerated(0.15)possibly_damaging(0.761)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NLE1SNVMissense_Mutationc.905N>Ap.Arg302Hisp.R302HQ9NVX2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NLE1SNVMissense_Mutationc.356N>Ap.Ser119Tyrp.S119YQ9NVX2protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NLE1SNVMissense_Mutationnovelc.1264N>Gp.Trp422Glyp.W422GQ9NVX2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
NLE1SNVMissense_Mutationrs200560049c.1154G>Ap.Arg385Hisp.R385HQ9NVX2protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NLE1SNVMissense_Mutationc.771C>Gp.Asp257Glup.D257EQ9NVX2protein_codingtolerated(1)benign(0.073)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NLE1SNVMissense_Mutationrs750583113c.1366N>Ap.Ala456Thrp.A456TQ9NVX2protein_codingdeleterious(0.05)probably_damaging(0.999)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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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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