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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0042255111EsophagusESCCribosome assembly50/855261/187235.66e-091.17e-0750
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:2000117110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity63/855286/187231.84e-072.88e-0663
GO:0043154110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process58/855278/187232.38e-073.61e-0658
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
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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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