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: NAE1

Gene summary for NAE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAE1

Gene ID

8883

Gene nameNEDD8 activating enzyme E1 subunit 1
Gene AliasA-116A10.1
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q13564


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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
8883NAE1LZE2THumanEsophagusESCC1.59e-078.15e-010.082
8883NAE1LZE4THumanEsophagusESCC1.23e-228.21e-010.0811
8883NAE1LZE5THumanEsophagusESCC2.09e-023.76e-010.0514
8883NAE1LZE7THumanEsophagusESCC3.42e-129.37e-010.0667
8883NAE1LZE8THumanEsophagusESCC3.00e-104.71e-010.067
8883NAE1LZE20THumanEsophagusESCC9.83e-062.57e-010.0662
8883NAE1LZE22THumanEsophagusESCC6.13e-034.00e-010.068
8883NAE1LZE24THumanEsophagusESCC1.93e-226.04e-010.0596
8883NAE1LZE21THumanEsophagusESCC3.28e-031.85e-010.0655
8883NAE1LZE6THumanEsophagusESCC1.01e-074.27e-010.0845
8883NAE1P1T-EHumanEsophagusESCC2.86e-096.10e-010.0875
8883NAE1P2T-EHumanEsophagusESCC1.65e-337.09e-010.1177
8883NAE1P4T-EHumanEsophagusESCC4.63e-491.21e+000.1323
8883NAE1P5T-EHumanEsophagusESCC5.83e-276.66e-010.1327
8883NAE1P8T-EHumanEsophagusESCC2.95e-296.34e-010.0889
8883NAE1P9T-EHumanEsophagusESCC9.61e-153.32e-010.1131
8883NAE1P10T-EHumanEsophagusESCC4.36e-214.73e-010.116
8883NAE1P11T-EHumanEsophagusESCC5.72e-156.63e-010.1426
8883NAE1P12T-EHumanEsophagusESCC4.02e-275.60e-010.1122
8883NAE1P15T-EHumanEsophagusESCC4.74e-266.19e-010.1149
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
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:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:190199113EsophagusESCCnegative regulation of mitotic cell cycle phase transition112/8552179/187233.69e-064.03e-05112
GO:00103891EsophagusESCCregulation of G2/M transition of mitotic cell cycle64/855294/187239.21e-068.82e-0564
GO:19027491EsophagusESCCregulation of cell cycle G2/M phase transition68/8552102/187231.48e-051.33e-0468
GO:00447745EsophagusESCCmitotic DNA integrity checkpoint56/855285/187231.34e-049.09e-0456
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0501014LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501015LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa05010112Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0501029Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
hsa0501037Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
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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
NAE1SNVMissense_Mutationrs759084335c.1177N>Gp.Leu393Valp.L393VQ13564protein_codingtolerated(0.05)benign(0.226)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NAE1SNVMissense_Mutationc.1277N>Ap.Ile426Lysp.I426KQ13564protein_codingdeleterious(0.01)benign(0.022)TCGA-AR-A1AN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NAE1deletionFrame_Shift_Delnovelc.960delAp.Glu321ArgfsTer15p.E321Rfs*15Q13564protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NAE1SNVMissense_Mutationnovelc.1297C>Tp.Arg433Trpp.R433WQ13564protein_codingdeleterious(0)probably_damaging(0.99)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAE1SNVMissense_Mutationnovelc.784N>Tp.Pro262Serp.P262SQ13564protein_codingtolerated(0.3)benign(0)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NAE1SNVMissense_Mutationc.1140N>Tp.Glu380Aspp.E380DQ13564protein_codingtolerated(0.28)benign(0)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
NAE1SNVMissense_Mutationrs762421870c.1460G>Ap.Arg487Glnp.R487QQ13564protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NAE1SNVMissense_Mutationc.445T>Cp.Ser149Prop.S149PQ13564protein_codingtolerated(0.22)benign(0.005)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
NAE1SNVMissense_Mutationnovelc.607N>Tp.Asp203Tyrp.D203YQ13564protein_codingdeleterious(0)probably_damaging(0.951)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NAE1SNVMissense_Mutationnovelc.1093N>Tp.Ala365Serp.A365SQ13564protein_codingtolerated(0.66)benign(0.005)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
8883NAE1DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL1231160PEVONEDISTAT
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