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: NAA50

Gene summary for NAA50

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAA50

Gene ID

80218

Gene nameN-alpha-acetyltransferase 50, NatE catalytic subunit
Gene AliasMAK3
Cytomap3q13.31
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

E7EQ69


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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
80218NAA50CA_HPV_3HumanCervixCC6.83e-031.21e-010.0414
80218NAA50CCI_2HumanCervixCC2.47e-098.33e-010.5249
80218NAA50CCI_3HumanCervixCC1.89e-089.96e-010.516
80218NAA50TumorHumanCervixCC1.25e-184.72e-010.1241
80218NAA50sample1HumanCervixCC2.20e-064.65e-010.0959
80218NAA50sample3HumanCervixCC9.71e-264.57e-010.1387
80218NAA50T1HumanCervixCC5.88e-073.77e-010.0918
80218NAA50T3HumanCervixCC3.20e-234.48e-010.1389
80218NAA50HTA11_3410_2000001011HumanColorectumAD4.71e-10-4.71e-010.0155
80218NAA50HTA11_3361_2000001011HumanColorectumAD1.77e-02-4.55e-01-0.1207
80218NAA50HTA11_696_2000001011HumanColorectumAD2.15e-12-3.91e-01-0.1464
80218NAA50HTA11_866_2000001011HumanColorectumAD5.89e-05-3.37e-01-0.1001
80218NAA50HTA11_866_3004761011HumanColorectumAD2.92e-03-3.39e-010.096
80218NAA50HTA11_10711_2000001011HumanColorectumAD5.57e-03-4.34e-010.0338
80218NAA50HTA11_7696_3000711011HumanColorectumAD2.84e-05-3.69e-010.0674
80218NAA50HTA11_99999971662_82457HumanColorectumMSS2.92e-03-2.83e-010.3859
80218NAA50HTA11_99999974143_84620HumanColorectumMSS5.26e-15-4.80e-010.3005
80218NAA50F007HumanColorectumFAP2.47e-02-3.39e-010.1176
80218NAA50A001-C-207HumanColorectumFAP1.03e-03-3.05e-010.1278
80218NAA50A015-C-203HumanColorectumFAP6.96e-24-4.32e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:00070646CervixCCmitotic sister chromatid cohesion12/231128/187235.47e-058.06e-0412
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:01400143CervixCCmitotic nuclear division50/2311287/187237.27e-033.91e-0250
GO:00070625CervixCCsister chromatid cohesion15/231162/187237.30e-033.92e-0215
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0007064ColorectumADmitotic sister chromatid cohesion13/391828/187232.22e-031.75e-0213
GO:0007062ColorectumADsister chromatid cohesion23/391862/187232.51e-031.92e-0223
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00516042ColorectumMSSprotein maturation75/3467294/187231.70e-031.53e-0275
GO:00070621ColorectumMSSsister chromatid cohesion20/346762/187236.63e-034.38e-0220
GO:01400141ColorectumMSSmitotic nuclear division70/3467287/187237.48e-034.72e-0270
GO:00070641ColorectumMSSmitotic sister chromatid cohesion11/346728/187238.30e-035.00e-0211
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00070642ColorectumFAPmitotic sister chromatid cohesion11/262228/187238.55e-048.79e-0311
GO:00070622ColorectumFAPsister chromatid cohesion18/262262/187231.60e-031.42e-0218
GO:00165702ColorectumCRChistone modification75/2078463/187234.95e-047.06e-0375
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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
NAA50SNVMissense_Mutationrs777291080c.433G>Ap.Ala145Thrp.A145TQ9GZZ1protein_codingtolerated(0.14)benign(0.049)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
NAA50SNVMissense_Mutationc.388N>Cp.Glu130Glnp.E130QQ9GZZ1protein_codingtolerated(0.07)benign(0.01)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAA50SNVMissense_Mutationnovelc.131N>Gp.Glu44Glyp.E44GQ9GZZ1protein_codingdeleterious(0)benign(0.151)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NAA50SNVMissense_Mutationc.74N>Cp.Val25Alap.V25AQ9GZZ1protein_codingtolerated(0.3)benign(0.018)TCGA-AA-3673-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NAA50SNVMissense_Mutationnovelc.405N>Tp.Lys135Asnp.K135NQ9GZZ1protein_codingtolerated(0.21)possibly_damaging(0.503)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NAA50SNVMissense_Mutationnovelc.301N>Cp.Glu101Glnp.E101QQ9GZZ1protein_codingtolerated(0.19)benign(0.277)TCGA-AX-A2H2-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NAA50SNVMissense_Mutationnovelc.153N>Ap.Phe51Leup.F51LQ9GZZ1protein_codingtolerated(0.1)benign(0.067)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
NAA50SNVMissense_Mutationnovelc.334C>Tp.His112Tyrp.H112YQ9GZZ1protein_codingdeleterious(0)probably_damaging(1)TCGA-FI-A2D6-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NAA50SNVMissense_Mutationrs763096981c.251G>Ap.Arg84Glnp.R84QQ9GZZ1protein_codingdeleterious(0)probably_damaging(1)TCGA-94-7943-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
NAA50SNVMissense_Mutationnovelc.236N>Ap.Cys79Tyrp.C79YQ9GZZ1protein_codingdeleterious(0)probably_damaging(0.993)TCGA-XK-AAIW-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownPD
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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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