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: NAA15

Gene summary for NAA15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAA15

Gene ID

80155

Gene nameN-alpha-acetyltransferase 15, NatA auxiliary subunit
Gene AliasGa19
Cytomap4q31.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

B2RBE5


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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
80155NAA15CCI_2HumanCervixCC1.42e-058.42e-010.5249
80155NAA15CCI_3HumanCervixCC1.92e-046.43e-010.516
80155NAA15HTA11_3410_2000001011HumanColorectumAD3.92e-12-5.43e-010.0155
80155NAA15HTA11_2487_2000001011HumanColorectumSER2.58e-02-4.58e-01-0.1808
80155NAA15HTA11_3361_2000001011HumanColorectumAD1.19e-04-5.62e-01-0.1207
80155NAA15HTA11_696_2000001011HumanColorectumAD1.58e-07-4.04e-01-0.1464
80155NAA15HTA11_866_2000001011HumanColorectumAD1.89e-10-3.97e-01-0.1001
80155NAA15HTA11_866_3004761011HumanColorectumAD1.06e-05-4.91e-010.096
80155NAA15HTA11_8622_2000001021HumanColorectumSER4.53e-02-6.24e-010.0528
80155NAA15HTA11_7696_3000711011HumanColorectumAD3.30e-05-3.65e-010.0674
80155NAA15HTA11_99999970781_79442HumanColorectumMSS9.65e-06-3.74e-010.294
80155NAA15HTA11_99999971662_82457HumanColorectumMSS2.34e-02-2.76e-010.3859
80155NAA15HTA11_99999974143_84620HumanColorectumMSS4.26e-15-5.13e-010.3005
80155NAA15F007HumanColorectumFAP2.95e-06-4.55e-010.1176
80155NAA15A001-C-207HumanColorectumFAP3.61e-05-3.95e-010.1278
80155NAA15A015-C-203HumanColorectumFAP1.09e-28-4.55e-01-0.1294
80155NAA15A015-C-204HumanColorectumFAP1.49e-07-3.87e-01-0.0228
80155NAA15A014-C-040HumanColorectumFAP3.34e-02-3.16e-01-0.1184
80155NAA15A002-C-201HumanColorectumFAP6.09e-16-4.85e-010.0324
80155NAA15A002-C-203HumanColorectumFAP1.04e-02-1.58e-010.2786
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:003164710CervixCCregulation of protein stability63/2311298/187231.14e-052.45e-0463
GO:005082110CervixCCprotein stabilization43/2311191/187235.90e-058.54e-0443
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:00508211ColorectumSERprotein stabilization58/2897191/187231.46e-078.59e-0658
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:00508212ColorectumMSSprotein stabilization68/3467191/187231.53e-088.81e-0768
GO:00516042ColorectumMSSprotein maturation75/3467294/187231.70e-031.53e-0275
GO:00508214ColorectumFAPprotein stabilization51/2622191/187232.63e-069.96e-0551
GO:00316474ColorectumFAPregulation of protein stability70/2622298/187236.60e-062.04e-0470
GO:00508215ColorectumCRCprotein stabilization44/2078191/187231.77e-068.92e-0544
GO:00316475ColorectumCRCregulation of protein stability58/2078298/187231.38e-054.37e-0458
GO:00516044ColorectumCRCprotein maturation47/2078294/187236.52e-034.70e-0247
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
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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
NAA15SNVMissense_Mutationnovelc.208C>Tp.Arg70Cysp.R70CQ9BXJ9protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NAA15SNVMissense_Mutationc.659N>Ap.Ile220Asnp.I220NQ9BXJ9protein_codingdeleterious(0)probably_damaging(0.982)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NAA15SNVMissense_Mutationc.601N>Tp.Arg201Trpp.R201WQ9BXJ9protein_codingdeleterious(0.01)probably_damaging(0.954)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NAA15SNVMissense_Mutationc.1505G>Cp.Gly502Alap.G502AQ9BXJ9protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NAA15SNVMissense_Mutationnovelc.1863N>Tp.Gln621Hisp.Q621HQ9BXJ9protein_codingdeleterious(0.03)possibly_damaging(0.827)TCGA-DS-A7WH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAA15SNVMissense_Mutationc.2464N>Ap.Glu822Lysp.E822KQ9BXJ9protein_codingtolerated(0.13)benign(0.11)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NAA15SNVMissense_Mutationc.1014N>Cp.Lys338Asnp.K338NQ9BXJ9protein_codingdeleterious(0.04)probably_damaging(0.951)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAA15SNVMissense_Mutationrs367731445c.1378N>Ap.Glu460Lysp.E460KQ9BXJ9protein_codingtolerated(0.1)benign(0.052)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NAA15SNVMissense_Mutationc.209G>Ap.Arg70Hisp.R70HQ9BXJ9protein_codingdeleterious(0)probably_damaging(0.973)TCGA-Q1-A73R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NAA15SNVMissense_Mutationnovelc.503N>Tp.Ala168Valp.A168VQ9BXJ9protein_codingtolerated(0.16)benign(0.019)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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