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: NAA16

Gene summary for NAA16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAA16

Gene ID

79612

Gene nameN-alpha-acetyltransferase 16, NatA auxiliary subunit
Gene AliasNARG1L
Cytomap13q14.11
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6N069


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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
79612NAA16LZE2THumanEsophagusESCC3.18e-035.76e-010.082
79612NAA16LZE4THumanEsophagusESCC6.97e-112.69e-010.0811
79612NAA16LZE7THumanEsophagusESCC6.00e-052.25e-010.0667
79612NAA16LZE22THumanEsophagusESCC2.53e-031.76e-010.068
79612NAA16LZE24THumanEsophagusESCC1.05e-056.68e-020.0596
79612NAA16LZE21THumanEsophagusESCC7.08e-031.78e-010.0655
79612NAA16P1T-EHumanEsophagusESCC5.18e-072.55e-010.0875
79612NAA16P2T-EHumanEsophagusESCC2.40e-173.49e-010.1177
79612NAA16P4T-EHumanEsophagusESCC3.31e-254.99e-010.1323
79612NAA16P5T-EHumanEsophagusESCC1.18e-101.28e-010.1327
79612NAA16P8T-EHumanEsophagusESCC6.45e-133.07e-010.0889
79612NAA16P9T-EHumanEsophagusESCC1.13e-111.77e-010.1131
79612NAA16P10T-EHumanEsophagusESCC1.76e-244.33e-010.116
79612NAA16P12T-EHumanEsophagusESCC1.31e-142.35e-010.1122
79612NAA16P15T-EHumanEsophagusESCC9.30e-193.63e-010.1149
79612NAA16P16T-EHumanEsophagusESCC2.70e-172.72e-010.1153
79612NAA16P17T-EHumanEsophagusESCC1.29e-021.15e-010.1278
79612NAA16P20T-EHumanEsophagusESCC2.38e-101.80e-010.1124
79612NAA16P21T-EHumanEsophagusESCC8.31e-088.28e-020.1617
79612NAA16P22T-EHumanEsophagusESCC2.25e-091.06e-010.1236
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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
∗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: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
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00182061EsophagusESCCpeptidyl-methionine modification12/855213/187236.18e-043.32e-0312
GO:0031365EsophagusESCCN-terminal protein amino acid modification21/855230/187236.17e-032.27e-0221
GO:0006474EsophagusESCCN-terminal protein amino acid acetylation13/855217/187231.00e-023.42e-0213
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
GO:00064732LiverHCCprotein acetylation135/7958201/187231.20e-125.92e-11135
GO:00435432LiverHCCprotein acylation157/7958243/187232.40e-121.12e-10157
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:0018206LiverHCCpeptidyl-methionine modification10/795813/187231.28e-024.61e-0210
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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
NAA16SNVMissense_Mutationnovelc.1125N>Tp.Trp375Cysp.W375CQ6N069protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
NAA16SNVMissense_Mutationc.1163N>Ap.Gly388Glup.G388EQ6N069protein_codingtolerated(0.07)possibly_damaging(0.752)TCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NAA16SNVMissense_Mutationc.1325N>Cp.Arg442Thrp.R442TQ6N069protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NAA16SNVMissense_Mutationnovelc.421N>Ap.Leu141Ilep.L141IQ6N069protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NAA16SNVMissense_Mutationnovelc.2051G>Cp.Arg684Thrp.R684TQ6N069protein_codingdeleterious(0)probably_damaging(0.99)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NAA16SNVMissense_Mutationrs769875149c.1890A>Tp.Glu630Aspp.E630DQ6N069protein_codingtolerated(1)benign(0)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NAA16insertionNonsense_Mutationnovelc.2533_2534insCTGGTAGGAGCCAGCTCCAGCTTACCACTGATTAAACACTTp.Asp845AlafsTer12p.D845Afs*12Q6N069protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NAA16deletionFrame_Shift_Delc.1321delNp.Asp441IlefsTer17p.D441Ifs*17Q6N069protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NAA16SNVMissense_Mutationrs748037334c.1187A>Gp.Tyr396Cysp.Y396CQ6N069protein_codingdeleterious(0)probably_damaging(0.987)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAA16SNVMissense_Mutationc.1488G>Tp.Gln496Hisp.Q496HQ6N069protein_codingdeleterious(0.05)probably_damaging(0.928)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<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
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