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: NAGA

Gene summary for NAGA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAGA

Gene ID

4668

Gene namealpha-N-acetylgalactosaminidase
Gene AliasD22S674
Cytomap22q13.2
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A024R1Q5


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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
4668NAGALZE24THumanEsophagusESCC1.36e-102.36e-010.0596
4668NAGAP1T-EHumanEsophagusESCC5.09e-031.80e-010.0875
4668NAGAP2T-EHumanEsophagusESCC6.46e-101.68e-010.1177
4668NAGAP4T-EHumanEsophagusESCC5.50e-102.31e-010.1323
4668NAGAP5T-EHumanEsophagusESCC1.16e-112.04e-010.1327
4668NAGAP8T-EHumanEsophagusESCC1.12e-192.33e-010.0889
4668NAGAP9T-EHumanEsophagusESCC1.93e-061.13e-010.1131
4668NAGAP10T-EHumanEsophagusESCC3.19e-101.72e-010.116
4668NAGAP11T-EHumanEsophagusESCC5.18e-042.38e-010.1426
4668NAGAP12T-EHumanEsophagusESCC1.58e-152.82e-010.1122
4668NAGAP15T-EHumanEsophagusESCC1.75e-133.87e-010.1149
4668NAGAP16T-EHumanEsophagusESCC1.96e-173.35e-010.1153
4668NAGAP19T-EHumanEsophagusESCC1.16e-023.03e-010.1662
4668NAGAP20T-EHumanEsophagusESCC1.96e-051.17e-010.1124
4668NAGAP21T-EHumanEsophagusESCC9.85e-132.32e-010.1617
4668NAGAP22T-EHumanEsophagusESCC7.36e-202.90e-010.1236
4668NAGAP23T-EHumanEsophagusESCC9.75e-071.65e-010.108
4668NAGAP24T-EHumanEsophagusESCC3.54e-111.46e-010.1287
4668NAGAP26T-EHumanEsophagusESCC6.30e-162.28e-010.1276
4668NAGAP27T-EHumanEsophagusESCC1.20e-111.13e-010.1055
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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
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:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:00161373EsophagusESCCglycoside metabolic process16/855222/187239.46e-033.28e-0216
GO:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00066651Oral cavityOSCCsphingolipid metabolic process84/7305155/187238.64e-056.61e-0484
GO:19016573Oral cavityOSCCglycosyl compound metabolic process52/730588/187231.06e-047.84e-0452
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:00442426Oral cavityOSCCcellular lipid catabolic process104/7305214/187232.61e-031.15e-02104
GO:00066641Oral cavityOSCCglycolipid metabolic process53/7305100/187233.09e-031.33e-0253
GO:19035091Oral cavityOSCCliposaccharide metabolic process53/7305101/187234.06e-031.66e-0253
GO:0006672Oral cavityOSCCceramide metabolic process53/7305102/187235.28e-032.06e-0253
GO:001605210Oral cavityOSCCcarbohydrate catabolic process76/7305154/187235.67e-032.18e-0276
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
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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
NAGASNVMissense_Mutationc.649N>Ap.Asp217Asnp.D217NP17050protein_codingdeleterious(0)probably_damaging(0.911)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NAGASNVMissense_Mutationnovelc.70N>Ap.Gln24Lysp.Q24KP17050protein_codingtolerated(0.36)benign(0)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
NAGAinsertionNonsense_Mutationnovelc.862_863insGGTAGTTATCTTGp.Thr288ArgfsTer2p.T288Rfs*2P17050protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NAGASNVMissense_Mutationnovelc.763N>Ap.Leu255Ilep.L255IP17050protein_codingtolerated(1)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAGASNVMissense_Mutationrs781499383c.638N>Ap.Arg213Hisp.R213HP17050protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAGASNVMissense_Mutationnovelc.429G>Cp.Gln143Hisp.Q143HP17050protein_codingdeleterious(0.03)benign(0.022)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
NAGASNVMissense_Mutationc.1124N>Gp.Asp375Glyp.D375GP17050protein_codingtolerated(0.35)benign(0.001)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NAGASNVMissense_Mutationc.962N>Cp.Lys321Thrp.K321TP17050protein_codingtolerated(0.08)benign(0.009)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NAGASNVMissense_Mutationrs374542831c.860G>Ap.Arg287Hisp.R287HP17050protein_codingdeleterious(0)probably_damaging(0.983)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NAGASNVMissense_Mutationc.1051N>Cp.Tyr351Hisp.Y351HP17050protein_codingtolerated(0.13)benign(0.079)TCGA-DY-A1DC-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapycapecitabinePR
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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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