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: NAGK

Gene summary for NAGK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAGK

Gene ID

55577

Gene nameN-acetylglucosamine kinase
Gene AliasGNK
Cytomap2p13.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

C9JEV6


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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
55577NAGKLZE4THumanEsophagusESCC6.20e-133.17e-010.0811
55577NAGKLZE5THumanEsophagusESCC1.71e-034.10e-010.0514
55577NAGKLZE7THumanEsophagusESCC3.70e-072.87e-010.0667
55577NAGKLZE8THumanEsophagusESCC1.32e-041.42e-010.067
55577NAGKLZE20THumanEsophagusESCC3.61e-031.49e-010.0662
55577NAGKLZE22THumanEsophagusESCC2.33e-054.34e-010.068
55577NAGKLZE24THumanEsophagusESCC5.49e-154.10e-010.0596
55577NAGKLZE21THumanEsophagusESCC6.98e-045.59e-010.0655
55577NAGKLZE6THumanEsophagusESCC2.22e-042.01e-010.0845
55577NAGKP1T-EHumanEsophagusESCC2.38e-043.99e-010.0875
55577NAGKP2T-EHumanEsophagusESCC5.13e-287.03e-010.1177
55577NAGKP4T-EHumanEsophagusESCC1.27e-316.66e-010.1323
55577NAGKP5T-EHumanEsophagusESCC1.30e-204.32e-010.1327
55577NAGKP8T-EHumanEsophagusESCC5.57e-204.17e-010.0889
55577NAGKP9T-EHumanEsophagusESCC4.18e-153.05e-010.1131
55577NAGKP10T-EHumanEsophagusESCC1.55e-194.52e-010.116
55577NAGKP11T-EHumanEsophagusESCC3.53e-186.77e-010.1426
55577NAGKP12T-EHumanEsophagusESCC3.34e-275.30e-010.1122
55577NAGKP15T-EHumanEsophagusESCC8.64e-244.63e-010.1149
55577NAGKP16T-EHumanEsophagusESCC2.53e-214.73e-010.1153
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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
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:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:00442826Oral cavityOSCCsmall molecule catabolic process174/7305376/187232.25e-031.00e-02174
GO:00442625Oral cavityOSCCcellular carbohydrate metabolic process130/7305283/187239.98e-033.49e-02130
GO:0006040Oral cavityOSCCamino sugar metabolic process24/730542/187231.30e-024.34e-0224
GO:0046348Oral cavityOSCCamino sugar catabolic process10/730514/187231.44e-024.69e-0210
GO:19011363ThyroidATCcarbohydrate derivative catabolic process73/6293172/187239.43e-033.47e-0273
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012505EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa005202EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa0125012EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa0052011EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa00520Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa012504Oral cavityOSCCBiosynthesis of nucleotide sugars25/370437/84652.93e-037.49e-033.81e-0325
hsa005201Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa0125011Oral cavityOSCCBiosynthesis of nucleotide sugars25/370437/84652.93e-037.49e-033.81e-0325
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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
NAGKSNVMissense_Mutationc.835N>Cp.Tyr279Hisp.Y279HQ9UJ70protein_codingtolerated(0.89)benign(0.007)TCGA-AO-A0JG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
NAGKSNVMissense_Mutationnovelc.1010G>Cp.Arg337Thrp.R337TQ9UJ70protein_codingtolerated(0.17)benign(0.02)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
NAGKinsertionNonsense_Mutationnovelc.788_789insAAGGTTGATGAGTTTGATAGTTACCTGTGAGGCCCAGTTAGTCTTp.Cys263delinsTerp.C263delins*Q9UJ70protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NAGKinsertionFrame_Shift_Insnovelc.550_551insACTTGACGATp.Gly184AspfsTer18p.G184Dfs*18Q9UJ70protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NAGKinsertionFrame_Shift_Insnovelc.552_553insCATACGTGCGAAAAGTGCAGAGp.Ser185HisfsTer21p.S185Hfs*21Q9UJ70protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NAGKSNVMissense_Mutationc.1097N>Ap.Ala366Aspp.A366DQ9UJ70protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
NAGKSNVMissense_Mutationrs749039406c.758A>Gp.Asp253Glyp.D253GQ9UJ70protein_codingdeleterious(0.04)benign(0.065)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NAGKSNVMissense_Mutationc.802N>Ap.Glu268Lysp.E268KQ9UJ70protein_codingtolerated(0.29)benign(0.165)TCGA-AA-A01T-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
NAGKSNVMissense_Mutationc.674N>Gp.His225Argp.H225RQ9UJ70protein_codingdeleterious(0.03)benign(0.145)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NAGKSNVMissense_Mutationnovelc.1035N>Ap.Phe345Leup.F345LQ9UJ70protein_codingtolerated(0.46)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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