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: NGLY1

Gene summary for NGLY1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NGLY1

Gene ID

55768

Gene nameN-glycanase 1
Gene AliasCDDG
Cytomap3p24.2
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q96IV0


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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
55768NGLY1LZE4THumanEsophagusESCC3.76e-051.75e-010.0811
55768NGLY1LZE7THumanEsophagusESCC3.28e-042.27e-010.0667
55768NGLY1LZE24THumanEsophagusESCC4.31e-104.16e-010.0596
55768NGLY1P1T-EHumanEsophagusESCC7.93e-041.47e-010.0875
55768NGLY1P2T-EHumanEsophagusESCC6.93e-171.87e-010.1177
55768NGLY1P4T-EHumanEsophagusESCC7.24e-174.56e-010.1323
55768NGLY1P5T-EHumanEsophagusESCC1.53e-141.59e-010.1327
55768NGLY1P8T-EHumanEsophagusESCC3.10e-101.98e-010.0889
55768NGLY1P9T-EHumanEsophagusESCC1.98e-101.77e-010.1131
55768NGLY1P10T-EHumanEsophagusESCC6.38e-142.14e-010.116
55768NGLY1P11T-EHumanEsophagusESCC2.44e-062.92e-010.1426
55768NGLY1P12T-EHumanEsophagusESCC3.32e-021.27e-010.1122
55768NGLY1P15T-EHumanEsophagusESCC6.78e-152.59e-010.1149
55768NGLY1P16T-EHumanEsophagusESCC1.83e-131.63e-010.1153
55768NGLY1P17T-EHumanEsophagusESCC3.56e-022.28e-010.1278
55768NGLY1P20T-EHumanEsophagusESCC5.40e-143.07e-010.1124
55768NGLY1P21T-EHumanEsophagusESCC1.10e-183.33e-010.1617
55768NGLY1P22T-EHumanEsophagusESCC8.44e-162.15e-010.1236
55768NGLY1P23T-EHumanEsophagusESCC7.21e-112.13e-010.108
55768NGLY1P24T-EHumanEsophagusESCC1.70e-112.81e-010.1287
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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
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:00517882LiverHCCresponse to misfolded protein23/795825/187232.95e-075.14e-0623
GO:007121811LiverHCCcellular response to misfolded protein21/795823/187231.39e-062.01e-0521
GO:000651521LiverHCCprotein quality control for misfolded or incompletely synthesized proteins24/795828/187233.01e-063.99e-0524
GO:00065172LiverHCCprotein deglycosylation22/795826/187231.23e-051.39e-0422
GO:00717123LiverHCCER-associated misfolded protein catabolic process12/795812/187233.46e-053.45e-0412
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0034976113ThyroidPTCresponse to endoplasmic reticulum stress161/5968256/187231.14e-243.27e-22161
GO:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:0035966113ThyroidPTCresponse to topologically incorrect protein101/5968159/187232.00e-161.66e-14101
GO:00365038ThyroidPTCERAD pathway71/5968107/187232.37e-131.22e-1171
GO:0035967113ThyroidPTCcellular response to topologically incorrect protein73/5968116/187235.62e-122.41e-1073
GO:00065156ThyroidPTCprotein quality control for misfolded or incompletely synthesized proteins20/596828/187232.01e-052.04e-0420
GO:00517886ThyroidPTCresponse to misfolded protein17/596825/187232.25e-041.64e-0317
GO:00712186ThyroidPTCcellular response to misfolded protein16/596823/187232.31e-041.67e-0316
GO:00717125ThyroidPTCER-associated misfolded protein catabolic process10/596812/187233.59e-042.44e-0310
GO:00091003ThyroidPTCglycoprotein metabolic process147/5968387/187235.87e-032.64e-02147
GO:001049832ThyroidATCproteasomal protein catabolic process309/6293490/187231.78e-411.13e-37309
GO:003497633ThyroidATCresponse to endoplasmic reticulum stress167/6293256/187232.62e-251.03e-22167
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
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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
NGLY1SNVMissense_Mutationc.1654N>Cp.Ser552Prop.S552PQ96IV0protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NGLY1SNVMissense_Mutationrs767547861c.41N>Tp.Ser14Phep.S14FQ96IV0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NGLY1SNVMissense_Mutationnovelc.983N>Tp.Arg328Leup.R328LQ96IV0protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A1RG-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
NGLY1deletionFrame_Shift_Delnovelc.344delNp.Gly115AlafsTer8p.G115Afs*8Q96IV0protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NGLY1deletionFrame_Shift_Delnovelc.301delNp.Ile101PhefsTer4p.I101Ffs*4Q96IV0protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NGLY1SNVMissense_Mutationnovelc.1586N>Cp.Arg529Thrp.R529TQ96IV0protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NGLY1insertionNonsense_Mutationnovelc.1550_1551insAGGCAp.Trp517Terp.W517*Q96IV0protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NGLY1SNVMissense_Mutationrs142766875c.1232N>Ap.Arg411Glnp.R411QQ96IV0protein_codingtolerated(0.14)benign(0.232)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NGLY1SNVMissense_Mutationc.1697N>Tp.Ser566Ilep.S566IQ96IV0protein_codingdeleterious(0.01)benign(0.157)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NGLY1SNVMissense_Mutationrs375732599c.304N>Tp.Arg102Cysp.R102CQ96IV0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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