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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:007171211EsophagusESCCER-associated misfolded protein catabolic process12/855212/187238.21e-056.01e-0412
GO:00517884EsophagusESCCresponse to misfolded protein21/855225/187239.12e-056.54e-0421
GO:00712184EsophagusESCCcellular response to misfolded protein19/855223/187233.12e-041.85e-0319
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:00065154EsophagusESCCprotein quality control for misfolded or incompletely synthesized proteins21/855228/187231.57e-037.33e-0321
GO:00065173EsophagusESCCprotein deglycosylation19/855226/187234.31e-031.71e-0219
GO:0006516EsophagusESCCglycoprotein catabolic process19/855228/187231.49e-024.84e-0219
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:003650311LiverHCCERAD pathway88/7958107/187232.87e-172.85e-1588
GO:003596712LiverHCCcellular response to topologically incorrect protein89/7958116/187235.61e-143.39e-1289
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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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