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: OGA

Gene summary for OGA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OGA

Gene ID

10724

Gene nameO-GlcNAcase
Gene AliasMEA5
Cytomap10q24.32
Gene Typeprotein-coding
GO ID

GO:0006040

UniProtAcc

O60502


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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
10724OGAGSM4909281HumanBreastIDC1.18e-032.42e-010.21
10724OGAGSM4909286HumanBreastIDC2.48e-031.34e-010.1081
10724OGAGSM4909293HumanBreastIDC2.12e-122.82e-010.1581
10724OGAGSM4909295HumanBreastIDC2.36e-033.10e-010.0898
10724OGAGSM4909298HumanBreastIDC8.00e-113.39e-010.1551
10724OGAGSM4909299HumanBreastIDC2.37e-031.87e-010.035
10724OGAGSM4909301HumanBreastIDC4.79e-053.81e-010.1577
10724OGAGSM4909302HumanBreastIDC4.74e-022.44e-010.1545
10724OGAGSM4909304HumanBreastIDC2.67e-042.22e-010.1636
10724OGAGSM4909305HumanBreastIDC2.87e-052.75e-010.0436
10724OGAGSM4909308HumanBreastIDC6.78e-082.35e-010.158
10724OGAGSM4909311HumanBreastIDC9.30e-05-8.74e-020.1534
10724OGAGSM4909317HumanBreastIDC4.48e-052.17e-010.1355
10724OGAGSM4909319HumanBreastIDC2.72e-08-1.49e-010.1563
10724OGActrl6HumanBreastPrecancer7.17e-175.94e-01-0.0061
10724OGAbrca1HumanBreastPrecancer8.07e-06-2.10e-01-0.0338
10724OGAbrca2HumanBreastPrecancer8.25e-07-2.10e-01-0.024
10724OGAbrca3HumanBreastPrecancer8.25e-07-2.10e-01-0.0263
10724OGAM1HumanBreastIDC1.93e-185.52e-010.1577
10724OGAP1HumanBreastIDC5.18e-063.21e-010.1527
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000705222ThyroidATCmitotic spindle organization80/6293120/187231.27e-136.46e-1280
GO:000705122ThyroidATCspindle organization109/6293184/187237.99e-133.46e-11109
GO:005125829ThyroidATCprotein polymerization159/6293297/187239.33e-133.96e-11159
GO:0051495111ThyroidATCpositive regulation of cytoskeleton organization125/6293226/187231.39e-115.08e-10125
GO:190290529ThyroidATCpositive regulation of supramolecular fiber organization117/6293209/187232.19e-117.80e-10117
GO:003227129ThyroidATCregulation of protein polymerization127/6293233/187233.64e-111.20e-09127
GO:003133428ThyroidATCpositive regulation of protein-containing complex assembly127/6293237/187231.64e-104.93e-09127
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:000028011ThyroidATCnuclear division207/6293439/187231.98e-094.80e-08207
GO:007050723ThyroidATCregulation of microtubule cytoskeleton organization85/6293148/187232.17e-095.21e-0885
GO:190165325ThyroidATCcellular response to peptide173/6293359/187235.87e-091.28e-07173
GO:004343428ThyroidATCresponse to peptide hormone192/6293414/187233.63e-086.70e-07192
GO:0032273113ThyroidATCpositive regulation of protein polymerization77/6293138/187236.67e-081.17e-0677
GO:005122521ThyroidATCspindle assembly66/6293117/187233.28e-074.88e-0666
GO:007137524ThyroidATCcellular response to peptide hormone stimulus138/6293290/187234.90e-077.05e-06138
GO:009030721ThyroidATCmitotic spindle assembly41/629365/187231.10e-061.43e-0541
GO:003286824ThyroidATCresponse to insulin126/6293264/187231.24e-061.59e-05126
GO:003286923ThyroidATCcellular response to insulin stimulus101/6293203/187231.34e-061.69e-05101
GO:003288613ThyroidATCregulation of microtubule-based process114/6293240/187235.17e-065.59e-05114
GO:001931814ThyroidATChexose metabolic process111/6293237/187231.51e-051.41e-04111
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04931ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa049311ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa049312ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa049313ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa049314ColorectumCRCInsulin resistance28/1091108/84651.78e-042.37e-031.61e-0328
hsa049315ColorectumCRCInsulin resistance28/1091108/84651.78e-042.37e-031.61e-0328
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0493113EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa049316LiverNAFLDInsulin resistance29/1043108/84653.01e-057.59e-046.11e-0429
hsa0493111LiverNAFLDInsulin resistance29/1043108/84653.01e-057.59e-046.11e-0429
hsa0493121LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0493131LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
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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
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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
10724OGAENZYME, DRUGGABLE GENOMEMK 8719
10724OGAENZYME, DRUGGABLE GENOMEinhibitor387065591CHEMBL1213603
10724OGAENZYME, DRUGGABLE GENOMEinhibitor387065590
10724OGAENZYME, DRUGGABLE GENOMESTZSTREPTOZOCIN11336633
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