Formal modeling and analysis of the hexosamine biosynthetic pathway: role of O-linked N-acetylglucosamine transferase in oncogenesis and cancer progression

The alteration of glucose metabolism, through increased uptake of glucose and glutamine addiction, is essential to cancer cell growth and invasion. Increased flux of glucose through the Hexosamine Biosynthetic Pathway (HBP) drives increased cellular O-GlcNAcylation (hyper-O-GlcNAcylation) and contri...

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Main Authors: Muhammad Tariq Saeed, Jamil Ahmad, Shahzina Kanwal, Andreana N. Holowatyj, Iftikhar A. Sheikh, Rehan Zafar Paracha, Aamir Shafi, Amnah Siddiqa, Zurah Bibi, Mukaram Khan, Amjad Ali
Format: Article
Language:English
Published: PeerJ Inc. 2016-09-01
Series:PeerJ
Subjects:
Online Access:https://peerj.com/articles/2348.pdf
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spelling doaj-1019672c9f3f4cc8b5b2420a2b9d9e602020-11-24T23:43:38ZengPeerJ Inc.PeerJ2167-83592016-09-014e234810.7717/peerj.2348Formal modeling and analysis of the hexosamine biosynthetic pathway: role of O-linked N-acetylglucosamine transferase in oncogenesis and cancer progressionMuhammad Tariq Saeed0Jamil Ahmad1Shahzina Kanwal2Andreana N. Holowatyj3Iftikhar A. Sheikh4Rehan Zafar Paracha5Aamir Shafi6Amnah Siddiqa7Zurah Bibi8Mukaram Khan9Amjad Ali10Research Centre for Modeling and Simulation (RCMS), National University of Sciences and Technology (NUST), Islamabad, PakistanResearch Centre for Modeling and Simulation (RCMS), National University of Sciences and Technology (NUST), Islamabad, PakistanGuangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, ChinaDepartment of Oncology, Wayne State University School of Medicine and Barbara Ann Karmanos Cancer Institute, Detroit, MI, United StatesResearch Centre for Modeling and Simulation (RCMS), National University of Sciences and Technology (NUST), Islamabad, PakistanResearch Centre for Modeling and Simulation (RCMS), National University of Sciences and Technology (NUST), Islamabad, PakistanSchool of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanResearch Centre for Modeling and Simulation (RCMS), National University of Sciences and Technology (NUST), Islamabad, PakistanResearch Centre for Modeling and Simulation (RCMS), National University of Sciences and Technology (NUST), Islamabad, PakistanResearch Centre for Modeling and Simulation (RCMS), National University of Sciences and Technology (NUST), Islamabad, PakistanAtta-ur-Rehman School of Applied Bio-science (ASAB), National University of Sciences and Technology (NUST), Islamabad, PakistanThe alteration of glucose metabolism, through increased uptake of glucose and glutamine addiction, is essential to cancer cell growth and invasion. Increased flux of glucose through the Hexosamine Biosynthetic Pathway (HBP) drives increased cellular O-GlcNAcylation (hyper-O-GlcNAcylation) and contributes to cancer progression by regulating key oncogenes. However, the association between hyper-O-GlcNAcylation and activation of these oncogenes remains poorly characterized. Here, we implement a qualitative modeling framework to analyze the role of the Biological Regulatory Network in HBP activation and its potential effects on key oncogenes. Experimental observations are encoded in a temporal language format and model checking is applied to infer the model parameters and qualitative model construction. Using this model, we discover step-wise genetic alterations that promote cancer development and invasion due to an increase in glycolytic flux, and reveal critical trajectories involved in cancer progression. We compute delay constraints to reveal important associations between the production and degradation rates of proteins. O-linked N-acetylglucosamine transferase (OGT), an enzyme used for addition of O-GlcNAc during O-GlcNAcylation, is identified as a key regulator to promote oncogenesis in a feedback mechanism through the stabilization of c-Myc. Silencing of the OGT and c-Myc loop decreases glycolytic flux and leads to programmed cell death. Results of network analyses also identify a significant cycle that highlights the role of p53-Mdm2 circuit oscillations in cancer recovery and homeostasis. Together, our findings suggest that the OGT and c-Myc feedback loop is critical in tumor progression, and targeting these mediators may provide a mechanism-based therapeutic approach to regulate hyper-O-GlcNAcylation in human cancer.https://peerj.com/articles/2348.pdfBiological regulatory networks (BRNs)René ThomasQualitative modelingModel checkingCancerHexosamine biosynthetic pathway
collection DOAJ
language English
format Article
sources DOAJ
author Muhammad Tariq Saeed
Jamil Ahmad
Shahzina Kanwal
Andreana N. Holowatyj
Iftikhar A. Sheikh
Rehan Zafar Paracha
Aamir Shafi
Amnah Siddiqa
Zurah Bibi
Mukaram Khan
Amjad Ali
spellingShingle Muhammad Tariq Saeed
Jamil Ahmad
Shahzina Kanwal
Andreana N. Holowatyj
Iftikhar A. Sheikh
Rehan Zafar Paracha
Aamir Shafi
Amnah Siddiqa
Zurah Bibi
Mukaram Khan
Amjad Ali
Formal modeling and analysis of the hexosamine biosynthetic pathway: role of O-linked N-acetylglucosamine transferase in oncogenesis and cancer progression
PeerJ
Biological regulatory networks (BRNs)
René Thomas
Qualitative modeling
Model checking
Cancer
Hexosamine biosynthetic pathway
author_facet Muhammad Tariq Saeed
Jamil Ahmad
Shahzina Kanwal
Andreana N. Holowatyj
Iftikhar A. Sheikh
Rehan Zafar Paracha
Aamir Shafi
Amnah Siddiqa
Zurah Bibi
Mukaram Khan
Amjad Ali
author_sort Muhammad Tariq Saeed
title Formal modeling and analysis of the hexosamine biosynthetic pathway: role of O-linked N-acetylglucosamine transferase in oncogenesis and cancer progression
title_short Formal modeling and analysis of the hexosamine biosynthetic pathway: role of O-linked N-acetylglucosamine transferase in oncogenesis and cancer progression
title_full Formal modeling and analysis of the hexosamine biosynthetic pathway: role of O-linked N-acetylglucosamine transferase in oncogenesis and cancer progression
title_fullStr Formal modeling and analysis of the hexosamine biosynthetic pathway: role of O-linked N-acetylglucosamine transferase in oncogenesis and cancer progression
title_full_unstemmed Formal modeling and analysis of the hexosamine biosynthetic pathway: role of O-linked N-acetylglucosamine transferase in oncogenesis and cancer progression
title_sort formal modeling and analysis of the hexosamine biosynthetic pathway: role of o-linked n-acetylglucosamine transferase in oncogenesis and cancer progression
publisher PeerJ Inc.
series PeerJ
issn 2167-8359
publishDate 2016-09-01
description The alteration of glucose metabolism, through increased uptake of glucose and glutamine addiction, is essential to cancer cell growth and invasion. Increased flux of glucose through the Hexosamine Biosynthetic Pathway (HBP) drives increased cellular O-GlcNAcylation (hyper-O-GlcNAcylation) and contributes to cancer progression by regulating key oncogenes. However, the association between hyper-O-GlcNAcylation and activation of these oncogenes remains poorly characterized. Here, we implement a qualitative modeling framework to analyze the role of the Biological Regulatory Network in HBP activation and its potential effects on key oncogenes. Experimental observations are encoded in a temporal language format and model checking is applied to infer the model parameters and qualitative model construction. Using this model, we discover step-wise genetic alterations that promote cancer development and invasion due to an increase in glycolytic flux, and reveal critical trajectories involved in cancer progression. We compute delay constraints to reveal important associations between the production and degradation rates of proteins. O-linked N-acetylglucosamine transferase (OGT), an enzyme used for addition of O-GlcNAc during O-GlcNAcylation, is identified as a key regulator to promote oncogenesis in a feedback mechanism through the stabilization of c-Myc. Silencing of the OGT and c-Myc loop decreases glycolytic flux and leads to programmed cell death. Results of network analyses also identify a significant cycle that highlights the role of p53-Mdm2 circuit oscillations in cancer recovery and homeostasis. Together, our findings suggest that the OGT and c-Myc feedback loop is critical in tumor progression, and targeting these mediators may provide a mechanism-based therapeutic approach to regulate hyper-O-GlcNAcylation in human cancer.
topic Biological regulatory networks (BRNs)
René Thomas
Qualitative modeling
Model checking
Cancer
Hexosamine biosynthetic pathway
url https://peerj.com/articles/2348.pdf
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