IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v17y2020i16p5866-d398323.html
   My bibliography  Save this article

Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani Population

Author

Listed:
  • Zarish Noreen

    (HealthCare Biotechnology, Atta-Ur-Rahman School of Applied Biosciences, National University of Sciences and Technology (NUST), Islamabad 44000, Pakistan)

  • Christopher A. Loffredo

    (Departments of Oncology and of Biostatistics, Georgetown University, Washington, DC 20057, USA)

  • Attya Bhatti

    (HealthCare Biotechnology, Atta-Ur-Rahman School of Applied Biosciences, National University of Sciences and Technology (NUST), Islamabad 44000, Pakistan)

  • Jyothirmai J. Simhadri

    (Department of Pediatrics and Child Health, College of Medicine, Howard University, Washington, DC 20059, USA)

  • Gail Nunlee-Bland

    (Department of Pediatrics and Child Health, College of Medicine, Howard University, Washington, DC 20059, USA)

  • Thomas Nnanabu

    (Department of Biology, Howard University, Washington, DC 20059, USA)

  • Peter John

    (HealthCare Biotechnology, Atta-Ur-Rahman School of Applied Biosciences, National University of Sciences and Technology (NUST), Islamabad 44000, Pakistan)

  • Jahangir S. Khan

    (Department of Surgery, Rawalpindi Medical College, Rawalpindi, Punjab 46000, Pakistan)

  • Somiranjan Ghosh

    (Department of Pediatrics and Child Health, College of Medicine, Howard University, Washington, DC 20059, USA
    Department of Biology, Howard University, Washington, DC 20059, USA)

Abstract

The epidemic of type 2 diabetes mellitus (T2DM) is an important global health concern. Our earlier epidemiological investigation in Pakistan prompted us to conduct a molecular investigation to decipher the differential genetic pathways of this health condition in relation to non-diabetic controls. Our microarray studies of global gene expression were conducted on the Affymetrix platform using Human Genome U133 Plus 2.0 Array along with Ingenuity Pathway Analysis ( IPA ) to associate the affected genes with their canonical pathways. High-throughput qRT-PCR TaqMan Low Density Array (TLDA) was performed to validate the selected differentially expressed genes of our interest, viz., ARNT, LEPR, MYC, RRAD, CYP2D6 , TP53, APOC1, APOC2, CYP1B1, SLC2A13, and SLC33A1 using a small population validation sample (n = 15 cases and their corresponding matched controls). Overall, our small pilot study revealed a discrete gene expression profile in cases compared to controls. The disease pathways included: Insulin Receptor Signaling , Type II Diabetes Mellitus Signaling, Apoptosis Signaling , Aryl Hydrocarbon Receptor Signaling , p53 Signaling , Mitochondrial Dysfunction, Chronic Myeloid Leukemia Signaling , Parkinson’s Signaling, Molecular Mechanism of Cancer, and Cell Cycle G1/S Checkpoint Regulation, GABA Receptor Signaling, Neuroinflammation Signaling Pathway, Dopamine Receptor Signaling, Sirtuin Signaling Pathway , Oxidative Phosphorylation , LXR/RXR Activation , and Mitochondrial Dysfunction, strongly consistent with the evidence from epidemiological studies. These gene fingerprints could lead to the development of biomarkers for the identification of subgroups at high risk for future disease well ahead of time, before the actual disease becomes visible.

Suggested Citation

  • Zarish Noreen & Christopher A. Loffredo & Attya Bhatti & Jyothirmai J. Simhadri & Gail Nunlee-Bland & Thomas Nnanabu & Peter John & Jahangir S. Khan & Somiranjan Ghosh, 2020. "Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani Population," IJERPH, MDPI, vol. 17(16), pages 1-20, August.
  • Handle: RePEc:gam:jijerp:v:17:y:2020:i:16:p:5866-:d:398323
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/17/16/5866/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/17/16/5866/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Zarish Noreen & Jessica DeJesus & Attya Bhatti & Christopher A. Loffredo & Peter John & Jahangir S. Khan & Gail Nunlee-Bland & Somiranjan Ghosh, 2018. "Epidemiological Investigation of Type 2 Diabetes and Alzheimer’s Disease in a Pakistani Population," IJERPH, MDPI, vol. 15(8), pages 1-10, July.
    2. Mai A. Elobeid & Miguel A. Padilla & David W. Brock & Douglas M. Ruden & David B. Allison, 2010. "Endocrine Disruptors and Obesity: An Examination of Selected Persistent Organic Pollutants in the NHANES 1999–2002 Data," IJERPH, MDPI, vol. 7(7), pages 1-18, July.
    3. Colin D Mathers & Dejan Loncar, 2006. "Projections of Global Mortality and Burden of Disease from 2002 to 2030," PLOS Medicine, Public Library of Science, vol. 3(11), pages 1-20, November.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jia Lu & Shabana Jamani & Joseph Benjamen & Eric Agbata & Olivia Magwood & Kevin Pottie, 2020. "Global Mental Health and Services for Migrants in Primary Care Settings in High-Income Countries: A Scoping Review," IJERPH, MDPI, vol. 17(22), pages 1-28, November.
    2. Eldon Spackman & Stewart Richmond & Mark Sculpher & Martin Bland & Stephen Brealey & Rhian Gabe & Ann Hopton & Ada Keding & Harriet Lansdown & Sara Perren & David Torgerson & Ian Watt & Hugh MacPherso, 2014. "Cost-Effectiveness Analysis of Acupuncture, Counselling and Usual Care in Treating Patients with Depression: The Results of the ACUDep Trial," PLOS ONE, Public Library of Science, vol. 9(11), pages 1-12, November.
    3. Peele, Morgan & Wolf, Sharon, 2020. "Predictors of anxiety and depressive symptoms among teachers in Ghana: Evidence from a randomized controlled trial," Social Science & Medicine, Elsevier, vol. 253(C).
    4. Carsten Hinrichsen & Vibeke Jenny Koushede & Katrine Rich Madsen & Line Nielsen & Nanna Gram Ahlmark & Ziggi Ivan Santini & Charlotte Meilstrup, 2020. "Implementing Mental Health Promotion Initiatives—Process Evaluation of the ABCs of Mental Health in Denmark," IJERPH, MDPI, vol. 17(16), pages 1-26, August.
    5. Emmanuel Peprah & Elisabet Caler & Anya Snyder & Fassil Ketema, 2020. "Deconstructing Syndemics: The Many Layers of Clustering Multi-Comorbidities in People Living with HIV," IJERPH, MDPI, vol. 17(13), pages 1-7, June.
    6. Hoehun Ha & Wei Tu, 2018. "An Ecological Study on the Spatially Varying Relationship between County-Level Suicide Rates and Altitude in the United States," IJERPH, MDPI, vol. 15(4), pages 1-16, April.
    7. Eduardo Martínez-Martínez & María Luisa Zaragoza & Elmer Solano & Brenda Figueroa & Patricia Zúñiga & Juan P Laclette, 2012. "Health Research Funding in Mexico: The Need for a Long-Term Agenda," PLOS ONE, Public Library of Science, vol. 7(12), pages 1-11, December.
    8. G. Guindon, 2014. "The impact of tobacco prices on smoking onset in Vietnam: duration analyses of retrospective data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(1), pages 19-39, January.
    9. Jessica Pinaire & Jérôme Azé & Sandra Bringay & Guillaume Cayla & Paul Landais, 2019. "Hospital burden of coronary artery disease: Trends of myocardial infarction and/or percutaneous coronary interventions in France 2009–2014," PLOS ONE, Public Library of Science, vol. 14(5), pages 1-21, May.
    10. Nuño, Roberto & Coleman, Katie & Bengoa, Rafael & Sauto, Regina, 2012. "Integrated care for chronic conditions: The contribution of the ICCC Framework," Health Policy, Elsevier, vol. 105(1), pages 55-64.
    11. Hsiu-Ju Chang & Chien-Chang Liao & Chaur-Jong Hu & Winston W Shen & Ta-Liang Chen, 2013. "Psychiatric Disorders after Epilepsy Diagnosis: A Population-Based Retrospective Cohort Study," PLOS ONE, Public Library of Science, vol. 8(4), pages 1-7, April.
    12. Hui-Hsin Ko & Wu-Chien Chien & Yen-Hung Lin & Chi-Hsiang Chung & Shih-Jung Cheng, 2017. "Examining the correlation between diabetes and odontogenic infection: A nationwide, retrospective, matched-cohort study in Taiwan," PLOS ONE, Public Library of Science, vol. 12(6), pages 1-13, June.
    13. D. K. Shangodoyin & A. O. Adebile & J. F. Ojo & J. O. Olaomi, 2012. "Time series model for predicting the mean death rate of a disease," Statistics in Transition new series, Główny Urząd Statystyczny (Polska), vol. 13(2), pages 405-418, June.
    14. Moyer, Jonathan D. & Hedden, Steve, 2020. "Are we on the right path to achieve the sustainable development goals?," World Development, Elsevier, vol. 127(C).
    15. Lagravinese, R. & Moscone, F. & Tosetti, E. & Lee, H., 2014. "The impact of air pollution on hospital admissions: Evidence from Italy," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 278-285.
    16. Ahmad Salman & Maha Sellami & Abdulla Saeed AL-Mohannadi & Sungsoo Chun, 2019. "The Associations between Mental Well-Being and Adherence to Physical Activity Guidelines in Patients with Cardiovascular Disease: Results from the Scottish Health Survey," IJERPH, MDPI, vol. 16(19), pages 1-13, September.
    17. Kuan-Yin Lin & Chi-Chuan Wang & Chia-Hui Lin & Wang-Huei Sheng & Shan-Chwen Chang, 2015. "Fluoroquinolones versus β-Lactam/β-Lactamase Inhibitors in Outpatients with Chronic Obstructive Pulmonary Disease and Pneumonia: A Nationwide Population-Based Study," PLOS ONE, Public Library of Science, vol. 10(8), pages 1-12, August.
    18. Tarek Assad & Tarek Okasha & Hisham Ramy & Tamer Goueli & Hanan El-Shinnawy & Mohamed Nasr & Heba Fathy & Dalia Enaba & Dina Ibrahim & Mahmoud Elhabiby & Nesreen Mohsen & Sherien Khalil & Mohamed Fekr, 2015. "Role of traditional healers in the pathway to care of patients with bipolar disorder in Egypt," International Journal of Social Psychiatry, , vol. 61(6), pages 583-590, September.
    19. Xianglong Xu & Lingli Liu & Manoj Sharma & Yong Zhao, 2015. "Smoking-Related Knowledge, Attitudes, Behaviors, Smoking Cessation Idea and Education Level among Young Adult Male Smokers in Chongqing, China," IJERPH, MDPI, vol. 12(2), pages 1-15, February.
    20. Mónika Kellermann & Roland Berecz & Dániel Bereczki, 2018. "Does the severity of depressive symptoms after stroke affect long-term survival? An 18-year follow-up," PLOS ONE, Public Library of Science, vol. 13(12), pages 1-11, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:17:y:2020:i:16:p:5866-:d:398323. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.