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

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. O...

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Main Authors: Zarish Noreen, Christopher A. Loffredo, Attya Bhatti, Jyothirmai J. Simhadri, Gail Nunlee-Bland, Thomas Nnanabu, Peter John, Jahangir S. Khan, Somiranjan Ghosh
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:International Journal of Environmental Research and Public Health
Subjects:
Online Access:https://www.mdpi.com/1660-4601/17/16/5866
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spelling doaj-ab6b22c4235540c8b5765a81f1aa8c632020-11-25T03:03:54ZengMDPI AGInternational Journal of Environmental Research and Public Health1661-78271660-46012020-08-01175866586610.3390/ijerph17165866Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani PopulationZarish Noreen0Christopher A. Loffredo1Attya Bhatti2Jyothirmai J. Simhadri3Gail Nunlee-Bland4Thomas Nnanabu5Peter John6Jahangir S. Khan7Somiranjan Ghosh8 HealthCare Biotechnology, Atta-Ur-Rahman School of Applied Biosciences, National University of Sciences and Technology (NUST), Islamabad 44000, PakistanDepartments of Oncology and of Biostatistics, Georgetown University, Washington, DC 20057, USA HealthCare Biotechnology, Atta-Ur-Rahman School of Applied Biosciences, National University of Sciences and Technology (NUST), Islamabad 44000, PakistanDepartment of Pediatrics and Child Health, College of Medicine, Howard University, Washington, DC 20059, USADepartment of Pediatrics and Child Health, College of Medicine, Howard University, Washington, DC 20059, USADepartment of Biology, Howard University, Washington, DC 20059, USA HealthCare Biotechnology, Atta-Ur-Rahman School of Applied Biosciences, National University of Sciences and Technology (NUST), Islamabad 44000, PakistanDepartment of Surgery, Rawalpindi Medical College, Rawalpindi, Punjab 46000, PakistanDepartment of Pediatrics and Child Health, College of Medicine, Howard University, Washington, DC 20059, USAThe 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 (<i>IPA</i>) 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., <i>ARNT, LEPR, MYC, RRAD, CYP2D6</i>, TP53, <i>APOC1, APOC2, CYP1B1, SLC2A13,</i> and <i>SLC33A1</i> 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: <i>Insulin Receptor Signaling</i>, <i>Type II Diabetes Mellitus Signaling, Apoptosis Signaling</i>, <i>Aryl Hydrocarbon Receptor Signaling</i>, <i>p53 Signaling</i>, <i>Mitochondrial Dysfunction, Chronic Myeloid Leukemia Signaling</i>, <i>Parkinson’s Signaling, Molecular Mechanism of Cancer,</i> and <i>Cell Cycle G1/S Checkpoint Regulation, GABA Receptor Signaling, Neuroinflammation Signaling Pathway, Dopamine Receptor Signaling, Sirtuin Signaling Pathway</i>, <i>Oxidative Phosphorylation</i>, <i>LXR/RXR Activation</i>, and <i>Mitochondrial Dysfunction,</i> 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.https://www.mdpi.com/1660-4601/17/16/5866type 2 diabetesPakistangene expressiondisease pathwaysgene validationbiomarkers
collection DOAJ
language English
format Article
sources DOAJ
author Zarish Noreen
Christopher A. Loffredo
Attya Bhatti
Jyothirmai J. Simhadri
Gail Nunlee-Bland
Thomas Nnanabu
Peter John
Jahangir S. Khan
Somiranjan Ghosh
spellingShingle Zarish Noreen
Christopher A. Loffredo
Attya Bhatti
Jyothirmai J. Simhadri
Gail Nunlee-Bland
Thomas Nnanabu
Peter John
Jahangir S. Khan
Somiranjan Ghosh
Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani Population
International Journal of Environmental Research and Public Health
type 2 diabetes
Pakistan
gene expression
disease pathways
gene validation
biomarkers
author_facet Zarish Noreen
Christopher A. Loffredo
Attya Bhatti
Jyothirmai J. Simhadri
Gail Nunlee-Bland
Thomas Nnanabu
Peter John
Jahangir S. Khan
Somiranjan Ghosh
author_sort Zarish Noreen
title Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani Population
title_short Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani Population
title_full Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani Population
title_fullStr Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani Population
title_full_unstemmed Transcriptional Profiling and Biological Pathway(s) Analysis of Type 2 Diabetes Mellitus in a Pakistani Population
title_sort transcriptional profiling and biological pathway(s) analysis of type 2 diabetes mellitus in a pakistani population
publisher MDPI AG
series International Journal of Environmental Research and Public Health
issn 1661-7827
1660-4601
publishDate 2020-08-01
description 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 (<i>IPA</i>) 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., <i>ARNT, LEPR, MYC, RRAD, CYP2D6</i>, TP53, <i>APOC1, APOC2, CYP1B1, SLC2A13,</i> and <i>SLC33A1</i> 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: <i>Insulin Receptor Signaling</i>, <i>Type II Diabetes Mellitus Signaling, Apoptosis Signaling</i>, <i>Aryl Hydrocarbon Receptor Signaling</i>, <i>p53 Signaling</i>, <i>Mitochondrial Dysfunction, Chronic Myeloid Leukemia Signaling</i>, <i>Parkinson’s Signaling, Molecular Mechanism of Cancer,</i> and <i>Cell Cycle G1/S Checkpoint Regulation, GABA Receptor Signaling, Neuroinflammation Signaling Pathway, Dopamine Receptor Signaling, Sirtuin Signaling Pathway</i>, <i>Oxidative Phosphorylation</i>, <i>LXR/RXR Activation</i>, and <i>Mitochondrial Dysfunction,</i> 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.
topic type 2 diabetes
Pakistan
gene expression
disease pathways
gene validation
biomarkers
url https://www.mdpi.com/1660-4601/17/16/5866
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