Literature DB >> 33362275

Predictive network modeling in human induced pluripotent stem cells identifies key driver genes for insulin responsiveness.

Ivan Carcamo-Orive1, Marc Y R Henrion2,3,4, Kuixi Zhu2,5,6, Noam D Beckmann2, Paige Cundiff7, Sara Moein2,5,6, Zenan Zhang2, Melissa Alamprese5,6, Sunita L D'Souza8, Martin Wabitsch9, Eric E Schadt10, Thomas Quertermous1, Joshua W Knowles1, Rui Chang2,5,6,11.   

Abstract

Insulin resistance (IR) precedes the development of type 2 diabetes (T2D) and increases cardiovascular disease risk. Although genome wide association studies (GWAS) have uncovered new loci associated with T2D, their contribution to explain the mechanisms leading to decreased insulin sensitivity has been very limited. Thus, new approaches are necessary to explore the genetic architecture of insulin resistance. To that end, we generated an iPSC library across the spectrum of insulin sensitivity in humans. RNA-seq based analysis of 310 induced pluripotent stem cell (iPSC) clones derived from 100 individuals allowed us to identify differentially expressed genes between insulin resistant and sensitive iPSC lines. Analysis of the co-expression architecture uncovered several insulin sensitivity-relevant gene sub-networks, and predictive network modeling identified a set of key driver genes that regulate these co-expression modules. Functional validation in human adipocytes and skeletal muscle cells (SKMCs) confirmed the relevance of the key driver candidate genes for insulin responsiveness.

Entities:  

Year:  2020        PMID: 33362275      PMCID: PMC7790417          DOI: 10.1371/journal.pcbi.1008491

Source DB:  PubMed          Journal:  PLoS Comput Biol        ISSN: 1553-734X            Impact factor:   4.475


  82 in total

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Journal:  FEBS Lett       Date:  2001-11-02       Impact factor: 4.124

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3.  RNA interference targeting cytosolic NADP(+)-dependent isocitrate dehydrogenase exerts anti-obesity effect in vitro and in vivo.

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Journal:  Biochim Biophys Acta       Date:  2012-04-19

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Review 5.  How to measure insulin sensitivity.

Authors:  E Ferrannini; A Mari
Journal:  J Hypertens       Date:  1998-07       Impact factor: 4.844

6.  Variation in PCSK9 and HMGCR and Risk of Cardiovascular Disease and Diabetes.

Authors:  Brian A Ference; Jennifer G Robinson; Robert D Brook; Alberico L Catapano; M John Chapman; David R Neff; Szilard Voros; Robert P Giugliano; George Davey Smith; Sergio Fazio; Marc S Sabatine
Journal:  N Engl J Med       Date:  2016-12-01       Impact factor: 91.245

7.  Large-scale association analyses identify new loci influencing glycemic traits and provide insight into the underlying biological pathways.

Authors:  Robert A Scott; Vasiliki Lagou; Ryan P Welch; Eleanor Wheeler; May E Montasser; Jian'an Luan; Reedik Mägi; Rona J Strawbridge; Emil Rehnberg; Stefan Gustafsson; Stavroula Kanoni; Laura J Rasmussen-Torvik; Loïc Yengo; Cecile Lecoeur; Dmitry Shungin; Serena Sanna; Carlo Sidore; Paul C D Johnson; J Wouter Jukema; Toby Johnson; Anubha Mahajan; Niek Verweij; Gudmar Thorleifsson; Jouke-Jan Hottenga; Sonia Shah; Albert V Smith; Bengt Sennblad; Christian Gieger; Perttu Salo; Markus Perola; Nicholas J Timpson; David M Evans; Beate St Pourcain; Ying Wu; Jeanette S Andrews; Jennie Hui; Lawrence F Bielak; Wei Zhao; Momoko Horikoshi; Pau Navarro; Aaron Isaacs; Jeffrey R O'Connell; Kathleen Stirrups; Veronique Vitart; Caroline Hayward; Tõnu Esko; Evelin Mihailov; Ross M Fraser; Tove Fall; Benjamin F Voight; Soumya Raychaudhuri; Han Chen; Cecilia M Lindgren; Andrew P Morris; Nigel W Rayner; Neil Robertson; Denis Rybin; Ching-Ti Liu; Jacques S Beckmann; Sara M Willems; Peter S Chines; Anne U Jackson; Hyun Min Kang; Heather M Stringham; Kijoung Song; Toshiko Tanaka; John F Peden; Anuj Goel; Andrew A Hicks; Ping An; Martina Müller-Nurasyid; Anders Franco-Cereceda; Lasse Folkersen; Letizia Marullo; Hanneke Jansen; Albertine J Oldehinkel; Marcel Bruinenberg; James S Pankow; Kari E North; Nita G Forouhi; Ruth J F Loos; Sarah Edkins; Tibor V Varga; Göran Hallmans; Heikki Oksa; Mulas Antonella; Ramaiah Nagaraja; Stella Trompet; Ian Ford; Stephan J L Bakker; Augustine Kong; Meena Kumari; Bruna Gigante; Christian Herder; Patricia B Munroe; Mark Caulfield; Jula Antti; Massimo Mangino; Kerrin Small; Iva Miljkovic; Yongmei Liu; Mustafa Atalay; Wieland Kiess; Alan L James; Fernando Rivadeneira; Andre G Uitterlinden; Colin N A Palmer; Alex S F Doney; Gonneke Willemsen; Johannes H Smit; Susan Campbell; Ozren Polasek; Lori L Bonnycastle; Serge Hercberg; Maria Dimitriou; Jennifer L Bolton; Gerard R Fowkes; Peter Kovacs; Jaana Lindström; Tatijana Zemunik; Stefania Bandinelli; Sarah H Wild; Hanneke V Basart; Wolfgang Rathmann; Harald Grallert; Winfried Maerz; Marcus E Kleber; Bernhard O Boehm; Annette Peters; Peter P Pramstaller; Michael A Province; Ingrid B Borecki; Nicholas D Hastie; Igor Rudan; Harry Campbell; Hugh Watkins; Martin Farrall; Michael Stumvoll; Luigi Ferrucci; Dawn M Waterworth; Richard N Bergman; Francis S Collins; Jaakko Tuomilehto; Richard M Watanabe; Eco J C de Geus; Brenda W Penninx; Albert Hofman; Ben A Oostra; Bruce M Psaty; Peter Vollenweider; James F Wilson; Alan F Wright; G Kees Hovingh; Andres Metspalu; Matti Uusitupa; Patrik K E Magnusson; Kirsten O Kyvik; Jaakko Kaprio; Jackie F Price; George V Dedoussis; Panos Deloukas; Pierre Meneton; Lars Lind; Michael Boehnke; Alan R Shuldiner; Cornelia M van Duijn; Andrew D Morris; Anke Toenjes; Patricia A Peyser; John P Beilby; Antje Körner; Johanna Kuusisto; Markku Laakso; Stefan R Bornstein; Peter E H Schwarz; Timo A Lakka; Rainer Rauramaa; Linda S Adair; George Davey Smith; Tim D Spector; Thomas Illig; Ulf de Faire; Anders Hamsten; Vilmundur Gudnason; Mika Kivimaki; Aroon Hingorani; Sirkka M Keinanen-Kiukaanniemi; Timo E Saaristo; Dorret I Boomsma; Kari Stefansson; Pim van der Harst; Josée Dupuis; Nancy L Pedersen; Naveed Sattar; Tamara B Harris; Francesco Cucca; Samuli Ripatti; Veikko Salomaa; Karen L Mohlke; Beverley Balkau; Philippe Froguel; Anneli Pouta; Marjo-Riitta Jarvelin; Nicholas J Wareham; Nabila Bouatia-Naji; Mark I McCarthy; Paul W Franks; James B Meigs; Tanya M Teslovich; Jose C Florez; Claudia Langenberg; Erik Ingelsson; Inga Prokopenko; Inês Barroso
Journal:  Nat Genet       Date:  2012-08-12       Impact factor: 38.330

8.  Normalizing RNA-sequencing data by modeling hidden covariates with prior knowledge.

Authors:  Sara Mostafavi; Alexis Battle; Xiaowei Zhu; Alexander E Urban; Douglas Levinson; Stephen B Montgomery; Daphne Koller
Journal:  PLoS One       Date:  2013-07-18       Impact factor: 3.240

9.  A functional genomics predictive network model identifies regulators of inflammatory bowel disease.

Authors:  Lauren A Peters; Jacqueline Perrigoue; Arthur Mortha; Alina Iuga; Won-Min Song; Eric M Neiman; Sean R Llewellyn; Antonio Di Narzo; Brian A Kidd; Shannon E Telesco; Yongzhong Zhao; Aleksandar Stojmirovic; Jocelyn Sendecki; Khader Shameer; Riccardo Miotto; Bojan Losic; Hardik Shah; Eunjee Lee; Minghui Wang; Jeremiah J Faith; Andrew Kasarskis; Carrie Brodmerkel; Mark Curran; Anuk Das; Joshua R Friedman; Yoshinori Fukui; Mary Beth Humphrey; Brian M Iritani; Nicholas Sibinga; Teresa K Tarrant; Carmen Argmann; Ke Hao; Panos Roussos; Jun Zhu; Bin Zhang; Radu Dobrin; Lloyd F Mayer; Eric E Schadt
Journal:  Nat Genet       Date:  2017-09-11       Impact factor: 38.330

10.  Leveraging Human Genetics to Understand the Relation of LDL Cholesterol with Type 2 Diabetes.

Authors:  Erik Ingelsson; Joshua W Knowles
Journal:  Clin Chem       Date:  2017-05-17       Impact factor: 8.327

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  7 in total

1.  An integrated approach to identify environmental modulators of genetic risk factors for complex traits.

Authors:  Brunilda Balliu; Ivan Carcamo-Orive; Michael J Gloudemans; Daniel C Nachun; Matthew G Durrant; Steven Gazal; Chong Y Park; David A Knowles; Martin Wabitsch; Thomas Quertermous; Joshua W Knowles; Stephen B Montgomery
Journal:  Am J Hum Genet       Date:  2021-09-27       Impact factor: 11.025

Review 2.  In vitro skeletal muscle models for type 2 diabetes.

Authors:  Christina Y Sheng; Young Hoon Son; Jeongin Jang; Sung-Jin Park
Journal:  Biophys Rev (Melville)       Date:  2022-09-13

3.  Multi-Omic Approaches to Identify Genetic Factors in Metabolic Syndrome.

Authors:  Karen C Clark; Anne E Kwitek
Journal:  Compr Physiol       Date:  2021-12-29       Impact factor: 8.915

Review 4.  Insulin resistance in diabetes: The promise of using induced pluripotent stem cell technology.

Authors:  Ahmed K Elsayed; Selvaraj Vimalraj; Manjula Nandakumar; Essam M Abdelalim
Journal:  World J Stem Cells       Date:  2021-03-26       Impact factor: 5.326

5.  Integration of genetic colocalizations with physiological and pharmacological perturbations identifies cardiometabolic disease genes.

Authors:  Michael J Gloudemans; Brunilda Balliu; Daniel Nachun; Theresia M Schnurr; Matthew G Durrant; Erik Ingelsson; Martin Wabitsch; Thomas Quertermous; Stephen B Montgomery; Joshua W Knowles; Ivan Carcamo-Orive
Journal:  Genome Med       Date:  2022-03-15       Impact factor: 15.266

6.  Culture shock: microglial heterogeneity, activation, and disrupted single-cell microglial networks in vitro.

Authors:  Mika P Cadiz; Tanner D Jensen; Jonathon P Sens; Kuixi Zhu; Won-Min Song; Bin Zhang; Mark Ebbert; Rui Chang; John D Fryer
Journal:  Mol Neurodegener       Date:  2022-03-28       Impact factor: 14.195

7.  iPSCs derived from insulin resistant offspring of type 2 diabetic patients show increased oxidative stress and lactate secretion.

Authors:  Bushra Memon; Ahmed K Elsayed; Ilham Bettahi; Noor Suleiman; Ihab Younis; Eman Wehedy; Abdul Badi Abou-Samra; Essam M Abdelalim
Journal:  Stem Cell Res Ther       Date:  2022-08-20       Impact factor: 8.079

  7 in total

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