4.7 Article

Causal Associations in Type 2 Diabetes Development

Journal

JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM
Volume 104, Issue 4, Pages 1313-1324

Publisher

ENDOCRINE SOC
DOI: 10.1210/jc.2018-01648

Keywords

-

Funding

  1. Danish Council for Independent Research, Medical Sciences

Ask authors/readers for more resources

Context: Obesity, glucose, insulin resistance [homeostatic model assessment, version 2, for insulin resistance (HOMA2-IR)], and insulin secretion (HOMA2-) have been associated with type 2 diabetes (T2D) observationally. However, the causal, genetic contribution of each parameter to this risk is largely unknown and important to study because observational data are prone to confounding but genetic, causal data are free of confounding and reverse causation. Objective: We examined the causal, genetic contribution of body mass index (BMI), glucose level, C-peptide level, HOMA2-IR, and HOMA2- to the risk of T2D in 95,540 individuals from the Copenhagen General Population Study and estimated the absolute 10-year risks. Methods Cox regression analysis, instrumental variable analysis, and Poisson regression analysis were performed to estimate the observational hazard ratios, causal, genetic ORs, and absolute 10-year risks of T2D. Results: For 1-SD greater level, BMI was associated with an observational 66% (95% CI, 62% to 72%) and causal, genetic 121% (95% CI, 25% to 291%) greater risk of T2D; glucose with an observational 44% (95% CI, 41% to 46%) and causal, genetic 183% (95% CI, 56% to 416%) greater risk of T2D; and HOMA2-IR with an observational 30% (95% CI, 18% to 44%) and causal, genetic 12% (95% CI, 2% to 22%) greater risk of T2D. In contrast, for 1-SD greater level, HOMA2- was associated with an observational 14% (95% CI, 11% to 16%) and causal, genetic 21% (95% CI, 8% to 32%) lower risk of T2D. The upper tertiles of HOMA2-IR were associated with absolute 10-year diabetes risks of 31% and 37% in obese women and men, age >60 years, and a glucose level of 6.1 to 11.0 mmol/L. Conclusions: BMI, glucose level, HOMA2-IR, and HOMA2- are causally associated with T2D.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.7
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

Article Cardiac & Cardiovascular Systems

Obesity increases heart failure incidence and mortality: observational and Mendelian randomization studies totalling over 1 million individuals

Marianne Benn, Sarah C. W. Marott, Anne Tybjaerg-Hansen, Borge G. Nordestgaard

Summary: High BMI causally increases the risk of both heart failure incidence and mortality.

CARDIOVASCULAR RESEARCH (2023)

Article Cardiac & Cardiovascular Systems

Elevated LDL Triglycerides and Atherosclerotic Risk

Mie Balling, Shoaib Afzal, George Davey Smith, Anette Varbo, Anne Langsted, Pia R. Kamstrup, Borge G. Nordestgaard

Summary: Elevated LDL triglycerides are associated with an increased risk of ASCVD and its individual components, as shown in two prospective cohort studies and meta-analyses.

JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY (2023)

Article Respiratory System

Low-density lipoprotein cholesterol and risk of COPD: Copenhagen General Population Study

Josefine Freyberg, Eskild M. Landt, Shoaib Afzal, Borge G. Nordestgaard, Morten Dahl

Summary: This study found that statins, which lower low-density lipoprotein (LDL) cholesterol, can improve lung function and possibly decrease the rate of exacerbations in individuals with chronic obstructive pulmonary disease (COPD). However, it is still unknown whether high levels of LDL cholesterol are associated with increased susceptibility to COPD.

ERJ OPEN RESEARCH (2023)

Article Medicine, General & Internal

Subclinical Coronary Atherosclerosis and Risk for Myocardial Infarction in a Danish Cohort A Prospective Observational Cohort Study

Andreas Fuchs, Jorgen Tobias Kuhl, Per Ejlstrup Sigvardsen, Shoaib Afzal, Andreas Dehlbaek Knudsen, Mathias Bech Moller, Martina Chantal de Knegt, Mathias Holm Sorgaard, Borge Gronne Nordestgaard, Lars Valeur Kober, Klaus Fuglsang Kofoed

Summary: This study found that subclinical obstructive coronary atherosclerosis in asymptomatic individuals is associated with a more than 8-fold increased risk for myocardial infarction.

ANNALS OF INTERNAL MEDICINE (2023)

Article Gastroenterology & Hepatology

Genetic risk of fatty liver disease and mortality in the general population: A Mendelian randomization study

Helene Gellert-Kristensen, Anne Tybjaerg-Hansen, Borge G. Nordestgaard, Jonas Ghouse, Andreas Fuchs, Jorgen T. Kuhl, Per E. Sigvardsen, Klaus F. Kofoed, Stefan Stender

Summary: Observational epidemiological studies have shown that fatty liver disease is associated with higher all-cause mortality, liver-related mortality, ischemic heart disease-related mortality, and extrahepatic cancer-related mortality. In this genetic study, we found that seven genetic variants associated with fatty liver disease were significantly correlated with liver-related mortality. Using a Mendelian randomization framework, we further demonstrated that hepatic steatosis and elevated plasma ALT, as genetically determined factors, are associated with liver-related mortality.

LIVER INTERNATIONAL (2023)

Article Medicine, General & Internal

Height Explains Sex Difference in Atrial Fibrillation Risk: Copenhagen General Population Study

Jacob Louis Marott, Magnus T. Jensen, Marianne Benn, Martina Chantal de Knegt, James H. O'Keefe, Carl J. Lavie, Peter Schnohr, Berge Gronne Nordestgaard, Gorm Boje Jensen

Summary: This study aimed to test the hypothesis that the increased risk of atrial fibrillation in men compared with women is explained by height. The results showed that the higher risk of atrial fibrillation in men can indeed be explained by differences in height. The study also suggested that height is one of the most important risk factors for atrial fibrillation in both men and women.

MAYO CLINIC PROCEEDINGS (2023)

Correction Multidisciplinary Sciences

Common variants in Alzheimer's disease and risk stratification by polygenic risk scores (vol 12, 3417, 2021)

Itziar de Rojas, Sonia Moreno-Grau, Niccolo Tesi, Benjamin Grenier-Boley, Victor Andrade, Iris Jansen, Nancy L. Pedersen, Najada Stringa, Anna Zettergren, Isabel Hernandez, Laura Montrreal, Carmen Antunez, Anna Antonell, Rick M. Tankard, Joshua Bis, Rebecca Sims, Celine Bellenguez, Ines Quintela, Antonio Gonzalez-Perez, Miguel Calero, Emilio Franco-Macias, Juan Macias, Rafael Blesa, Laura Cervera-Carles, Manuel Menendez-Gonzalez, Ana C. Frank-Garcia, Jose Luis W. Royo, Fermin Moreno, Raquel Huerto Vilas, Miquel Baquero, Monica Diez-Fairen, Carmen Lage, Sebastian Garcia-Madrona, Pablo Garcia-Gonzalez, Emilio Alarcon-Martin, Sergi Valero, Oscar Sotolongo-Grau, Abbe Ullgren, Adam C. Naj, Afina W. Lemstra, Alba Benaque, Alba Perez-Cordon, Alberto L. Benussi, Alberto Rabano, Alessandro Padovani, Alessio Squassina, Alexandre de Mendonca, Alfonso M. Arias Pastor, Almar A. L. Kok, Alun Meggy, Ana Belen Pastor, Ana Espinosa, Anais Corma-Gomez, Angel Martin Montes, Angela Sanabria, Anita W. DeStefano, Anja Schneider, Annakaisa Haapasalo, Anne Kinhult Stahlbom, Anne Tybjaerg-Hansen, Annette M. Hartmann, Annika Spottke, Arturo Corbaton-Anchuelo, Arvid B. Rongve, Barbara Borroni, Beatrice Arosio, Benedetta Nacmias, Borge G. Nordestgaard, Brian W. Kunkle, Camille Charbonnier, Carla Abdelnour, Carlo Masullo, Carmen Martinez Rodriguez, Carmen Munoz-Fernandez, Carole Dufouil, Caroline Graff, Catarina Ferreira, Caterina Chillotti, Chandra A. Reynolds, Chiara Fenoglio, Christine Van Broeckhoven, Christopher Clark, Claudia Pisanu, Claudia L. Satizabal, Clive Holmes, Dolores Buiza-Rueda, Dag Aarsland, Dan Rujescu, Daniel Alcolea, Daniela Galimberti, David Wallon, Davide Seripa, Edna Grunblatt, Efthimios Dardiotis, Emrah Duezel, Elio Scarpini, Elisa Conti, Elisa Rubino, Ellen Gelpi, Eloy Rodriguez-Rodriguez, Emmanuelle Duron, Eric Boerwinkle, Evelyn Ferri, Fabrizio Tagliavini, Fahri Kuecuekali, Florence Pasquier, Florentino Sanchez-Garcia, Francesca Mangialasche, Frank Jessen, Gael Nicolas, Geir Selbaek, Gemma K. Ortega, Genevieve Chene, Georgios Hadjigeorgiou, Giacomina Rossi, Gianfranco Spalletta, Giorgio Giaccone, Giulia Grande, Giuliano Binetti, Goran Papenberg, Harald Hampel, Henri Bailly, Henrik Zetterberg, Hilkka Soininen, Ida Karlsson, Ignacio Alvarez, Ildebrando Appollonio, Ina Giegling, Ingmar Skoog, Ingvild Saltvedt, Innocenzo Rainero, Irene Rosas Allende, Jakub Hort, Janine Diehl-Schmid, Jasper Van Dongen, Jean-Sebastien Vidal, Jenni Lehtisalo, Jens Wiltfang, Jesper Qvist Thomassen, Johannes Kornhuber, Jonathan A. Haines, Jonathan Vogelgsang, Juan Pineda, Juan Fortea, Julius Popp, Juergen Deckert, Katharina Buerger, Kevin Morgan, Klaus Fliessbach, Kristel Sleegers, Laura Molina-Porcel, Lena Kilander, Leonie Weinhold, Lindsay Farrer, Li-San Wang, Luca Kleineidam, Lucia A. Farotti, Lucilla Parnetti, Lucio Tremolizzo, Lucrezia Hausner, Luisa Benussi, Lutz Froelich, M. Arfan Ikram, M. Candida Deniz-Naranjo, Magda Tsolaki, Maitee Rosende-Roca, Malin Lowenmark, Marc Hulsman, Marco Spallazzi, Margaret H. Pericak-Vance, Margaret Esiri, Maria Bernal Sanchez-Arjona, Maria Carolina Dalmasso, Maria Teresa T. Martinez-Larrad, Marina Arcaro, Markus Noethen, Marta Fernandez-Fuertes, Martin Dichgans, Martin Ingelsson, Martin Herrmann, Martin Scherer, Martin Vyhnalek, Mary M. Kosmidis, Mary M. Yannakoulia, Matthias Schmid, Michael J. Ewers, Michael T. Heneka, Michael Wagner, Michela Scamosci, Miia Kivipelto, Mikko Hiltunen, Miren Zulaica, Montserrat Alegret, Myriam Fornage, Natalia Roberto, Natasja van Schoor, Nazib Seidu, Nerisa Banaj, Nicola Armstrong, Nikolaos Scarmeas, Norbert A. Scherbaum, Oliver Goldhardt, Oliver Hanon, Oliver Peters, Olivia Anna Skrobot, Olivier Quenez, Ondrej Lerch, Paola Bossu, Paolo Caffarra, Paolo Dionigi Rossi, Paraskevi Sakka, Patrizia Mecocci, Per Hoffmann, Peter Holmans, Peter A. Fischer, Peter Riederer, Qiong Yang, Rachel Marshall, Rajesh N. Kalaria, Richard Mayeux, Rik Vandenberghe, Roberta Cecchetti, Roberta Ghidoni, Ruth Frikke-Schmidt, Sandro Sorbi, Sara Haegg, Sebastiaan Engelborghs, Seppo Helisalmi, Sigrid Botne Sando, Silke Kern, Silvana Archetti, Silvia Boschi, Silvia Fostinelli, Silvia Gil, Silvia Mendoza, Simon Mead, Simona Ciccone, Srdjan Djurovic, Stefanie Heilmann-Heimbach, Steffi Riedel-Heller, Teemu Kuulasmaa, Teodoro del Ser, Thibaud Lebouvier, Thomas Polak, Tiia Ngandu, Timo Grimmer, Valentina Bessi, Valentina Escott-Price, Vilmantas Giedraitis, Vincent Deramecourt, Wolfgang Maier, Xueqiu Jian, Yolande A. L. Pijnenburg, Patrick Gavin Kehoe, Guillermo Garcia-Ribas, Pascual Sanchez-Juan, Pau Pastor, Jordi Perez-Tur, Gerard Pinol-Ripoll, Adolfo Lopez De Munain, Jose Maria Garcia-Alberca, Maria J. Bullido, Victoria Alvarez, Alberto Lleo, Luis M. Real, Pablo Mir Miguel Medina, Philip Scheltens, Henne Holstege, Marta Marquie, Maria Eugenia Saez, Angel Carracedo, Philippe Amouyel, Gerard D. Schellenberg, Julie Williams, Sudha Seshadri, CorneliaM. Van Duijn, Karen A. Mather, Raquel Sanchez-Valle, Manuel Serrano-Rios, Adelina Orellana, Lluis Tarraga, Kaj Blennow, Ole A. Andreassen, Danielle Posthuma, Jordi Clarimon, Merce Boada, Wiesje M. Van der Flier, Alfredo Ramirez, Jean-Charles Lambert, Sven J. Van der Lee, Agustin Ruiz

NATURE COMMUNICATIONS (2023)

Review Public, Environmental & Occupational Health

A Review of Major Danish Biobanks: Advantages and Possibilities of Health Research in Denmark

Kristina Laugesen, Jonas Mengel-From, Kaare Christensen, Jorn Olsen, David M. Hougaard, Lasse Boding, Anja Olsen, Christian Erikstrup, Merete Lund Hetland, Estrid Hogdall, Alisa Kjaergaard, Erik Sorensen, Anja Brugmann, Eva Rabing Brix Petersen, Ivan Brandslund, Borge Nordestgaard, Gorm B. Jensen, Nils Skajaa, Frederikke Schonfeldt Troelsen, Cecilia Hvitfeldt Fuglsang, Lise Skovgaard Svingel, Henrik T. Sorensen

Summary: Denmark has a rich source of biobanks and a comprehensive healthcare system, which allows for the integration of biological specimens with clinical and demographic data for biobank research. This can contribute to a better understanding of disease etiology and personalized medicine.

CLINICAL EPIDEMIOLOGY (2023)

Article Cardiac & Cardiovascular Systems

APOE and vascular disease: Sequencing and genotyping in general population cohorts

Katrine L. Rasmussen, Jiao Luo, Borge G. Nordestgaard, Anne Tybjaerg-Hansen, Ruth Frikke-Schmidt

Summary: The structural genetic variations in the APOE gene are associated with vascular diseases. APOE variants with high apoE, triglycerides, and remnant cholesterol are associated with peripheral arterial disease (PAD), while common APOE variants with high LDL cholesterol, triglycerides, and remnant cholesterol are associated with ischemic heart disease (IHD). APOE variants with low apoE are associated with increased risk of ischemic cerebrovascular disease (ICVD).

ATHEROSCLEROSIS (2023)

Article Cardiac & Cardiovascular Systems

Plasma TSH and cardiovascular disease in the general population: A Mendelian randomization study of 105,224 individuals

Nawar Dalila, Ruth Frikke-Schmidt, Borge G. Nordestgaard, Anne Tybjaerg-Hansen

Summary: This study found that low levels of thyroid stimulating hormone (TSH) are associated with increased risk of cardiovascular diseases (such as atrial fibrillation, myocardial infarction, stroke) both observationally and genetically. These findings suggest a potential causal relationship.

ATHEROSCLEROSIS (2023)

Article Cardiac & Cardiovascular Systems

High fat in blood and body and increased risk of clinically diagnosed non-alcoholic fatty liver disease in 105,981 individuals

Laerke Kristine Kyhl, Borge Gronne Nordestgaard, Anne Tybjaerg-Hansen, Sune Fallgaard Nielsen

Summary: High levels of plasma triglycerides, BMI, and waist circumference, individually and combined, are associated with an increased risk of clinically diagnosed non-alcoholic fatty liver disease. This study found that the risk of non-alcoholic fatty liver disease increased in individuals with higher plasma triglycerides, BMI, and waist circumference over a 9.2-year follow-up period.

ATHEROSCLEROSIS (2023)

Article Cardiac & Cardiovascular Systems

Genetic variation in solute carrier family 5 member 2 mimicking sodium-glucose co-transporter 2-inhibition and risk of cardiovascular disease and all-cause mortality: reduced risk not explained by lower plasma glucose

Louise E. Bechmann, Frida Emanuelsson, Borge G. Nordestgaard, Marianne Benn

Summary: A functional genetic variant in SLC5A2, mimicking SGLT2-inhibition, was associated with a lower risk of heart failure, myocardial infarction, ischaemic heart disease, and all-cause mortality. However, the effects were minimally mediated through lower plasma glucose.

CARDIOVASCULAR RESEARCH (2023)

Article Cardiac & Cardiovascular Systems

Plasma adiponectin levels and risk of heart failure, atrial fibrillation, aortic valve stenosis, and myocardial infarction: large-scale observational and Mendelian randomization evidence

Maria Booth Nielsen, Yunus Colak, Marianne Benn, Amy Mason, Stephen Burgess, Borge Gronne Nordestgaard

Summary: Observational findings indicate that elevated plasma adiponectin levels are associated with an increased risk of heart failure, atrial fibrillation, aortic valve stenosis, and myocardial infarction. However, genetic evidence does not support the causality of these associations.

CARDIOVASCULAR RESEARCH (2023)

Article Multidisciplinary Sciences

Multiancestry analysis of the HLA locus in Alzheimer's and Parkinson's diseases uncovers a shared adaptive immune response mediated by HLA-DRB1*04 subtypes

Yann Le Guen, Guo Luo, Aditya Ambati, Vincent Damotte, Iris Jansen, Eric Yu, Aude Nicolas, Itziar de Rojasj, Thiago Peixoto Leal, Akinori Miyashita, Celine Bellenguez, Michelle Mulan Lian, Kayenat Parveen, Takashi Morizono, Hyeonseul Park, Benjamin Grenier-Boley, Tatsuhiko Naito, Fahri Kucukali, Seth D. Talyansky, Selina Maria Yogeshwar, Vicente Sempere, Wataru Satake, Victoria Alvarez, Beatrice Arosio, Michael E. Belloy, Luisa Benussi, Anne Boland, Barbara Borroni, Maria J. Bullido, Paolo Caffarra, Jordi Clarimon, Antonio Daniele, Daniel Darling, Stephanie Debette, Jean-Francois Deleuze, Martin Dichgans, Carole Dufouil, Emmanuel During, Emrah Duzel, Daniela Galimberti, Guillermo Garcia-Ribas, Jose Maria Garcia-Alberca, Pablo Garcia-Gonzalez, Vilmantas Giedraitis, Oliver Goldhardt, Caroline Graff, Edna Grunblatt, Olivier Hanon, Lucrezia Hausner, Stefanie Heilmann-Heimbach, Henne Holstege, Jakub Hort, Yoo Jin Jung, Deckert Jurgen, Silke Kern, Teemu Kuulasmaa, Kun Ho Lee, Ling Lin, Carlo Masullo, Patrizia Mecocci, Shima Mehrabian, Alexandre de Mendonca, Merce Boada, Pablo Mir, Susanne Moebus, Fermin Moreno, Benedetta Nacmias, Gael Nicolas, Shumpei Niida, Borge G. Nordestgaard, Goran Papenberg, Janne Papma, Lucilla Parnetti, Florence Pasquier, Pau Pastor, Oliver Peters, Yolande A. L. Pijnenburg, Gerard Pinol-Ripoll, Julius Popp, Laura Molina Porcel, Raquel Puertaj Jordi Perez-Tur, Innocenzo Rainero, Inez Ramakers, Luis M. Real, Steffi Riedel-Heller, Eloy Rodriguez-Rodriguez, Owen A. Ross, Jose Luis Royo, Dan Rujescu, Nikolaos Scarmeas, Philip Scheltens, Norbert Scherbaum, Anja Schneider, Davide Seripa, Ingmar Skoog, Vincenzo Solfrizzi, Gianfranco Spalletta, Alessio Squassina, John van Swieten, Raquel Sanchez-Valle, Eng-King Tan, Thomas Tegos, Charlotte Teunissen, Jesper Qvist Thomassen, Lucio Tremolizzo, Martin Vyhnalek, Frans Verhey, Margda Waern, Jens Wiltfang, Jing Zhangc, Henrik Zetterberg, Kaj Blennow, Zihuai He, Julie Williams, Philippe Amouyel, Frank Jessen, Patrick G. Kehoe, Ole A. Andreassen, Cornelia Van Duin, Magda Tsolaki, Pascual Sanchez-Juan, Ruth Frikke-Schmidt, Kristel Sleegers, Tatsushi Todau, Anna Zettergren, Martin Ingelsson, Yukinori Okada, Giacomina Rossi, Mikko Hiltunen, Jungsoo Gim, Kouichi Ozaki, Rebecca Sims, Jia Nee Foo, Wiesje van der Fliere, Takeshi Ikeuchi, Alfredo Ramirez, Ignacio Mata, Agustin Ruiz, Ziv Gan-Or, Jean-Charles Lambert, Michael D. Greicius, Emmanuel Mignot

Summary: We analyzed the HLA associations in individuals with Parkinson's disease and Alzheimer's disease across different ancestry groups and found that these two diseases share a common protective association at the HLA locus. Fine-mapping showed that specific subtypes of HLA-DRB1*04 were responsible for this association, with HLA-DRB1*04:04 and HLA-DRB1*04:07 showing the strongest association. This protective effect was also associated with decreased neurofibrillary tangles in the brain and reduced levels of tau protein in cerebrospinal fluid.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2023)

Article Cardiac & Cardiovascular Systems

Women, lipids, and atherosclerotic cardiovascular disease: a call to action from the European Atherosclerosis Society

Jeanine E. Roeters van Lennep, Lale S. Tokgozoglu, Lina Badimon, Sandra M. Dumanski, Martha Gulati, Connie N. Hess, Kirsten B. Holven, Maryam Kavousi, Meral Kayikcioglu, Esther Lutgens, Erin D. Michos, Eva Prescott, Jane K. Stock, Anne Tybjaerg-Hansen, Marieke J. H. Wermer, Marianne Benn

Summary: Cardiovascular disease is the leading cause of death globally, with women experiencing the fastest relative increase in middle-aged mortality. In addition to missed or delayed diagnosis and undertreatment, sex-specific factors contribute to increased cardiovascular risk in women. The European Atherosclerosis Society's position statement focuses on the impact of gender-specific factors and the effects of these factors on women's lifelong lipid profiles, including lipoprotein(a). Sociocultural components further compound these effects. Early identification and treatment of modifiable cardiovascular risk factors in women, especially those related to sex-specific conditions, are necessary to reduce the high burden of cardiovascular disease in women.

EUROPEAN HEART JOURNAL (2023)

No Data Available