Obesity in diabetes. Cardiovascular outcomes and risk factor trajectories
Abstract
Introduction: The association between body mass index (BMI) and mortality in diabetes
is complex and sparsely investigated for cardiovascular (CVD) outcomes. We aimed to
investigate these relationships among patients with type 1 and type 2 diabetes using data
from the Swedish national diabetes registry (NDR), with focus on potential reverse causality.
Considering recent fi ndings of marked excess risks among patients with early onset
of type 1 diabetes we aimed to investigate risk factor trajectories based on age at onset.
Methods: The thesis is based on data from the Swedish national diabetes registry (Study
I-IV) and matched controls taken from the general population (Study I and III), using
statistical methods such as Cox regression, linear regression, mixed models and machine
learning.
Results: Study I, the short-term risk of death (<5 years from baseline) in patients with type
2 diabetes was slightly lower among obese patients than in age- and sex matched controls,
with a nadir among obese patients varying between 30-<40 kg/m2, depending on age.
Long-term mortality (≥5 years from baseline) exhibited a stepwise increase from BMI
25-<30 kg/m2, where patients with BMI ≥40 kg/m2 had a 2-fold risk of death compared to
the general population, with similar fi ndings for CVD death. In Study II, we found a slight
increase in the risk of death, CVD death, major CVD (stroke or acute myocardial infarction
[AMI]) and heart failure (HF) with rising BMI in patients with type 1 diabetes, but
no increase in risk in patients with normal weight after exclusion of individuals with poor
metabolic control, smokers and patients with follow-up shorter than 10 years. In Study III,
the association between BMI and the risk of AMI was essentially fl at but worsened with
poor glycemic control, while, in contrast, there was a markedly increasing risk for HF
with rising BMI with a nadir as low as ~18.5 kg/m2. The risk of HF was further exaggerated
by poor glycemic control with an 8-fold excess risk of HF among patients with BMI
≥40 kg/m2 and hemoglobin A1c (HbA1c) ≥70 mmol/mole. In Study IV, patients with an
onset of type 1 diabetes ≤15 years had a high mean HbA1c of ~70 mmol/mole in early
adulthood, whereas patients with a later onset (16-30 years) displayed a gradual increase
in HbA1c up to a mean at ~65 mmol/mole, common for all groups regardless of age at onset.
Machine learning models showed that baseline HbA1c (duration of diabetes >1 year)
was linked to age, educational level and CVD risk factors.
Conclusions: Among patients with type 1 and type 2 diabetes our analyses provided no
support for an obesity paradox for the outcomes of death (type 1 diabetes) and CVD complications
including HF after considering the infl uence of reverse causality. The strong
relationship between obesity and HF which was worsened by poor glycemic control, was
absent for AMI, indicating different pathophysiological mechanisms behind these two
outcomes. The age at onset of type 1 diabetes seems to be an important predictor of glycemic
control during the fi rst years of adulthood, as well as for the prevalence of albuminuria
leading to a more rapid decline in eGFR from an early age. Our study also stresses
the importance of early optimization of CVD risk factors, in particular glycemic control,
in patients with type 1 diabetes.
Parts of work
I Jon Edqvist, Araz Rawshani, Martin Adiels, Lena Björck, Marcus Lind, Ann-
Marie Svensson, Sofi a Gudbjörnsdottir, Naveed Sattar, Annika Rosengren.
BMI and Mortality in Patients With New-Onset Type 2 Diabetes: A Comparison
With Age- and Sex-Matched Control Subjects From the General Population.
Diabetes Care. 2018;41:485-493. ::doi::10.2337/dc17-1309 II Jon Edqvist, Araz Rawshani, Martin Adiels, Lena Björck, Marcus Lind, Ann-
Marie Svensson, Sofi a Gudbjörnsdottir, Naveed Sattar, Annika Rosengren.
BMI, Mortality, and Cardiovascular Outcomes in Type 1 Diabetes: Findings
Against an Obesity Paradox.
Diabetes Care. 2019;42:1297-1304. ::doi::10.2337/dc18-1446 III Jon Edqvist, Araz Rawshani, Martin Adiels, Lena Björck, Marcus Lind, Ann-
Marie Svensson, Sofi a Gudbjörnsdottir, Naveed Sattar, Annika Rosengren.
Contrasting Associations of Body Mass Index and Hemoglobin A1c on the
Excess Risk of Acute Myocardial Infarction and Heart Failure in Type 2 Diabetes
Mellitus.
J Am Heart Assoc. 2019;8:e013871. ::doi::10.1161/JAHA.119.013871 IV Jon Edqvist, Araz Rawshani, Aidin Rawshani, Martin Adiels, Stefan Franzén,
Lena Björck, Ann-Marie Svensson, Marcus Lind Naveed Sattar, Annika
Rosengren. Trajectories in HbA1c and other risk factors among adults with
type 1 diabetes by age at onset.
Manuscript submitted.
Degree
Doctor of Philosophy (Medicine)
University
University of Gothenburg. Sahlgrenska Academy
Institution
Institute of Medicine. Department of Molecular and Clinical Medicine
Disputation
Torsdagen den 15 april 2021, kl. 9.00, Hörsal Arvid Carlsson, Academicum, Medicinaregatan 3, Göteborg
Date of defence
2021-04-15
jon.edqvist@gu.se
Date
2021-03-23Author
Edqvist, Jon
Keywords
type 1 diabetes mellitus
type 2 diabetes mellitus
body mass index
cardiovascular disease
epidemiology
reverse causality
mortality
heart failure
myocardial infarction
trajectories
machine learning
Publication type
Doctoral thesis
ISBN
978-91-8009-240-1 (hard copy)
978-91-8009-241-8 (e-pub)
Language
eng