Vol.:(0123456789) 1 3
Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity
https://doi.org/10.1007/s40519-018-0529-7
ORIGINAL ARTICLE
Factors associated with progression to pre-diabetes: a recurrent
events analysis
Marjan Mansourian
1
· Akram Yazdani
2
· Elham Faghihimani
3
· Ashraf Aminorraya
3
· Masoud Amini
3
·
Tohid Jafari‑Koshki
4,5
Received: 23 April 2018 / Accepted: 13 June 2018
© Springer International Publishing AG, part of Springer Nature 2018
Abstract
Aims Pre-diabetes is a strong risk factor for type 2diabetes (T2D). The aim of this study was to explore factors associated
with normal glucose maintenance and pre-diabetes prevention or delay.
Methods Data of 1016 frst-degree relatives of T2D patients were retrieved from the Isfahan Diabetes Prevention Study
(IDPS). Association of various variables including nutrients, serum tests and physical activity with the risk of pre-diabetes
was assessed using recurrent events approach.
Results Cumulative incidence of diabetes was 8.17, 9.44, and 4.91% for total sample and individuals with and without pre-
diabetes experience in the follow-up. Risk of progression to pre-diabetes was higher in women and older people (p < 0.01).
Additionally, BMI and blood pressure had signifcant association with the risk (p < 0.01) and individuals with higher intake
of fat were at higher risk (HR = 2.26; 95% CI 1.66–3.07 for high-intake and HR = 1.52; 95% CI 1.27–1.83 for medium-intake
compared to low-intake group). Carbohydrates and protein intake were positively associated with the risk of pre-diabetes
with HR = 8.63 per 49 g extra carbohydrates per day and HR = 1.32 per 6 g extra protein per day (p < 0.01). The association
was also signifcant for triglyceride (TG) with 7% risk increase per 1 SD = 1.14 increase in TG level.
Conclusion Despite frequent studies on lifestyle modifcation for pre-diabetes prevention, less information is available about
the role of nutritional components. We observed direct efects for intake of macronutrients including fat, carbohydrates, and
protein in frst-degree relatives. Further research is warranted to assess these associations in general populations.
Level of evidence Level III: Evidence obtained from a single-center cohort study.
Keywords Pre-diabetes · Risk factor · Type 2 diabetes · Relatives
Introduction
Type 2 diabetes (T2D) is a heterogeneous disorder with a
strong genetic component and an increasing global preva-
lence [1]. Diet composition is believed to infuence the
development of T2D through change in body weight [2].
Clinical studies in human subjects have shown that dietary
factors, particularly fat and energy intake are strongly and
positively associated with excess body weight and diabetes
risk [2, 3]. However, inconsistent results from population-
based studies on diet and obesity could be attributed, at least
in part, to limitations in study design and systematic meas-
urement errors in dietary data [4]. Elevated risk of diabetes
in the frst-degree relatives (FDRs) ofT2D patients under-
scores the importance of genetic and environmental factors
in the genesis and progression of the disease [5, 6].
Marjan Mansourian and Akram Yazdani contributed equally to
this research and share frst author position.
* Tohid Jafari-Koshki
tjkoshki@gmail.com; tjkoshki@tbzmed.ac.ir
1
Department of Biostatistics and Epidemiology, Health
School, Isfahan University of Medical Sciences, Isfahan,
Iran
2
Department of Epidemiology and Biostatistics, School
of Public Health, Tehran University of Medical Sciences,
Tehran, Iran
3
Isfahan Endocrine and Metabolism Research Center, Isfahan
University of Medical Sciences, Isfahan, Iran
4
Medical Education Research Center, Health Management
and Safety Promotion Research Institute, Tabriz University
of Medical Sciences, Tabriz, Iran
5
Road Trafc Injury research Center, Department of Statistics
and Epidemiology, Faculty of Health, Tabriz University
of Medical Sciences, Attar-Neyshabouri St., Tabriz, Iran