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"Eussen, Simone J P M"
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Device-measured sitting time and musculoskeletal pain in adults with normal glucose metabolism, prediabetes and type 2 diabetes–The Maastricht Study
2023
Detrimental associations of sedentary behaviour (time spent sitting) with musculoskeletal pain (MSP) conditions have been observed. However, findings on those with, or at risk of, type 2 diabetes (T2D) have not been reported. We examined the linear and non-linear associations of device-measured daily sitting time with MSP outcomes according to glucose metabolism status (GMS).
Cross-sectional data from 2827 participants aged 40-75 years in the Maastricht Study (1728 with normal glucose metabolism (NGM); 441 with prediabetes; 658 with T2D), for whom valid data were available on activPAL-derived daily sitting time, MSP [neck, shoulder, low back, and knee pain], and GMS. Associations were examined by logistic regression analyses, adjusted serially for relevant confounders, including moderate-to-vigorous intensity physical activity (MVPA) and body mass index (BMI). Restricted cubic splines were used to further examine non-linear relationships.
The fully adjusted model (including BMI, MVPA, and history of cardiovascular disease) showed daily sitting time to be significantly associated with knee pain in the overall sample (OR = 1.07, 95%CI: 1.01-1.12) and in those with T2D (OR = 1.11, 95%CI: 1.00-1.22); this was not statistically significant in those with prediabetes (OR = 1.04, 95%CI: 0.91-1.18) or NGM (OR = 1.05, 95%CI: 0.98-1.13). There were no statistically significant associations between daily sitting time and neck, shoulder, or low back pain in any of the models. Furthermore, the non-linear relationships were statistically non-significant.
Among middle-aged and older adults with T2D, daily sitting time was significantly associated with higher odds of knee pain, but not with neck, shoulder, or low back pain. No significant association was observed in those without T2D for neck, shoulder, low back, or knee pain. Future studies, preferably those utilising prospective designs, could examine additional attributes of daily sitting (e.g., sitting bouts and domain-specific sitting time) and the potential relationships of knee pain with mobility limitations.
Journal Article
Socioeconomic inequalities in health-related functioning among people with type 2 Diabetes: longitudinal analyses in the Maastricht Study
by
Schram, Miranda T.
,
van Greevenbroek, Marleen M. J.
,
Koster, Annemarie
in
Analysis
,
At risk populations
,
Biostatistics
2024
Background
Type 2 diabetes mellitus (T2DM) is a common chronic disease that disproportionally affects disadvantaged groups. People with a low socioeconomic position (SEP) have increased risk of T2DM and people with a low SEP and T2DM have higher HbA
1c
-levels compared to people with T2DM and high SEP. The aim of this study is to analyze longitudinal socioeconomic differences in health-related functioning in people with T2DM.
Methods
Longitudinal data from 1,537 participants of The Maastricht Study with T2DM were used (32.6% female, mean (SD) age 62.9 (7.7) years). SEP was determined by baseline measures of education, occupation and income. Health-related functioning (physical, mental and social) was measured with the Short-Form Health Survey and the Impact on Participation and Autonomy survey (all scored from 0 to 100). Associations of SEP and health-related functioning were studied annually over a 10-year period (median (IQR) 7.0 (5.0) years, baseline 2010–2018) using linear mixed methods adjusting for demographics, HbA
1c
-levels and lifestyle factors.
Results
Participants with a low SEP had significantly worse health-related functioning compared to those with a high SEP. For example, participants with low income had lower scores for physical (-4.49[CI -5.77;-3.21]), mental (-2.61[-3.78,-1.44]) and social functioning (-9.76[-12.30;-7.23]) compared to participants with high income on a scale from 0 to 100. In addition, participants with a low education significantly declined more over time in mental (score for interaction education with time − 0.23[-0.37;-0.09]) and social functioning (-0.44[-0.77;-0.11]) compared to participants with high education. Participants with low and intermediate incomes significantly declined more over time in physical functioning (-0.17 [-0.34, -0.01 and − 0.18 [-0.36, 0.00]) compared to participants with high income.
Conclusions
Among people with T2DM, those with a lower SEP had worse health-related functioning in general than people with a higher SEP. Additionally, people with T2DM and low education developed poorer mental and social functioning over time compared to people with T2DM and high education. People with T2DM and low or intermediate income declined more in physical functioning over time than those with high incomes. In addition to HbA
1c
-levels and lifestyle patterns, more attention is needed for socioeconomic differences in health-related functioning for people living with T2DM.
Journal Article
Plasma metabolomic profiling of dietary patterns associated with glucose metabolism status: The Maastricht Study
by
van Greevenbroek, Marleen M. J.
,
Ren, Zhewen
,
Yu, Evan Yi-Wen
in
Alcohol
,
Biomedicine
,
Cereals
2022
Background
Glucose metabolism has been reported to be affected by dietary patterns, while the underlying mechanisms involved remain unclear. This study aimed to investigate the potential mediation role of circulating metabolites in relation to dietary patterns for prediabetes and type 2 diabetes.
Methods
Data was derived from The Maastricht Study that comprised of 3441 participants (mean age of 60 years) with 28% type 2 diabetes patients by design. Dietary patterns were assessed using a validated food frequency questionnaire (FFQ), and the glucose metabolism status (GMS) was defined according to WHO guidelines. Both cross-sectional and prospective analyses were performed for the circulating metabolome to investigate their associations and mediations with responses to dietary patterns and GMS.
Results
Among 226 eligible metabolite measures obtained from targeted metabolomics, 14 were identified to be associated and mediated with three dietary patterns (i.e. Mediterranean Diet (MED), Dietary Approaches to Stop Hypertension Diet (DASH), and Dutch Healthy Diet (DHD)) and overall GMS. Of these, the mediation effects of 5 metabolite measures were consistent for all three dietary patterns and GMS. Based on a 7-year follow-up, a decreased risk for apolipoprotein A1 (APOA1) and docosahexaenoic acid (DHA) (RR 0.60, 95% CI 0.55, 0.65; RR 0.89, 95% CI 0.83, 0.97, respectively) but an increased risk for ratio of ω-6 to ω-3 fatty acids (RR 1.29, 95% CI 1.05, 1.43) of type 2 diabetes were observed from prediabetes, while APOA1 showed a decreased risk of type 2 diabetes from normal glucose metabolism (NGM; RR 0.82, 95% CI 0.75, 0.89).
Conclusions
In summary, this study suggests that adherence to a healthy dietary pattern (i.e. MED, DASH, or DHD) could affect the GMS through circulating metabolites, which provides novel insights into understanding the biological mechanisms of diet on glucose metabolism and leads to facilitating prevention strategy for type 2 diabetes.
Journal Article
Improved quantification of muscle insulin sensitivity using oral glucose tolerance test data: the MISI Calculator
by
Schram, Miranda T.
,
van Greevenbroek, Marleen M.
,
Arts, Ilja C. W.
in
692/163/2743/2037
,
692/499
,
Adult
2019
The Muscle Insulin Sensitivity Index (MISI) has been developed to estimate muscle-specific insulin sensitivity based on oral glucose tolerance test (OGTT) data. To date, the score has been implemented with considerable variation in literature and initial positive evaluations were not reproduced in subsequent studies. In this study, we investigate the computation of MISI on oral OGTT data with differing sampling schedules and aim to standardise and improve its calculation. Seven time point OGTT data for 2631 individuals from the Maastricht Study and seven time point OGTT data combined with a hyperinsulinemic-euglycaemic clamp for 71 individuals from the PRESERVE Study were used to evaluate the performance of MISI. MISI was computed on subsets of OGTT data representing four and five time point sampling schedules to determine minimal requirements for accurate computation of the score. A modified MISI computed on cubic splines of the measured data, resulting in improved identification of glucose peak and nadir, was compared with the original method yielding an increased correlation (ρ = 0.576) with the clamp measurement of peripheral insulin sensitivity as compared to the original method (ρ = 0.513). Finally, a standalone MISI calculator was developed allowing for a standardised method of calculation using both the original and improved methods.
Journal Article
Adherence to the Lebanese National Dietary and Lifestyle Guidelines for Pregnancy and Its Association With Postpartum Weight Retention
by
Chokor, Fatima Al Zahraa
,
Abdulmalik, Mariam
,
Chatila, Aya
in
Adherence
,
Adult
,
Childrens health
2025
The Lebanese National Dietary and Lifestyle Guidelines for Pregnancy (DLGP) were developed to foster maternal and child health. The study aims to examine adherence to the DLGP and investigate its association with postpartum weight retention at 6 months (PPWR6). This study is based on the Mother and Infant Nutrition Assessment prospective cohort study conducted among pregnant women in Lebanon (n = 152). Pregnant women were recruited during their first trimester and were followed up until 6 months after delivery. Data on the socio‐economic, anthropometric and lifestyle characteristics of participants were collected. A validated FFQ was used to examine dietary intake during the second trimester. A composite score was calculated for the adherence to the DLGP, with high adherence defined as belonging to the third tertile of the score. PPWR6 was calculated as the difference between pre‐pregnancy weight and weight at 6 months postpartum, and high PPWR6 was defined as belonging to the third tertile of PPWR6 (≥ 5.4 kg). Multiple logistic regression was used to examine associations between adherence to guidelines and PPWR6. The proportion of participants adhering was lowest for guidelines regarding saturated fats (1.3%), sugar (13.8%), hydration (21.7%), adequate gestational weight gain (37.5%), omega‐3 supplementation (38.8%) and salt (44.1%). Average PPWR6 was 3.9 kg, with 34.2% of participants retaining ≥ 5 kg. While no association was observed between any of the individual guidelines with PPWR6, participants with high adherence to the DLGP had 77% lower odds of a PPWR6 more than 5.4 kg, compared to those in the first and second tertiles (adjusted OR: 0.23, 95% CI: 0.09, 0.58). The findings of this study highlighted important gaps in adherence to the DLGP, along with a direct association between higher DLGP adherence and lower PPWR. These findings underscore the need for comprehensive strategies to promote healthier practices during pregnancy and mitigate long‐term risks of obesity and related chronic diseases. Summary Many Lebanese pregnant women exhibit low adherence to key dietary and lifestyle guidelines, particularly in limiting saturated fat, sugar and salt intake; staying hydrated; and achieving recommended gestational weight gain. Women with higher adherence to the Lebanese National Dietary and Lifestyle Guidelines for Pregnancy had 77% lower odds of retaining excessive weight at 6 months postpartum. Improving adherence to DLGP requires integrated efforts, including preconception counselling, tailored nutritional support and healthcare provider engagement. More research is needed to understand barriers to guideline adherence, particularly in culturally diverse and nutrition‐transitioning populations.
Journal Article
Longitudinal associations of diurnal rest-activity rhythms with fatigue, insomnia, and health-related quality of life in survivors of colorectal cancer up to 5 years post-treatment
by
Chong, Marvin Y.
,
Buffart, Laurien M.
,
Koster, Annemarie
in
Aged
,
autocorrelation
,
Behavioral Sciences
2024
Background
There is a growing population of survivors of colorectal cancer (CRC). Fatigue and insomnia are common symptoms after CRC, negatively influencing health-related quality of life (HRQoL). Besides increasing physical activity and decreasing sedentary behavior, the timing and patterns of physical activity and rest over the 24-h day (i.e. diurnal rest-activity rhythms) could also play a role in alleviating these symptoms and improving HRQoL. We investigated longitudinal associations of the diurnal rest-activity rhythm (RAR) with fatigue, insomnia, and HRQoL in survivors of CRC.
Methods
In a prospective cohort study among survivors of stage I-III CRC, 5 repeated measurements were performed from 6 weeks up to 5 years post-treatment. Parameters of RAR, including mesor, amplitude, acrophase, circadian quotient, dichotomy index, and 24-h autocorrelation coefficient, were assessed by a custom MATLAB program using data from tri-axial accelerometers worn on the upper thigh for 7 consecutive days. Fatigue, insomnia, and HRQoL were measured by validated questionnaires. Confounder-adjusted linear mixed models were applied to analyze longitudinal associations of RAR with fatigue, insomnia, and HRQoL from 6 weeks until 5 years post-treatment. Additionally, intra-individual and inter-individual associations over time were separated.
Results
Data were available from 289 survivors of CRC. All RAR parameters except for 24-h autocorrelation increased from 6 weeks to 6 months post-treatment, after which they remained relatively stable. A higher mesor, amplitude, circadian quotient, dichotomy index, and 24-h autocorrelation were statistically significantly associated with less fatigue and better HRQoL over time. A higher amplitude and circadian quotient were associated with lower insomnia. Most of these associations appeared driven by both within-person changes over time and between-person differences in RAR parameters. No significant associations were observed for acrophase.
Conclusions
In the first five years after CRC treatment, adhering to a generally more active (mesor) and consistent (24-h autocorrelation) RAR, with a pronounced peak activity (amplitude) and a marked difference between daytime and nighttime activity (dichotomy index) was found to be associated with lower fatigue, lower insomnia, and a better HRQoL. Future intervention studies are needed to investigate if restoring RAR among survivors of CRC could help to alleviate symptoms of fatigue and insomnia while enhancing their HRQoL.
Trial registration
EnCoRe study NL6904 (
https://www.onderzoekmetmensen.nl/
).
Journal Article
The Association Between Adherence to the Dutch Healthy Diet Index and Glaucoma Prevalence-The Maastricht Study
2026
To investigate the association between adherence to national nutritional guidelines (Dutch Healthy Diet Index [DHD-index]) and glaucoma prevalence and to explore whether this association changed after accounting for measured intraocular pressure (IOP).
This cross-sectional study used baseline data 2010-2013 from The Maastricht Study, a population-based cohort in The Netherlands. Adults aged 40-75 years with implausible dietary intake were excluded. Dietary intake was evaluated using a validated food frequency questionnaire, and adherence was quantified by the DHD-index. All participants underwent ophthalmic examination including perimetry and IOP measurement. Logistic and linear regression models examined associations of DHD adherence with glaucoma prevalence and IOP. Additional exploratory analyses assessed whether the association with glaucoma was attenuated after accounting for measured IOP.
Among 5729 participants (mean age: 59.5 ± 8.7 years; 50.1% female), glaucoma prevalence was 9.7% (n = 558). Each 10-point increase in DHD-index score was associated with 12.5% lower odds of glaucoma prevalence (odds ratio [OR]: 0.88; 95% confidence interval [CI], 0.83 to 0.93) and lower IOP (β: -0.17; 95% CI, -0.25 to -0.09 mmHg). Individuals in the highest DHD adherence tertile had 38% lower odds of glaucoma than those in the lowest tertile (OR 0.62; 95% CI, 0.50 to 0.76). Additional adjustment for measured IOP yielded similar estimates.
Higher adherence to the Dutch Healthy Diet was associated with a lower glaucoma prevalence. The association was only minimally attenuated after accounting for measured IOP. Longitudinal studies should examine whether adherence to national dietary guidelines is associated with glaucoma onset and progression.
Journal Article
Sedentary behaviour and physical activity are associated with biomarkers of endothelial dysfunction and low-grade inflammation—relevance for (pre)diabetes: The Maastricht Study
by
Vandercappellen, Evelien J
,
van der Kallen Carla J H
,
Henry Ronald M A
in
Biomarkers
,
Cardiovascular diseases
,
Cohort analysis
2022
Aims/hypothesisBiomarkers of endothelial dysfunction and low-grade inflammation are important in the pathogenesis of CVD and can potentially be modified by physical activity and sedentary behaviour. Effects of physical activity on biomarkers of endothelial dysfunction may be especially prominent in type 2 diabetes.MethodsIn the population-based Maastricht Study (n = 2363, 51.5% male, 28.3% type 2 diabetes, 15.1% prediabetes [defined as impaired glucose tolerance and impaired fasting glucose]), we determined biomarkers of endothelial dysfunction and low-grade inflammation, and combined z scores were calculated. Physical activity and sedentary behaviour were measured by activPAL. Linear regression analyses were used with adjustment for demographic, lifestyle and cardiovascular risk factors.ResultsThe association between total, light, moderate-to-vigorous and vigorous intensity physical activity and sedentary time on the one hand and biomarkers of endothelial dysfunction on the other were generally significant and were consistently stronger in prediabetes and type 2 diabetes as compared with normal glucose metabolism status (p for interaction <0.05). Associations between physical activity and sedentary behaviour on the one hand and low-grade inflammation on the other were also significant and were similar in individuals with and without (pre)diabetes (p for interaction >0.05).Conclusions/interpretationPhysical activity and sedentary behaviour are associated with biomarkers of endothelial dysfunction and low-grade inflammation. For biomarkers of endothelial dysfunction, associations between physical activity and sedentary behaviour were consistently stronger in (pre)diabetes than in normal glucose metabolism. Whether increasing physical activity or decreasing sedentary time can positively influence biomarkers of endothelial dysfunction in individuals with prediabetes and type 2 diabetes requires further study.
Journal Article
Associations of 24 h time-use compositions of sitting, standing, physical activity and sleeping with optimal cardiometabolic risk and glycaemic control: The Maastricht Study
by
Brakenridge, Christian J.
,
Koster, Annemarie
,
Schaper, Nicolaas C.
in
Adult
,
Aged
,
Blood Glucose - metabolism
2024
Aims/hypothesis
The associations of sitting, standing, physical activity and sleep with cardiometabolic health and glycaemic control markers are interrelated. We aimed to identify 24 h time-use compositions associated with optimal metabolic and glycaemic control and determine whether these varied by diabetes status.
Methods
Thigh-worn activPAL data from 2388 participants aged 40–75 years (48.7% female; mean age 60.1 [SD = 8.1] years;
n
=684 with type 2 diabetes) in The Maastricht Study were examined. Compositional isometric log ratios were generated from mean 24 h time use (sitting, standing, light-intensity physical activity [LPA], moderate-to-vigorous physical activity [MVPA] and sleeping) and regressed with outcomes of waist circumference, fasting plasma glucose (FPG), 2 h plasma glucose, HbA
1c
, the Matsuda index expressed as
z
scores, and with a clustered cardiometabolic risk score. Overall analyses were adjusted for demographics, smoking, dietary intake and diabetes status, and interaction by diabetes status was examined separately. The estimated difference when substituting 30 min of one behaviour with another was determined with isotemporal substitution. To identify optimal time use, all combinations of 24 h compositions possible within the study footprint (1st–99th percentile of each behaviour) were investigated to determine those cross-sectionally associated with the most-optimal outcome (top 5%) for each outcome measure.
Results
Compositions lower in sitting time and with greater standing time, physical activity and sleeping had the most beneficial associations with outcomes. Associations were stronger in participants with type 2 diabetes (
p
<0.05 for interactions), with larger estimated benefits for waist circumference, FPG and HbA
1c
when sitting was replaced by LPA or MVPA in those with type 2 diabetes vs the overall sample. The mean (range) optimal compositions of 24 h time use, considering all outcomes, were 6 h (range 5 h 40 min–7 h 10 min) for sitting, 5 h 10 min (4 h 10 min–6 h 10 min) for standing, 2 h 10 min (2 h–2 h 20 min) for LPA, 2 h 10 min (1 h 40 min–2 h 20 min) for MVPA and 8 h 20 min (7 h 30 min–9 h) for sleeping.
Conclusions/interpretation
Shorter sitting time and more time spent standing, undergoing physical activity and sleeping are associated with preferable cardiometabolic health. The substitutions of behavioural time use were significantly stronger in their associations with glycaemic control in those with type 2 diabetes compared with those with normoglycaemic metabolism, especially when sitting time was balanced with greater physical activity.
Graphical Abstract
Journal Article
Sex differences in body composition in people with prediabetes and type 2 diabetes as compared with people with normal glucose metabolism: the Maastricht Study
2023
Aims/hypothesis
Obesity is a major risk factor for type 2 diabetes. However, body composition differs between women and men. In this study we investigate the association between diabetes status and body composition and whether this association is moderated by sex.
Methods
In a population-based cohort study (
n
=7639; age 40–75 years, 50% women, 25% type 2 diabetes), we estimated the sex-specific associations, and differences therein, of prediabetes (i.e. impaired fasting glucose and/or impaired glucose tolerance) and type 2 diabetes (reference: normal glucose metabolism [NGM]) with dual-energy x-ray absorptiometry (DEXA)- and MRI-derived measures of body composition and with hip circumference. Sex differences were analysed using adjusted regression models with interaction terms of sex-by-diabetes status.
Results
Compared with their NGM counterparts, both women and men with prediabetes and type 2 diabetes had more fat and lean mass and a greater hip circumference. The differences in subcutaneous adipose tissue, hip circumference and total and peripheral lean mass between type 2 diabetes and NGM were greater in women than men (women minus men [W–M] mean difference [95% CI]: 15.0 cm
2
[1.5, 28.5], 3.2 cm [2.2, 4.1], 690 g [8, 1372] and 443 g [142, 744], respectively). The difference in visceral adipose tissue between type 2 diabetes and NGM was greater in men than women (W–M mean difference [95% CI]: −14.8 cm
2
[−26.4, −3.1]). There was no sex difference in the percentage of liver fat between type 2 diabetes and NGM. The differences in measures of body composition between prediabetes and NGM were generally in the same direction, but were not significantly different between women and men.
Conclusions/interpretation
This study indicates that there are sex differences in body composition associated with type 2 diabetes. The pathophysiological significance of these sex-associated differences requires further study.
Graphical abstract
Journal Article