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Benny P, Yang Q, Wong BWX, Zhang C, Yong EL, Li LJ, Huang Z. Exploring the link between age at menarche, anthropometry and body fat composition with type II diabetes in a Singapore multi-ethnic cohort. BMC Med 2025; 23:306. [PMID: 40437483 PMCID: PMC12121228 DOI: 10.1186/s12916-025-04145-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2024] [Accepted: 05/16/2025] [Indexed: 06/01/2025] Open
Abstract
BACKGROUND Early menarche is associated with lifelong health implications, including heightened risks for obesity, type 2 diabetes (T2D), cardiovascular disease, and overall mortality. This study explored the associations that link early menarche, major adiposity indices, and T2D in a group of multi-ethnic Asian women. METHODS A prospective, hospital-based study was conducted in Singapore. Two thousand seven hundred fifteen women were recruited from 2014 to 2016 (45-69 years old) and 1201 women were followed up from 2021 to 2023. At baseline, age at menarche (AAM) was divided into sub-categories: < 12 (early AAM), 12-13, 14-15 (reference), > 15 years. Major adiposity indices and glycemic profiles were assessed, including fat mass index (FMI), visceral adipose tissue (VAT), and HOMA-IR (homeostatic model assessment for insulin resistance). At the 6.6-year follow-up, T2D was assessed. One-way ANOVA and chi-square were performed for continuous and categorical variables, respectively. Multivariable regression analysis was performed to determine the association between AAM and primary outcomes, including adiposity measurements (FMI, VAT) and metabolic assessments (HOMA-IR) at baseline. Modified Poisson regression was performed to assess relative risk (RR) between AAM and T2D at follow-up. Serial mediation analysis was performed to determine potential mediators underlying the link between AAM and T2D. All analyses accounted for major confounders including age, ethnicity, and education. RESULTS Women with early AAM had significantly greater values in adiposity assessments, including increments in FMI (10.9 vs 10.3, p < 0.001), VAT (134 vs 113 cm2, p = 0.05) and HOMA-IR (1.20 vs 1.03, p = 0.08) at baseline. Early AAM (< 12 vs. 14-15 years) was associated with a 60% increased risk of developing T2D (RR 1.60 (95%CI: 1.04, 2.45)). Serial mediation analysis suggested a significant pathway underlying early AAM and T2D, which was firstly mediated by FMI, followed by VAT and lastly by HOMA-IR (p < 0.05). CONCLUSIONS Our study provided valuable insight into the pathophysiology of T2D development amongst mid-life women with early AAM. The findings could potentially indicate strategies to target FMI and VAT among Asian women in the menopausal phase with early AAM, to prevent the development of T2D.
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Affiliation(s)
- Paula Benny
- Department of Obstetrics and Gynaecology, National University Health Systems, Singapore, Singapore
- NUS Bia-Echo Asia Centre of Reproductive Longevity and Equality, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Qian Yang
- Department of Obstetrics and Gynaecology, National University Health Systems, Singapore, Singapore
- NUS Bia-Echo Asia Centre of Reproductive Longevity and Equality, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Beverly Wen-Xin Wong
- Department of Obstetrics and Gynaecology, National University Health Systems, Singapore, Singapore
| | - Cuilin Zhang
- Department of Obstetrics and Gynaecology, National University Health Systems, Singapore, Singapore
- NUS Bia-Echo Asia Centre of Reproductive Longevity and Equality, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Global Centre for Asian Women's Health (GloW), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Eu-Leong Yong
- Department of Obstetrics and Gynaecology, National University Health Systems, Singapore, Singapore.
| | - Ling-Jun Li
- Department of Obstetrics and Gynaecology, National University Health Systems, Singapore, Singapore.
- NUS Bia-Echo Asia Centre of Reproductive Longevity and Equality, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- Global Centre for Asian Women's Health (GloW), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
| | - Zhongwei Huang
- Department of Obstetrics and Gynaecology, National University Health Systems, Singapore, Singapore.
- NUS Bia-Echo Asia Centre of Reproductive Longevity and Equality, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
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Ali GB, Lowe AJ, Walters EH, Perret JL, Erbas B, Lodge CJ, Bowatte G, Thomas PS, Hamilton GS, Thompson BR, Johns DP, Hopper JL, Abramson MJ, Bui DS, Dharmage SC. Lifetime Body Mass Index Trajectories and Contrasting Lung Function Abnormalities in Mid-Adulthood: Data From the Tasmanian Longitudinal Health Study. Respirology 2025; 30:230-241. [PMID: 39865446 PMCID: PMC11872284 DOI: 10.1111/resp.14882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Revised: 11/11/2024] [Accepted: 12/17/2024] [Indexed: 01/28/2025]
Abstract
BACKGROUND AND OBJECTIVE The impact of lifetime body mass index (BMI) trajectories on adult lung function abnormalities has not been investigated previously. We investigated associations of BMI trajectories from childhood to mid-adulthood with lung function deficits and COPD in mid-adulthood. METHODS Five BMI trajectories (n = 4194) from age 5 to 43 were identified in the Tasmanian Longitudinal Health Study. Lung function outcomes were defined using spirometry at 45 and 53 years. Associations between these BMI trajectories and lung function outcomes were investigated using multivariable regression. RESULTS Compared to the average BMI trajectory, the child's average-increasing BMI trajectory was associated with greater FVC decline from 45 to 53 years (β = -178 mL; 95% CI -300.6, -55.4), lower FRC, ERV and higher TLco at 45 years, lower FVC (-227 mL; -345.3, -109.1) and higher TLco at 53 years. The High BMI trajectory was also associated with lower FRC, ERV and higher TLco at 45 years, while spirometric restriction (OR = 6.9; 2.3, 21.1) and higher TLco at 53 years. The low BMI trajectory was associated with an obstructive picture: lower FEV1 (-124 mL; -196.4, -51.4) and FVC (-91 mL; -173.4, -7.7), and FEV1/FVC (-1.2%; -2.2, -0.1) and higher ERV and lower TLco at 45 and 53 years. A similar pattern was found at 53 years. No associations were observed with spirometrically defined COPD. CONCLUSION Our findings revealed contrasting lung function abnormalities were associated with high, subsequently increasing, and low BMI trajectories. These results emphasise the importance of tracking changes in BMI over time and the need to maintain an average BMI trajectory (BMI-Z-score 0 at each time point) throughout life.
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Affiliation(s)
- Gulshan B. Ali
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
| | - Adrian J. Lowe
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
- Murdoch Children's Research Institute, Royal Children's HospitalMelbourneVictoriaAustralia
| | - E. Haydn Walters
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
- School of MedicineUniversity of TasmaniaHobartTasmaniaAustralia
| | - Jennifer L. Perret
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
| | - Bircan Erbas
- School of Psychology and Public HealthLa Trobe UniversityVictoriaAustralia
| | - Caroline J. Lodge
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
- Murdoch Children's Research Institute, Royal Children's HospitalMelbourneVictoriaAustralia
| | - Gayan Bowatte
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
| | - Paul S. Thomas
- Prince of Wales Clinical School, Faculty of MedicineUNSWNew South WalesAustralia
| | - Garun S. Hamilton
- Monash Lung, Sleep, Allergy and ImmunologyMonash HealthVictoriaAustralia
- School of Clinical SciencesMonash UniversityVictoriaAustralia
| | - Bruce R. Thompson
- Melbourne School of Health ScienceThe University of MelbourneMelbourneVictoriaAustralia
| | - David P. Johns
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
| | - John L. Hopper
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
| | - Michael J. Abramson
- School of Public Health & Preventive MedicineMonash UniversityMelbourneVictoriaAustralia
| | - Dinh S. Bui
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
| | - Shyamali C. Dharmage
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
- Murdoch Children's Research Institute, Royal Children's HospitalMelbourneVictoriaAustralia
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Wang Y, Inoue Y, Yamamoto S, Fukunaga A, Yamamoto S, Honda T, Nakagawa T, Hayashi T, Konishi M, Mizoue T. Association between alcohol consumption and the risk of type 2 diabetes mellitus across different body mass index categories among Japanese workers. J Epidemiol 2025:JE20240259. [PMID: 39924248 DOI: 10.2188/jea.je20240259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/11/2025] Open
Abstract
BACKGROUND While evidence from Western countries links low-to-moderate alcohol consumption to a lower risk of type 2 diabetes mellitus (T2D), findings have been inconsistent in Asia. Since T2D in Asia involves both insulin resistance and deficient insulin secretion, both of which are differently affected by alcohol, we prospectively examined whether the association differs according to body mass index (BMI) categories among the Japanese. METHODS Participants were 31,524 health checkup examinees (26,819 males and 4,705 females aged 20-64 years) who were free from diabetes at baseline. Self-reported data on alcohol use were used to estimate the average daily alcohol consumption at the baseline. Incident diabetes was identified at annual checkups during the follow-up period. A Cox proportional hazards model was used to estimate hazard ratios and 95% confidence intervals. RESULTS During a median follow-up of 12.0 years, 3,527 male and 287 female participants developed T2D. The association between alcohol consumption and T2D risk differed markedly by BMI in both sexes. Among males, low- and moderate-level alcohol consumption was associated with a lower T2D risk in individuals with BMI ≥25.0 kg/m2, whereas consumption at a level of 2 go/day (approximately 46 g ethanol) was linked to an increased T2D risk in those with BMI ≤22.0 kg/m2. In females, similar patterns were observed, although confidence intervals were broad due to smaller sample size. CONCLUSIONS In Japan, low-to-moderate alcohol consumption may lower T2D risk in those with excess body weight, while high alcohol consumption may increase T2D risk in those with lower BMI.
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Affiliation(s)
- Yu Wang
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine
| | - Yosuke Inoue
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine
| | - Shohei Yamamoto
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine
| | - Ami Fukunaga
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine
- Department of Public Health and Health Policy, Graduate School of Medicine, Hiroshima University
| | | | | | | | | | - Maki Konishi
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine
| | - Tetsuya Mizoue
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine
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Huang C, Gao Z, Zhang Y, Li G. Longitudinal study on metabolic abnormalities and diabetes risk in normal-weight japanese adults. Front Endocrinol (Lausanne) 2024; 15:1445934. [PMID: 39268236 PMCID: PMC11390506 DOI: 10.3389/fendo.2024.1445934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Accepted: 08/13/2024] [Indexed: 09/15/2024] Open
Abstract
Background Diabetes is a significant global health concern, with a growing prevalence in Japan. Individuals with normal body mass index who are metabolically unhealthy exhibit an elevated risk of diabetes onset. Investigating the relationship between Metabolically Unhealthy Normal-weight (MUNW) status and the risk of diabetes in non-diabetic individual is vital for implementing early preventive strategies. Methods Using data from the NAGALA cohort, This study categorized 8,194 Japanese adults based on the score of metabolic syndrome (MetS) components they possessed. Cox proportional hazards regression models and multivariate logistic regression were used to assess the relationship between MUNW and the risk of developing diabetes, with analyses stratified by age and sex. Results During an average follow-up of 7.19 years, 123 participants (1.5%) were diagnosed with diabetes. Among the participants, 766 (9.35%) were classified as MUNW, and 157 (1.92%) as having MetS. Compared to those with no MetS components, individuals with 1, 2, and ≥3 MetS components had progressively higher adjusted hazard ratios (HRs) for developing diabetes, at 4.56, 8.79, and 25.16, respectively. Further stratified analysis revealed that men aged ≤40 years had the highest risk of developing diabetes. For men, the adjusted HRs for having 1, 2, and ≥3 MetS components were 5.61, 7.80, and 28.59, respectively, and for participants aged ≤40 years, the HRs were 12.31, 25.57, and 129.82, respectively. Conclusion The prevalence of MUNW in non-diabetic individuals in Japan is 9.35%. The score of MetS components was positively correlated with the risk of diabetes. Early intervention and lifestyle modifications are crucial, especially for MUNW individuals and notably young Japanese men aged ≤40 years, for the prevention and management of diabetes.
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Affiliation(s)
- Cheng Huang
- Department of Colorectal Surgery, First People’s Hospital of Xiaoshan District, Hangzhou, Zhejiang, China
| | - Zhichao Gao
- Department of Neurosurgery, First People’s Hospital of Xiaoshan District, Hangzhou, Zhejiang, China
| | - Yuhang Zhang
- Department of Orthopedics, First People’s Hospital of Xiaoshan District, Hangzhou, Zhejiang, China
| | - Guofeng Li
- Department of Colorectal Surgery, First People’s Hospital of Xiaoshan District, Hangzhou, Zhejiang, China
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Luthviatin N, Setiani O, Widjanarko B, Rahfiludin MZ. Relationship between blood lead (Pb) concentration with risk of diabetes mellitus in women living in mining area. NARRA J 2024; 4:e704. [PMID: 38798830 PMCID: PMC11125401 DOI: 10.52225/narra.v4i1.704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 04/18/2024] [Indexed: 05/29/2024]
Abstract
Diabetes is a global health concern with significant implications for individuals and societies. Diabetes results from a complex interaction between genes and environmental factors, including metal exposure. Lead or plumbum (Pb) is a heavy metal pollutant and is predicted to be associated with the morbidity of diabetes. The aim of this study was to assess the relationship between blood Pb level and possible risk factors (body mass index insulin resistance, carbohydrate intake, sugar intake, and physical activity) with fasting blood sugar (FBS) level in women living in the mining area. A cross-sectional study was conducted in a mining area of Indonesia located in Pemali District, Bangka Belitung Regency, involving women aged 30-49, selected through purposive sampling. Logistic regression was used to assess the relationship between the risk factors and FBS level, while the Spearman correlation was used to analyze the correlations between the risk factors and FBS level. Our data indicated that blood Pb concentration and other risk factors (carbohydrate intake, sugar intake and physical activity) were neither associated nor correlated with FBS level. However, as predicted, insulin resistance was associated with FBS level with OR: 9.66; 95%CI: 1.13-82.29; p=0.038. In addition, the Homeostatic Model Assessment Insulin Resistance (HOMA-IR) score was also correlated with FBS level (r=0.316, p=0.002). This study highlights the level of Pb is not associated with the risk of diabetes in women living in mining area.
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Affiliation(s)
- Novia Luthviatin
- Public Health Doctoral Study Program, Faculty of Public Health, Universitas Diponegoro, Semarang, Indonesia
- Faculty of Public Health, Universitas Jember, Jember, Indonesia
| | - Onny Setiani
- Department of Environmental Health, Faculty of Public Health, Universitas Diponegoro, Semarang, Indonesia
| | - Bagoes Widjanarko
- Department of Health Promotion, Faculty of Public Health, Universitas Diponegoro, Semarang, Indonesia
| | - Mohammad Z. Rahfiludin
- Department of Public Health Nutrition, Faculty of Public Health, Universitas Diponegoro, Semarang, Indonesia
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Yamamoto N, Ejima K, Mestre LM, Owora AH, Inoue M, Tsugane S, Sawada N. Body mass index trajectories and mortality risk in Japan using a population-based prospective cohort study: the Japan Public Health Center-based Prospective Study. Int J Epidemiol 2024; 53:dyad145. [PMID: 37878816 PMCID: PMC10859135 DOI: 10.1093/ije/dyad145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Accepted: 10/05/2023] [Indexed: 10/27/2023] Open
Abstract
BACKGROUND Recent studies have found that long-term changes in weight during adulthood are associated with a high risk of mortality. The objective of this study was to characterize body mass index (BMI) trajectories during adulthood and to examine the association between BMI trajectories and risk of death in the Japanese population. METHODS The data were extracted from Japan Public Health Center-based Prospective Study-a population-based prospective cohort study in Japan with participants aged 40-69 years followed over 20 years. The participants were categorized into multiple BMI trajectory groups using the latent class growth model. The Cox proportional-hazards model was conducted using all-cause mortality and cause-specific mortality as outcomes and the identified BMI trajectory groups as a predictor. In total, 65 520 participants were included in the analysis. RESULTS Six BMI trajectory groups were identified: underweight stable (Group 1), low-to-high normal (Group 2), high-to-low normal (Group 3), normal to overweight (Group 4), overweight to normal (Group 5) and normal to obese (Group 6). Our Cox models showed a higher hazard (risk) of all-cause mortality among participants in the BMI-declining groups [Group 3, adjusted hazard ratio (aHR): 1.10, 95% CI: 1.05-1.16; Group 5, aHR: 1.16, 95% CI: 1.08-1.26], underweight stable group (Group 1, aHR: 1.27, 95% CI: 1.21-1.33) and normal to obese group (Group 6, aHR: 1.22, 95% CI: 1.13-1.33) than Group 2 (low-to-high normal BMI trajectory). CONCLUSIONS Stable underweight and weight loss were associated with a high risk of mortality, both of which were uniquely observed in a Japanese population.
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Affiliation(s)
- Nao Yamamoto
- School of Human Evolution and Social Change, Arizona State University, Tempe, AZ, USA
| | - Keisuke Ejima
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Luis M Mestre
- Department of Psychiatry, Yale University, New Haven, CT, USA
| | - Arthur H Owora
- Department of Epidemiology and Biostatistics, Indiana University School of Public Health-Bloomington, Bloomington, IN, USA
- Department of Pediatrics, Indiana University School of Medicine-Indianapolis, Indianapolis, IN, USA
| | - Manami Inoue
- Division of Cohort Research, National Cancer Center Institute for Cancer Control, Tokyo, Japan
- Division of Prevention, National Cancer Center Institute for Cancer Control, Tokyo, Japan
| | - Shoichiro Tsugane
- Division of Cohort Research, National Cancer Center Institute for Cancer Control, Tokyo, Japan
| | - Norie Sawada
- Division of Cohort Research, National Cancer Center Institute for Cancer Control, Tokyo, Japan
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Yu T, Wong TJ, Chang JW, Lao XQ. Trajectories of body mass index before the diagnosis of type 2 diabetes in a cohort of Taiwanese adults. Obes Res Clin Pract 2024; 18:21-27. [PMID: 38331596 DOI: 10.1016/j.orcp.2024.02.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 01/18/2024] [Accepted: 02/01/2024] [Indexed: 02/10/2024]
Abstract
BACKGROUND Although the prevalence of overweight/obesity is lower in Asian countries, the risk of type 2 diabetes (T2DM) is disproportionally higher. We identified and characterized the trajectory patterns of body mass index (BMI) before the onset of T2DM in a Taiwanese population. METHODS Using the Taiwan MJ cohort study, we sampled the health examination data of 22,934 participants, including 7618 cases of T2DM and 15,316 controls. We used latent class trajectory analysis to identify distinct groups of pre-disease BMI trajectory. To compare the trajectories of cardiometabolic risk factors among different groups, we used linear mixed-effects models. RESULTS These 22,934 participants included 13,074 men (57%) and 9860 women (43%) who were on average followed for 9.0 years. We identified three distinct pre-disease BMI trajectories in cases: "stable overweight" (n = 7016, 92.1%), "weight gain" (n = 333, 4.4%) and "obesity" (n = 269, 3.5%). The "stable overweight" group had a mean BMI of 24.6 kg/m2 at 15 years prior to diagnosis, had a 1.2 unit increase during follow-up, and had a mean BMI of 25.8 kg/m2 at the time of diagnosis. The "weight gain" group had the most increasing trends in blood pressure/low-density lipoprotein cholesterol over time. CONCLUSION The BMI trajectory patterns among individuals who later developed diabetes in Taiwan seemed comparable to that of Western populations, but our population developed T2DM at a much lower BMI. Given that most cases belong to the "stable overweight" group, we also support using a population-based strategy for diabetes prevention instead of focusing on the high risk individuals.
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Affiliation(s)
- Tsung Yu
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Tzu-Jung Wong
- Department of Healthcare Information and Management, School of Health and Medical Engineering, Ming Chuan University, Taoyuan, Taiwan
| | - Jen-Wen Chang
- Department of Pharmacy, Chi Mei Medical Center, Tainan, Taiwan
| | - Xiang-Qian Lao
- Department of Biomedical Sciences, City University of Hong Kong, Kowloon Tong, Hong Kong; School of Public Health, Zhengzhou University, Zhengzhou, China
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Fujihara K, Yamada Harada M, Horikawa C, Iwanaga M, Tanaka H, Nomura H, Sui Y, Tanabe K, Yamada T, Kodama S, Kato K, Sone H. Machine learning approach to predict body weight in adults. Front Public Health 2023; 11:1090146. [PMID: 37397751 PMCID: PMC10308016 DOI: 10.3389/fpubh.2023.1090146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Accepted: 05/10/2023] [Indexed: 07/04/2023] Open
Abstract
Background Obesity is an established risk factor for non-communicable diseases such as type 2 diabetes mellitus, hypertension and cardiovascular disease. Thus, weight control is a key factor in the prevention of non-communicable diseases. A simple and quick method to predict weight change over a few years could be helpful for weight management in clinical settings. Methods We examined the ability of a machine learning model that we constructed to predict changes in future body weight over 3 years using big data. Input in the machine learning model were three-year data on 50,000 Japanese persons (32,977 men) aged 19-91 years who underwent annual health examinations. The predictive formulas that used heterogeneous mixture learning technology (HMLT) to predict body weight in the subsequent 3 years were validated for 5,000 persons. The root mean square error (RMSE) was used to evaluate accuracy compared with multiple regression. Results The machine learning model utilizing HMLT automatically generated five predictive formulas. The influence of lifestyle on body weight was found to be large in people with a high body mass index (BMI) at baseline (BMI ≥29.93 kg/m2) and in young people (<24 years) with a low BMI (BMI <23.44 kg/m2). The RMSE was 1.914 in the validation set which reflects ability comparable to that of the multiple regression model of 1.890 (p = 0.323). Conclusion The HMLT-based machine learning model could successfully predict weight change over 3 years. Our model could automatically identify groups whose lifestyle profoundly impacted weight loss and factors the influenced body weight change in individuals. Although this model must be validated in other populations, including other ethnic groups, before being widely implemented in global clinical settings, results suggested that this machine learning model could contribute to individualized weight management.
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Affiliation(s)
- Kazuya Fujihara
- Department of Endocrinology and Metabolism, Faculty of Medicine, Niigata University, Niigata, Japan
| | - Mayuko Yamada Harada
- Department of Endocrinology and Metabolism, Faculty of Medicine, Niigata University, Niigata, Japan
| | - Chika Horikawa
- Department of Health and Nutrition, Faculty of Human Life Studies, University of Niigata Prefecture, Niigata, Japan
| | - Midori Iwanaga
- Department of Endocrinology and Metabolism, Faculty of Medicine, Niigata University, Niigata, Japan
| | | | | | | | | | - Takaho Yamada
- Department of Endocrinology and Metabolism, Faculty of Medicine, Niigata University, Niigata, Japan
| | - Satoru Kodama
- Department of Endocrinology and Metabolism, Faculty of Medicine, Niigata University, Niigata, Japan
| | - Kiminori Kato
- Department of Prevention of Noncommunicable Diseases and Promotion of Health Checkup, Niigata University, Niigata, Japan
| | - Hirohito Sone
- Department of Endocrinology and Metabolism, Faculty of Medicine, Niigata University, Niigata, Japan
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Chang R, Zhang Y, Sun J, Xu K, Li C, Zhang J, Mei W, Zhang H, Zhang J. Maternal pre-pregnancy body mass index and offspring with overweight/obesity at preschool age: The possible role of epigenome-wide DNA methylation changes in cord blood. Pediatr Obes 2023; 18:e12969. [PMID: 36102013 DOI: 10.1111/ijpo.12969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 07/20/2022] [Accepted: 07/25/2022] [Indexed: 01/09/2023]
Abstract
BACKGROUND Epigenome-wide association studies have identified some DNA methylation sites associated with body mass index (BMI) or obesity. Studies in the Asian population are lacking. OBJECTIVE To examine the association of cord blood genome-wide DNA methylation (GWDm) changes with maternal pre-pregnancy BMI and children's BMI-z score at preschool age. Additionally, we also explored the genome-wide differentially methylated regions and differentially methylated probes between preschoolers with overweight/obesity and normal-weight counterparts. METHODS This two-stage study design included (1) a GWDm analysis of 30 mother-child pairs from 633 participants of the Zhuhai birth cohort with data on newborn cord blood, maternal pre-pregnancy BMI, and children's BMI at 3 years of age; and (2) a targeted validation analysis of the cord blood of ten children with overweight/obesity and ten matched controls to validate the CpG sites. RESULTS In the first stage, no significant CpG sites were found to be associated with children's BMI-z score at preschool age after FDR correction with the p-values of the CpG sites in FOXN3 (cg23501836) and ZNF264 (cg27437574) being close to 1 × 10-6 . In the second stage, a significant difference of CpG sites in AHRR (chr5:355067-355068) and FOXN3 (chr14: 89630264-89630272 and chr14: 89630387-89630388) was found between the ten children with overweight/obesity and ten controls (p < 0.05). The CpG sites in FOXN3 (chr14:89630264-89630272 and chr14:89630295-89630296) and ZNF264 (chr19: 57703104-57703107 and chr19: 57703301-57703307) were associated with children's BMI-z score; and the CpG sites in FOXN3 (chr14: 89630264-89630272 and chr14: 89630387-89630388) were associated with maternal pre-pregnancy BMI. CONCLUSIONS DNA methylation in FOXN3 and AHRR is associated with overweight/obesity in preschool-aged children, and the methylation in FOXN3 and ZNF264 might be associated with children's BMI-z score. FOXN3 methylation may be associated with maternal pre-pregnancy BMI, suggesting its potential role in the children's BMI-z score or overweight/obesity. Our results provide novel insights into the mechanisms of children's obesity.
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Affiliation(s)
- Ruixia Chang
- Department of Maternal and Child Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yuanyuan Zhang
- Department of Maternal and Child Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jiahong Sun
- Department of Maternal and Child Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ke Xu
- Department of Maternal and Child Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Chunan Li
- Department of Maternal and Child Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jingli Zhang
- Traditional Chinese Medicine Hospital, Zhuhai, Guangdong, China
| | - Wenhua Mei
- Zhuhai Center for Disease Control and Prevention, Zhuhai, Guangdong, China
| | - Hongzhong Zhang
- Zhuhai Women and Children's Hospital, Zhuhai, Guangdong, China
| | - Jianduan Zhang
- Department of Maternal and Child Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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Salvatore T, Galiero R, Caturano A, Rinaldi L, Criscuolo L, Di Martino A, Albanese G, Vetrano E, Catalini C, Sardu C, Docimo G, Marfella R, Sasso FC. Current Knowledge on the Pathophysiology of Lean/Normal-Weight Type 2 Diabetes. Int J Mol Sci 2022; 24:ijms24010658. [PMID: 36614099 PMCID: PMC9820420 DOI: 10.3390/ijms24010658] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 12/21/2022] [Accepted: 12/27/2022] [Indexed: 01/03/2023] Open
Abstract
Since early times, being overweight and obesity have been associated with impaired glucose metabolism and type 2 diabetes (T2D). Similarly, a less frequent adult-onset diabetes in low body mass index (BMI) people has been known for many decades. This form is mainly found in developing countries, whereby the largest increase in diabetes incidence is expected in coming years. The number of non-obese patients with T2D is also on the rise among non-white ethnic minorities living in high-income Western countries due to growing migratory flows. A great deal of energy has been spent on understanding the mechanisms that bind obesity to T2D. Conversely, the pathophysiologic features and factors driving the risk of T2D development in non-obese people are still much debated. To reduce the global burden of diabetes, we need to understand why not all obese people develop T2D and not all those with T2D are obese. Moreover, through both an effective prevention and the implementation of an individualized clinical management in all people with diabetes, it is hoped that this will help to reduce this global burden. The purpose of this review is to take stock of current knowledge about the pathophysiology of diabetes not associated to obesity and to highlight which aspects are worthy of future studies.
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Affiliation(s)
- Teresa Salvatore
- Department of Precision Medicine, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Raffaele Galiero
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Alfredo Caturano
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Luca Rinaldi
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Livio Criscuolo
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Anna Di Martino
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Gaetana Albanese
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Erica Vetrano
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Christian Catalini
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Celestino Sardu
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Giovanni Docimo
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
| | - Raffaele Marfella
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
- Mediterrannea Cardiocentro, I–80122 Napoli, Italy
| | - Ferdinando Carlo Sasso
- Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, I–80138 Naples, Italy
- Correspondence:
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11
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Trinh L, Stenkula KG, Olsson LE, Svensson J, Peterson P, Bennet L, Månsson S. Favorable fatty acid composition in adipose tissue in healthy Iraqi- compared to Swedish-born men - a pilot study using MRI assessment. Adipocyte 2022; 11:153-163. [PMID: 35291924 PMCID: PMC8928862 DOI: 10.1080/21623945.2022.2042963] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Middle Eastern immigrants are at high-risk for insulin resistance. Fatty acid composition (FAC) plays an important role in the development of insulin resistance but has not been investigated in people of Middle Eastern ancestry. Here, the aim was to assess the FAC in visceral and subcutaneous adipose tissue (VAT and SAT) in healthy Iraqi- and Swedish-born men using a magnetic resonance imaging (MRI) method.This case-control study included 23 Iraqi- and 15 Swedish-born middle-aged men, without cardiometabolic disease. Using multi-echo MRI of the abdomen, the fractions of saturated, monounsaturated, and polyunsaturated fatty acids (fSFA, fMUFA, and fPUFA) were estimated in VAT and SAT. SAT was further analyzed in deep and superficial compartments (dSAT and sSAT). In all depots, fPUFA was significantly higher and fSFA significantly lower in Iraqi men, independently of age and BMI. In both Iraqi- and Swedish-born men, higher fPUFA and lower fMUFA were found in sSAT vs. dSAT. Among Iraqi men only, higher fPUFA and lower fMUFA were found in SAT vs. VAT.Iraqi-born men presented a more favorable abdominal FAC compared to Swedish-born men. This MRI method also revealed different FACs in different abdominal depots. Our results may reflect a beneficial FAC in Middle Eastern immigrants.
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Affiliation(s)
- Lena Trinh
- Medical Radiation Physics, Department of Translational Medicine, Lund University, Malmö, Sweden
| | - Karin G Stenkula
- Department of Experimental Medical Sciences, Lund University, Lund, Sweden
| | - Lars E Olsson
- Medical Radiation Physics, Department of Translational Medicine, Lund University, Malmö, Sweden
- Hematology, Oncology and Radiation Physics, Skåne University Hospital, Malmö, Sweden
| | - Jonas Svensson
- Medical Radiation Physics, Department of Translational Medicine, Lund University, Malmö, Sweden
- Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden
| | - Pernilla Peterson
- Medical Radiation Physics, Department of Translational Medicine, Lund University, Malmö, Sweden
- Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden
| | - Louise Bennet
- Department of Clinical Sciences, Lund University, Malmö, Sweden
- Clinical Research and Trial Centre, Lund University Hospital, Lund, Sweden
| | - Sven Månsson
- Medical Radiation Physics, Department of Translational Medicine, Lund University, Malmö, Sweden
- Hematology, Oncology and Radiation Physics, Skåne University Hospital, Malmö, Sweden
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12
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Lei L, Changfa W, Ting Y, Xiaoling Z, Yaqin W. Metabolically healthy transition and its association with body size change patterns among different adult age groups. Diabetes Res Clin Pract 2022; 192:110108. [PMID: 36202384 DOI: 10.1016/j.diabres.2022.110108] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 09/04/2022] [Accepted: 09/23/2022] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To explore the metabolically healthy (MH) to metabolically unhealthy (MU) transition and its association with body size change patterns according to age. METHODS In total, 12,910 MH subjects were evaluated in 2013 and reevaluated in 2020. A MH state was defined as a score ≤ 1, and a MU state was defined as a score > 1 on the National Cholesterol Education Program-Adult Treatment Panel III criteria. RESULTS Approximately 27.0% of MH individuals converted to MU status over the follow-up. Compared with young adults, middle adulthood individuals had a 1.33-fold (95% CI: 1.21-1.46) and late adulthood individuals had a 1.55-fold (95% CI: 1.41-1.70) risk of transition. The body mass index (BMI)/waist circumference (WC)-value change was positively associated with metabolic deterioration; the association weakened with age. With stable normal body size (defined by BMI) as a reference, changing phenotype categories of maximum overweight [hazard ratio (HR): 1.75; 95% CI: 1.56-1.95], non-obesity to general obesity (HR: 2.96; 95% CI: 2.47-3.54) and stable general obesity (HR: 2.44; 95% CI: 1.92-3.10) conferred a higher risk of metabolic deterioration. CONCLUSIONS MH status is a transient state, especially in late and middle adulthood. Individuals transitioning to an obese phenotype should receive attention for concomitant metabolic deterioration.
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Affiliation(s)
- Liu Lei
- Health Management Center, The Third Xiangya Hospital, Central South University, No. 138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Wang Changfa
- General Surgery Department, The Third Xiangya Hospital, Central South University, No. 138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Yuan Ting
- Health Management Center, The Third Xiangya Hospital, Central South University, No. 138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Zhu Xiaoling
- Health Management Center, The Third Xiangya Hospital, Central South University, No. 138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Wang Yaqin
- Health Management Center, The Third Xiangya Hospital, Central South University, No. 138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China.
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13
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Mongraw-Chaffin M, Saldana S, Carnethon MR, Chen H, Effoe V, Golden SH, Joseph J, Kalyani RR, Bertoni AG. Determinants of metabolic syndrome and type 2 diabetes in the absence of obesity: The Jackson Heart Study. J Endocr Soc 2022; 6:bvac059. [PMID: 35528825 PMCID: PMC9071278 DOI: 10.1210/jendso/bvac059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Indexed: 11/19/2022] Open
Abstract
Context Multiple studies suggest that adults who were normal weight at diabetes diagnosis are at higher risk for all-cause mortality than those who had overweight or obesity at diagnosis. Objective While obesity is a known risk factor for cardiometabolic disease, differences in body fat distribution in those without obesity are understudied, especially in African Americans. Methods In 1005 participants of the Jackson Heart Study, without cardiovascular disease at baseline, we used logistic regression to investigate the longitudinal association of body fat distribution by CT scan with metabolic syndrome (MetS) or type 2 diabetes (T2D). We used the harmonized International Diabetes Federation criteria to define MetS. We included only normal weight or overweight participants (BMI: 18.5 to < 30.0 kg/m2). We created separate models for MetS and T2D adjusted for a standard set of covariates. We excluded participants with prevalent MetS or T2D, respectively in sensitivity. Results Higher visceral fat, subcutaneous fat, BMI, and insulin resistance (HOMA-IR) were significantly associated with MetS and T2D after adjustment. Visceral fat was strongly associated with both outcomes (MetS OR = 2.07 [1.66-2.68]; T2D OR = 1.51 [1.21-1.88]), and the association for MetS persisted in the normal weight only group. Estimates were robust to sensitivity analysis and were only modestly mediated by insulin resistance. Physical activity was not associated with MetS or T2D. Conclusion Visceral fat is strongly associated with developing MetS, even in normal weight individuals, suggesting that excess visceral fat plays a role in cardiometabolic risk beyond that of overall adiposity and obesity in African Americans.
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Affiliation(s)
| | - Santiago Saldana
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem NC
| | - Mercedes R Carnethon
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Haiying Chen
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem NC
| | - Valery Effoe
- Division of Cardiology, Morehouse School of Medicine, Atlanta, GA
| | - Sherita Hill Golden
- Division of Endocrinology Diabetes and Metabolism, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Joshua Joseph
- Division of Endocrinology Diabetes and Metabolism, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Rita R Kalyani
- Division of Endocrinology Diabetes and Metabolism, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Alain G Bertoni
- Department of Epidemiology & Prevention, Wake Forest School of Medicine, Winston-Salem NC
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14
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Allaoui G, Rylander C, Averina M, Wilsgaard T, Fuskevåg O, Berg V. Longitudinal changes in blood biomarkers and their ability to predict type 2 diabetes mellitus—The Tromsø study. Endocrinol Diabetes Metab 2022; 5:e00325. [PMID: 35147293 PMCID: PMC8917864 DOI: 10.1002/edm2.325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 01/31/2022] [Accepted: 02/02/2022] [Indexed: 11/07/2022] Open
Abstract
Introduction Methods Results Conclusion
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Affiliation(s)
- Giovanni Allaoui
- Division of Diagnostic Services Department of Laboratory Medicine University Hospital of North Norway Tromsø Norway
- Department of Medical Biology Faculty of Health Sciences UiT‐The Arctic University of Norway Tromsø Norway
| | - Charlotta Rylander
- Department of Community Medicine Faculty of Health Sciences UIT‐The Arctic University of Norway Tromsø Norway
| | - Maria Averina
- Division of Diagnostic Services Department of Laboratory Medicine University Hospital of North Norway Tromsø Norway
- Department of Community Medicine Faculty of Health Sciences UIT‐The Arctic University of Norway Tromsø Norway
| | - Tom Wilsgaard
- Department of Community Medicine Faculty of Health Sciences UIT‐The Arctic University of Norway Tromsø Norway
| | - Ole‐Martin Fuskevåg
- Division of Diagnostic Services Department of Laboratory Medicine University Hospital of North Norway Tromsø Norway
| | - Vivian Berg
- Division of Diagnostic Services Department of Laboratory Medicine University Hospital of North Norway Tromsø Norway
- Department of Medical Biology Faculty of Health Sciences UiT‐The Arctic University of Norway Tromsø Norway
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15
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Jensen BW, Watson C, Geifman N, Baker JL, Badrick E, Renehan AG. Weight Changes in Type 2 Diabetes and Cancer Risk: A Latent Class Trajectory Model Study. Obes Facts 2022; 15:150-159. [PMID: 34903697 PMCID: PMC9021620 DOI: 10.1159/000520200] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Accepted: 09/30/2021] [Indexed: 11/19/2022] Open
Abstract
INTRODUCTION Body mass index (BMI) is often elevated at type 2 diabetes (T2D) diagnosis. Using latent class trajectory modelling (LCTM) of BMI, we examined whether weight loss after diagnosis influenced cancer incidence and all-cause mortality. METHODS From 1995 to 2010, we identified 7,708 patients with T2D from the Salford Integrated Record database (UK) and linked to the cancer registry for information on obesity-related cancer (ORC), non-ORC; and all-cause mortality. Repeated BMIs were used to construct sex-specific latent class trajectories. Hazard ratios (HRs) and 95% confidence intervals (CIs) were estimated using Cox regression models. RESULTS Four sex-specific BMI classes were identified; stable-overweight, stable-obese, obese-slightly-decreasing, and obese-steeply-decreasing; comprising 41%, 45%, 13%, and 1% of women, and 45%, 37%, 17%, and 1% of men, respectively. In women, the stable-obese class had similar ORC risks as the obese-slightly-decreasing class, whereas the stable-overweight class had lower risks. In men, the obese-slightly-decreasing class had higher risks of ORC (HR = 1.86, 95% CI: 1.05-3.32) than the stable-obese class, while the stable-overweight class had similar risks No associations were observed for non-ORC. Compared to the stable-obese class, women (HR = 1.60, 95% CI: 0.99-2.58) and men (HR = 2.37, 95% CI: 1.66-3.39) in the obese-slightly-decreasing class had elevated mortality. No associations were observed for the stable-overweight classes. CONCLUSION Patients who lost weight after T2D diagnosis had higher risks for ORC (in men) and higher all-cause mortality (both genders) than patients with stable obesity.
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Affiliation(s)
- Britt W. Jensen
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark
- Division of Cancer Sciences, School of Medical Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
- *Britt W. Jensen,
| | - Charlotte Watson
- Division of Cancer Sciences, School of Medical Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Nophar Geifman
- Centre for Health Informatics, University of Manchester, Manchester, United Kingdom
- Faculty of Health and Medical Sciences, University of Surrey, Guildford, United Kingdom
| | - Jennifer L. Baker
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark
| | - Ellena Badrick
- Division of Cancer Sciences, School of Medical Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Andrew G. Renehan
- Division of Cancer Sciences, School of Medical Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
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Kuwahara K, Yamamoto S, Honda T, Nakagawa T, Ishikawa H, Hayashi T, Mizoue T. Improving and maintaining healthy lifestyles are associated with a lower risk of diabetes: A large cohort study. J Diabetes Investig 2021; 13:714-724. [PMID: 34786886 PMCID: PMC9017641 DOI: 10.1111/jdi.13713] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2021] [Revised: 11/12/2021] [Accepted: 11/15/2021] [Indexed: 12/29/2022] Open
Abstract
AIMS It is well known that healthy lifestyles measured at one time-point are inversely associated with diabetes risk. The impact of transitions in combined lifestyles in real settings remains unknown. MATERIALS AND METHODS The trajectory patterns of combined lifestyles over three years were identified using group-based trajectory modeling in 26,647 adults in Japan. Two types of indices (not having the unhealthy lifestyle [easy goal] and having healthiest lifestyles [challenging goal]) were developed using five lifestyle factors: smoking, alcohol consumption, exercise, sleep duration, and body weight control. This index was calculated using the yearly total score (0-5; higher score indicated healthier lifestyles). Diabetes was defined by high plasma glucose level, high hemoglobin A1c level, and self-report. RESULTS Five trajectory patterns were identified for each index and it was shown that healthier patterns are associated with a lower risk of type 2 diabetes during 6.6 years of average follow-up. For example, with a challenging-goal, compared with a persistently very unhealthy pattern, the adjusted hazard ratios (95% confidence intervals) were 0.65 (0.59, 0.73), 0.50 (0.39, 0.64), 0.43 (0.38, 0.48), and 0.33 (0.27, 0.41) for 'persistently unhealthy', 'improved from unhealthy to moderately healthy', 'persistently moderately healthy', and 'persistently mostly healthy' patterns, respectively. CONCLUSIONS Our data reinforce the importance of improving and maintaining health-related lifestyles to prevent diabetes.
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Affiliation(s)
- Keisuke Kuwahara
- National Center for Global Health and Medicine, Tokyo, Japan.,Teikyo University Graduate School of Public Health, Tokyo, Japan
| | | | | | | | - Hirono Ishikawa
- Teikyo University Graduate School of Public Health, Tokyo, Japan
| | | | - Tetsuya Mizoue
- National Center for Global Health and Medicine, Tokyo, Japan
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17
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Abe M, Fujii H, Funakoshi S, Satoh A, Kawazoe M, Maeda T, Tada K, Yokota S, Yamanokuchi T, Yoshimura C, Mimata R, Takahashi K, Ito K, Yasuno T, Kuga T, Mukoubara S, Akiyoshi K, Kawanami D, Masutani K, Arima H. Comparison of Body Mass Index and Waist Circumference in the Prediction of Diabetes: A Retrospective Longitudinal Study. Diabetes Ther 2021; 12:2663-2676. [PMID: 34448106 PMCID: PMC8479044 DOI: 10.1007/s13300-021-01138-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Accepted: 08/04/2021] [Indexed: 01/24/2023] Open
Abstract
INTRODUCTION Both body mass index (BMI) and waist circumference (WC) are associated with diabetes risk, and the difference between them in predictive ability for diabetes is still contentious. We conducted a population-based study to investigate and compare the association of them with diabetes by sex. METHODS This study included a total of 4754 subjects aged 40-80 years with no diabetes at baseline between 2008 and 2017. Using multivariate Cox proportional hazards models, we calculated hazard ratios for diabetes according to tertiles of BMI or WC. Harrell's C statistics was applied to assess and compare the predictive ability of the models using BMI and WC. RESULTS Both BMI and WC showed the significant positive trends with diabetes risk. In men, the extreme tertiles (BMI > 25.1 kg/m2 and WC > 88.0 cm) provided 1.58-fold or 2.04-fold higher risk compared with the first tertiles (< 22.6 kg/m2 and < 81.2 cm). In women, BMI > 24.4 kg/m2 showed 3.28-fold higher risk than the first tertile (< 21.6 kg/m2), whereas WC ≥ 78.2 cm was more than twice as likely to suffer from diabetes as WC < 78.2 cm. BMI and WC showed a comparative performance in predicting diabetes in both sexes (P value 0.447 in men, and 0.337 in women). CONCLUSION Both BMI and WC showed a positive association with diabetes and offered a comparative predictive performance for diabetes in both sexes. The cut-off points, BMI 25.1 kg/m2 and WC 88.0 cm in men and BMI 24.4 kg/m2 and WC 78.2 cm in women, might contribute to the effective prevention strategies for diabetes.
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Affiliation(s)
- Makiko Abe
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Hideyuki Fujii
- Division of Endocrinology and Diabetes Mellitus, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Shunsuke Funakoshi
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Atsushi Satoh
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Miki Kawazoe
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Toshiki Maeda
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Kazuhiro Tada
- Division of Nephrology and Rheumatology, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Soichiro Yokota
- Division of Nephrology and Rheumatology, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Toshitaka Yamanokuchi
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
- Department of Physical Therapy, Faculty of Medical Science, Fukuoka International University of Health and Welfare, Fukuoka, Japan
| | - Chikara Yoshimura
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Ryosuke Mimata
- Department of Anesthesiology, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Koji Takahashi
- Division of Nephrology and Rheumatology, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Kenji Ito
- Division of Nephrology and Rheumatology, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Tetsuhiko Yasuno
- Division of Nephrology and Rheumatology, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Takeshi Kuga
- Department of Internal Medicine, Mitsutake Hospital, Iki, Japan
| | - Shigeki Mukoubara
- Department of Internal Medicine, Nagasaki Prefecture Iki Hospital, Iki, Japan
| | - Kozaburo Akiyoshi
- Department of Anesthesiology, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Daiji Kawanami
- Division of Endocrinology and Diabetes Mellitus, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Kosuke Masutani
- Division of Nephrology and Rheumatology, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Hisatomi Arima
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan.
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Murata Y, Nakamura E, Tsukamoto M, Nakagawa T, Takeda M, Kozuma M, Kadomura T, Narusawa K, Shimizu K, Uchida S, Hayashi T, Sakai A. Longitudinal study of risk factors for decreased cross-sectional area of psoas major and paraspinal muscle in 1849 individuals. Sci Rep 2021; 11:16986. [PMID: 34417520 PMCID: PMC8379148 DOI: 10.1038/s41598-021-96448-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Accepted: 08/06/2021] [Indexed: 12/13/2022] Open
Abstract
This 10-year retrospective observational study investigated longitudinal losses in psoas major and paraspinal muscle area in 1849 healthy individuals (1690 male, 159 female) screened using computed tomography. Logistic regression analysis revealed significant decreases in psoas major and paraspinal muscle area at 10 years relative to the baseline area regardless of age or sex, starting at 30 years of age. Only aging [≥ 50 s (odds ratio [OR]: 1.72; 95% confidence interval [CI] 1.05–2.84; p = 0.03) and ≥ 60 s (OR: 2.67; 95% CI 1.55–4.60; p < 0.001)] was a risk factor for decreases in psoas major area. Age ≥ 60 years (OR: 2.05; 95% CI 1.24–3.39; p = 0.005), body mass index ≥ 25 kg/m2 (OR: 1.32; 95% CI 1.01–1.73; p = 0.04), and visceral fat ≥ 100 cm2 (OR: 1.61; 95% CI 1.20–2.15; p = 0.001) were risk factors for decreases in paraspinal muscle area. Physical activity ≥ 900 kcal/week (OR: 0.68; 95% CI 0.50–0.94; p = 0.02) attenuated paraspinal muscle area loss in male. Our study demonstrated that walking > 45 min daily (Calories = METs (walking: 3.0) × duration of time (h) × weight (60 kg) × 1.05) can reduce paraspinal muscle loss, which may in turn decrease the risk of falls, low-back pain, and sarcopenia.
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Affiliation(s)
- Yoichi Murata
- Department of Orthopaedic Surgery, University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishiku, Kitakyushu, Fukuoka, 8078555, Japan
| | - Eiichiro Nakamura
- Department of Orthopaedic Surgery, University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishiku, Kitakyushu, Fukuoka, 8078555, Japan.
| | - Manabu Tsukamoto
- Department of Orthopaedic Surgery, University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishiku, Kitakyushu, Fukuoka, 8078555, Japan
| | - Toru Nakagawa
- Occupational Health Section, Hitachi Health Care Center, Hitachi Ltd., 4-3-16 Osecho, Hitachi, Ibaraki, 3170076, Japan
| | - Masaru Takeda
- Occupational Health Section, Hitachi Health Care Center, Hitachi Ltd., 4-3-16 Osecho, Hitachi, Ibaraki, 3170076, Japan
| | - Mio Kozuma
- University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishiku, Kitakyushu, Fukuoka, 8078555, Japan
| | - Takayuki Kadomura
- Health Care Business Unit, Hitachi Ltd., 2 Shintoyofuta, Kashiwa, Chiba, 2770804, Japan
| | - Kenichiro Narusawa
- Department of Orthopaedic Surgery, Nakashibetsu Town Hospital, 9-1-1, 10-jo Minami, Nakashibetsu-cho Nishi, Hokkaido, 0861110, Japan
| | - Kenji Shimizu
- Department of Orthopaedic Surgery, Tobata Kyoritsu Hospital, 2-5-1 Sawami, Tobata, Kitakyushu, Fukuoka, 8040093, Japan
| | - Soshi Uchida
- Department of Orthopaedic Surgery and Sports Medicine, Wakamatsu Hospital of University of Occupational and Environmental Health, 1-17-1 Hamamachi, Wakamatsu, Kitakyushu, Fukuoka, 8080024, Japan
| | - Takeshi Hayashi
- Occupational Health Section, Hitachi Health Care Center, Hitachi Ltd., 4-3-16 Osecho, Hitachi, Ibaraki, 3170076, Japan
| | - Akinori Sakai
- Department of Orthopaedic Surgery, University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishiku, Kitakyushu, Fukuoka, 8078555, Japan
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Asano M, Sekikawa A, Kim H, Gasser RA, Robertson D, Petrone M, Jermutus L, Ambery P. Pharmacokinetics, safety, tolerability and efficacy of cotadutide, a glucagon-like peptide-1 and glucagon receptor dual agonist, in phase 1 and 2 trials in overweight or obese participants of Asian descent with or without type 2 diabetes. Diabetes Obes Metab 2021; 23:1859-1867. [PMID: 33908687 DOI: 10.1111/dom.14412] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 04/15/2021] [Accepted: 04/26/2021] [Indexed: 12/28/2022]
Abstract
AIM To evaluate the safety and pharmacokinetics of cotadutide, a dual glucagon-like peptide-1 (GLP-1) and glucagon receptor agonist, in overweight Asian participants with or without type 2 diabetes (T2D). MATERIALS AND METHODS In the phase 1, randomized, blinded, single-ascending dose study, 24 Japanese and eight Chinese healthy adults (body mass index [BMI] 23-40 kg/m2 ) received one subcutaneous dose of cotadutide (50-150 or 100 μg, respectively) or placebo. The primary endpoint was safety. In the phase 2a, randomized, double-blinded, parallel dose-ranging study with forced uptitration, 61 Japanese adults with T2D (BMI 24-40 kg/m2 ; HbA1c 7.0%-10.5%) received cotadutide (100, 200, 300 μg) or placebo for 48 days. Co-primary endpoints were safety/tolerability, change in glucose AUC0-4h and body weight. RESULTS Significant reductions from baseline to day 48 were observed with cotadutide for glucose AUC0-4h (33.6%-42.1% reduction vs. +2.5% with placebo; 95% CIs: 100 μg -45.7%, -33.7%; 200 μg -35.6%, -23.7%; 300 μg -45.0%, -30.8%; placebo 3.4%, 8.3%) and body weight (1.3%-2.5% decrease vs. +0.8% with placebo; 95% CIs: 100 μg -3.4%, -0.8%; 200 μg -4.7%, -2.0%; 300 μg -4.6%, -2.1%; placebo -2.1%, 0.4%). The most common adverse events with cotadutide were mild gastrointestinal symptoms with no serious adverse events. Increased pulse rate with cotadutide versus placebo is consistent with GLP-1 monoagonists. CONCLUSIONS Once-daily cotadutide was effective and well tolerated up to 300 μg in overweight Japanese patients with T2D. Further evaluation in Asian populations is warranted.
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Affiliation(s)
- Michiko Asano
- Medical Science, BioPharmaceuticals TA, R&D, AstraZeneca K.K., Tokyo, Japan
| | - Akiko Sekikawa
- Clinical Science, BioPharmaceuticals TA, R&D, AstraZeneca K.K., Tokyo, Japan
| | - Hyosung Kim
- Biometrics, Science & Data Analytics Division, R&D, AstraZeneca K.K., Osaka, Japan
| | - Robert A Gasser
- Microbial Sciences, BioPharmaceuticals R&D, AstraZeneca, Gaithersburg, Maryland, USA
| | - Darren Robertson
- Research and Early Development, Cardiovascular, Renal and Metabolism (CVRM), AstraZeneca, Cambridge, UK
| | - Marcella Petrone
- Clinical Pharmacology and Quantitative Pharmacology, AstraZeneca, Cambridge, UK
| | - Lutz Jermutus
- Research and Early Development, Cardiovascular, Renal and Metabolism (CVRM), AstraZeneca, Cambridge, UK
| | - Philip Ambery
- Late-stage Development, Cardiovascular, Renal and Metabolism, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden
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Administration of recombinant human placental growth factor decreases blood pressure in obese hypertensive pregnant rats. J Hypertens 2021; 38:2295-2304. [PMID: 32618892 DOI: 10.1097/hjh.0000000000002528] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
OBJECTIVES Although epidemiological studies have shown that obesity is associated with increased incidence of hypertension during pregnancy, the mechanisms linking these two comorbidities are not as well studied. Previous investigations detected lower levels of the anti-hypertensive and pregnancy-related factor, placental growth factor (PlGF), in obese hypertensive pregnancies. Therefore, we examined whether obese hypertensive pregnant rats have reduced PlGF and whether increasing its levels by administering recombinant human (rh)PlGF reduces their blood pressure. METHODS We utilized a genetic model of obesity characterized to be heavier, hypertensive and fertile, namely rats having heterozygous deficiency of the melanocortin-4 receptor (MC4R-def). RESULTS MC4R-def obese rats had lower circulating levels of PlGF than wild-type lean controls at gestational day 19. Also, assessment of the PlGF receptor, Flt-1, in the vasculature showed that its levels were reduced in aorta and kidney glomeruli but increased in small mesenteric arteries. Chronic intraperitoneal administration of rhPlGF from gestational day 13-19 significantly increased circulating PlGF levels in both obese and lean rats, but reduced blood pressure only in the obese pregnant group. The rhPlGF treatment did not alter maternal body and fat masses or circulating levels of the adipokines, leptin and adiponectin. In addition, this treatment did not impact average foetal weights but increased placental weights regardless of obese or lean pregnancy. CONCLUSION PlGF is reduced in MC4R-def obese hypertensive pregnant rats, which is similar to findings in obese hypertensive pregnant women, while increasing its levels with exogenous rhPlGF reduces their blood pressure.
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Association of Body Composition with Type 2 Diabetes: A Retrospective Chart Review Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18094421. [PMID: 33919339 PMCID: PMC8122668 DOI: 10.3390/ijerph18094421] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 04/15/2021] [Accepted: 04/19/2021] [Indexed: 12/25/2022]
Abstract
This study analyzed the body composition of individuals with type 2 diabetes (T2DM). In this retrospective chart review study, body composition was measured through multifrequency bioelectrical impedance analysis (InBody 770). Body composition assessments were conducted in individuals with T2DM, who were aged ≥18 years. The parameters included body mass index (BMI), body fat mass (BFM), fat-free mass (FFM), visceral fat area, percent body fat (PBF), appendicular skeletal muscle mass (ASM), and skeletal muscle index (SMI). One-way ANOVA and independent t-tests were used to calculate differences in body composition distribution by age and sex. A total of 2404 participants were recruited. The prevalence of overall low muscle mass and sarcopenic obesity was 28.0% and 18.7%, respectively, which increased with age. The overall prevalence of obesity when PBF was used was 71.5%, which was higher than that when BMI was applied (32.4%). The normal BMI group exhibited a prevalence of low muscle mass of 55.6% and sarcopenic obesity of 34.8%. For both men and women, bodyweight, BFM, FFM, ASM, and SMI all decreased with age. The prevalence of low muscle mass and sarcopenic obesity was high in older adults and people with normal BMI. Using BMI to assess obesity and determine insufficient muscle mass underestimates the prevalence of obesity and neglects the problems of sarcopenia and high body fat in people with normal BMI.
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Sequeira IR, Yip W, Lu L, Jiang Y, Murphy R, Plank L, Zhang S, Liu H, Chuang CL, Vazhoor-Amarsingh G, Cooper G, Poppitt S. Visceral Adiposity and Glucoregulatory Peptides are Associated with Susceptibility to Type 2 Diabetes: The TOFI_Asia Study. Obesity (Silver Spring) 2020; 28:2368-2378. [PMID: 33040488 DOI: 10.1002/oby.22994] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 07/16/2020] [Accepted: 07/21/2020] [Indexed: 01/29/2023]
Abstract
OBJECTIVE Ethnic differences in fat deposition contribute to type 2 diabetes (T2D). Identification of biomarkers that underpin dysglycemia are needed for better-targeted prevention and treatment. METHODS The cross-sectional thin-on-the-outside-fat-on-the-inside (TOFI)_Asia study investigated adipose depots and clinical biomarkers as predictors of fasting plasma glucose (FPG) and insulin resistance (IR; assessed using the updated homeostatic model assessment of IR) in lean and overweight normo- and dysglycemic Chinese (n = 199) and Caucasian (n = 158) individuals. Multivariate least-angle regression models were used to identify predictors of FPG and IR. RESULTS At similar age and BMI, Chinese individuals had lower body weight but had a greater percentage of total abdominal adipose tissue and a greater percentage of total visceral adipose tissue (VAT) (all P < 0.005). In Chinese individuals, FPG, hemoglobin A1c , fasting insulin, and triglycerides were higher, whereas HDL cholesterol and total and high-molecular-weight adiponectin levels were lower (all P < 0.0001). Raised liver enzyme and peptide concentrations (P < 0.02) were consistent with increased T2D risk. Lean Chinese women (<25 kg/m2 ) had greater total abdominal adipose tissue (kilograms) and VAT (kilograms) than Caucasian women, exhibiting the TOFI profile, with raised FPG (P < 0.001) and IR (P = 0.01). Risk factors for elevated FPG specific to Chinese individuals included male gender, VAT, and triglycerides (R2 = 0.33), and risk factors for IR specific to Chinese individuals included amylin, C-peptide, and glucagon (R2 = 0.49). VAT, amylin, and C-peptide were predictors in Caucasian individuals. CONCLUSIONS VAT contributed to dysglycemia in both ethnicities, particularly in Chinese individuals characterized by the TOFI phenotype, as did the glucoregulatory peptides amylin and C-peptide, providing targets for T2D prevention.
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Affiliation(s)
- Ivana Roosevelt Sequeira
- Human Nutrition Unit, School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
- High Value Nutrition, National Science Challenge, New Zealand
| | - Wilson Yip
- Human Nutrition Unit, School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
- High Value Nutrition, National Science Challenge, New Zealand
| | - Louise Lu
- Human Nutrition Unit, School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
- High Value Nutrition, National Science Challenge, New Zealand
| | - Yannan Jiang
- Department of Statistics, Faculty of Science, University of Auckland, Auckland, New Zealand
| | - Rinki Murphy
- High Value Nutrition, National Science Challenge, New Zealand
- Department of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
- Auckland District Health Board, Auckland, New Zealand
- Maurice Wilkins Centre for Molecular Biodiscovery, University of Auckland, Auckland, New Zealand
| | - Lindsay Plank
- Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Shaoping Zhang
- Maurice Wilkins Centre for Molecular Biodiscovery, University of Auckland, Auckland, New Zealand
- School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
| | - Hong Liu
- School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
| | - Chia-Lin Chuang
- School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
| | | | - Garth Cooper
- High Value Nutrition, National Science Challenge, New Zealand
- Department of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
- Maurice Wilkins Centre for Molecular Biodiscovery, University of Auckland, Auckland, New Zealand
- School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
- Centre for Advanced Discovery and Experimental Therapeutics, Division of Cardiovascular Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Department of Pharmacology, Division of Medical Sciences, University of Oxford, Oxford, UK
| | - Sally Poppitt
- Human Nutrition Unit, School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
- High Value Nutrition, National Science Challenge, New Zealand
- Department of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
- School of Biological Sciences, Faculty of Science, University of Auckland, Auckland, New Zealand
- Riddet Centre of Research Excellence for Food and Nutrition, Palmerston North, New Zealand
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Rajamanickam A, Munisankar S, Dolla CK, Thiruvengadam K, Babu S. Impact of malnutrition on systemic immune and metabolic profiles in type 2 diabetes. BMC Endocr Disord 2020; 20:168. [PMID: 33183277 PMCID: PMC7659078 DOI: 10.1186/s12902-020-00649-7] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 11/03/2020] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND While obesity and overweight status are firmly established risk factors for Type 2 diabetes mellitus (T2DM), a substantial proportion of diabetic individuals, especially in Africa and Asia, are often underweight or normal weight. However, very little is known about the immunological and metabolic profiles of these individuals. METHODS This study aimed to assess the relationship between malnutrition and Type 2 diabetes mellitus (T2DM). We examined a variety of analytes associated with the immunological and metabolic profiles of T2DM individuals with low (< 18.5 kg/m2) or normal (18.5-24.9 kg/m2) body mass index (BMI). To this end, we measured plasma levels of HbA1c, glucose, insulin, glucagon, adipocytokines and Type 1, Type 2, Type 17, pro-inflammatory and regulatory cytokines in T2DM individuals with low BMI (LBMI) or normal BMI (NBMI) with small sample size n = 44 in each group. RESULTS LBMI individuals exhibited significantly higher levels of HbA1c, random blood glucose, insulin and glucagon compared to NBMI individuals. Similarly, LBMI individuals exhibited significantly higher levels of adiponectin and adipsin and significantly lower levels of leptin in comparison to NBMI individuals. LBMI individuals also exhibited significantly lower levels of the Type 1, Type 2, Type 17, pro-inflammatory and regulatory cytokines in comparison to NBMI individuals. Finally, while the metabolic parameters exhibited a significant negative correlation with BMI, the immunological parameters exhibited a significant positive correlation with BMI. CONCLUSIONS Malnutrition is associated with a significant modulation of glycemic, hormonal and cytokine parameters in T2DM. Hence, the biochemical and immunological profiles of T2DM is significantly influenced by BMI.
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Affiliation(s)
- Anuradha Rajamanickam
- National Institute of Health-NIRT-International Center for Excellence in Research, Chetpet, Chennai, 600031, India.
| | - Saravanan Munisankar
- National Institute of Health-NIRT-International Center for Excellence in Research, Chetpet, Chennai, 600031, India
| | | | | | - Subash Babu
- National Institute of Health-NIRT-International Center for Excellence in Research, Chetpet, Chennai, 600031, India
- Laboratory of Parasitic Diseases, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
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Kang E, Han SS, Kim J, Park SK, Chung W, Oh YK, Chae DW, Kim YS, Ahn C, Oh KH. Discrepant glomerular filtration rate trends from creatinine and cystatin C in patients with chronic kidney disease: results from the KNOW-CKD cohort. BMC Nephrol 2020; 21:280. [PMID: 32677901 PMCID: PMC7364655 DOI: 10.1186/s12882-020-01932-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Accepted: 07/06/2020] [Indexed: 11/21/2022] Open
Abstract
Background Serum creatinine (Cr) and cystatin C (CysC) can both be used to estimate glomerular filtration rate (eGFRCr and eGFRCysC). However, certain conditions may cause discrepancies between eGFR trends from Cr and CysC, and these remain undetermined in patients with chronic kidney disease (CKD). Methods A total of 1069 patients from the Korean CKD cohort (KNOW-CKD), which enrolls pre-dialytic CKD patients, whose Cr and CysC had been followed for more than 4 years were included in the sample. We performed trajectory analysis using latent class mixed modeling and identified members of the discrepancy group when patient trends between eGFRCr and eGFRCysC differed. Multivariate logistic analyses with Firth’s penalized likelihood regression models were performed to identify conditions related to the discrepancy. Results Trajectory patterns of eGFRCr were classified into three groups: two groups with stable eGFRCr (stable with high eGFRCr and stable with low eGFRCr) and one group with decreasing eGFRCr. Trajectory analysis of eGFRCysC also showed similar patterns, comprising two groups with stable eGFRCysC and one group with decreasing eGFRCysC. Patients in the discrepancy group (decreasing eGFRCr but stable & low eGFRCysC; n = 55) were younger and had greater proteinuria values than the agreement group (stable & low eGFRCr and eGFRCysC; n = 706), differences that remained consistent irrespective of the measurement period (4 or 5 years). Conclusions In the present study, we identify conditions related to discrepant trends of eGFRCr and eGFRCysC. Clinicians should remain aware of such potential discrepancies when tracing both Cr and CysC.
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Affiliation(s)
- Eunjeong Kang
- Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Seung Seok Han
- Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, South Korea
| | - Jayoun Kim
- Medical Research Collaborating Center, Seoul National University College of Medicine, Seoul, South Korea
| | - Sue Kyung Park
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, South Korea
| | - Wookyung Chung
- Department of Internal Medicine, Gachon University, Gil Medical Center, Incheon, South Korea
| | - Yun Kyu Oh
- Department of Internal Medicine, Seoul National University Boramae Medical Center, Seoul, South Korea
| | - Dong-Wan Chae
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, South Korea
| | - Yong-Soo Kim
- Department of Internal Medicine, The Catholic University of Korea, Seoul St. Mary's Hospital, Seoul, South Korea
| | - Curie Ahn
- Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, South Korea
| | - Kook-Hwan Oh
- Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, South Korea.
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Mi B, Wu C, Gao X, Wu W, Du J, Zhao Y, Wang D, Dang S, Yan H. Long-term BMI change trajectories in Chinese adults and its association with the hazard of type 2 diabetes: evidence from a 20-year China Health and Nutrition Survey. BMJ Open Diabetes Res Care 2020; 8:e000879. [PMID: 32719076 PMCID: PMC7389517 DOI: 10.1136/bmjdrc-2019-000879] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 06/08/2020] [Accepted: 06/16/2020] [Indexed: 01/02/2023] Open
Abstract
INTRODUCTION To investigate the relationship between long-term change trajectory in body mass index (BMI) and the hazard of type 2 diabetes among Chinese adults. RESEARCH DESIGN AND METHODS Data were obtained from the China Health and Nutrition Survey (CHNS). Type 2 diabetes was reported by participants themselves in each survey wave. The duration of follow-up was defined as the period from the first visit to the first time self-reported type 2 diabetes, death, or other loss to follow-up from CHNS. The patterns of change trajectories in BMI were derived by latent class trajectory analysis method. The Fine and Gray regression model was used to estimate HRs with corresponding 95% CIs for type 2 diabetes. RESULTS Four patterns of the trajectories of change in BMI were identified among Chinese adults, 42.7% of participants had stable BMI change, 40.8% for moderate BMI gain, 8.9% for substantial BMI gain and 7.7% for weight loss. During the follow-up with mean 11.2 years (158 637 person-years contributed by 14 185 participants), 498 people with type 2 diabetes (3.7%) occurred. Risk of type 2 diabetes was increased by 47% among people who gained BMI more substantially and rapidly (HR: 1.47, 95% CI 1.08 to 2.02, p=0.016) and increased by 20% among those in people with the moderate BMI gain (HR: 1.20, 95% CI 0.98 to 1.48, p=0.078), compared with those with stable BMI change. CONCLUSIONS Long-term substantial gain of BMI was significantly associated with an increased risk of type 2 diabetes in the Chinese adults.
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Affiliation(s)
- Baibing Mi
- Department of Epidemiology and Biostatistics, Xi'an Jiaotong University Health Science Center, Xi'an, China
- Nutrition and Food Safety Engineering Research Center of Shaanxi Province, Xi'an Jiaotong University Health Science Center, Xi'an, China
- Key Laboratory of Environment and Genes Related to Diseases, Xi'an Jiaotong University, Ministry of Education, Xi'an, Shaanxi, China
| | - Chenlu Wu
- Department of Epidemiology and Biostatistics, Xi'an Jiaotong University Health Science Center, Xi'an, China
| | - Xiangyu Gao
- Department of Epidemiology and Biostatistics, Xi'an Jiaotong University Health Science Center, Xi'an, China
| | - Wentao Wu
- Department of Epidemiology and Biostatistics, Xi'an Jiaotong University Health Science Center, Xi'an, China
| | - Jiaoyang Du
- Department of Epidemiology and Biostatistics, Xi'an Jiaotong University Health Science Center, Xi'an, China
| | - Yaling Zhao
- Department of Epidemiology and Biostatistics, Xi'an Jiaotong University Health Science Center, Xi'an, China
| | - Duolao Wang
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Shaonong Dang
- Department of Epidemiology and Biostatistics, Xi'an Jiaotong University Health Science Center, Xi'an, China
- Nutrition and Food Safety Engineering Research Center of Shaanxi Province, Xi'an Jiaotong University Health Science Center, Xi'an, China
- Key Laboratory of Environment and Genes Related to Diseases, Xi'an Jiaotong University, Ministry of Education, Xi'an, Shaanxi, China
| | - Hong Yan
- Department of Epidemiology and Biostatistics, Xi'an Jiaotong University Health Science Center, Xi'an, China
- Nutrition and Food Safety Engineering Research Center of Shaanxi Province, Xi'an Jiaotong University Health Science Center, Xi'an, China
- Key Laboratory of Environment and Genes Related to Diseases, Xi'an Jiaotong University, Ministry of Education, Xi'an, Shaanxi, China
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Lv J, Fan B, Wei M, Zhou G, Dayimu A, Wu Z, Su C, Zhang T. Trajectories of early to mid-life adulthood BMI and incident diabetes: the China Health and Nutrition Survey. BMJ Open Diabetes Res Care 2020; 8:8/1/e000972. [PMID: 32327441 PMCID: PMC7202728 DOI: 10.1136/bmjdrc-2019-000972] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 03/11/2020] [Accepted: 03/24/2020] [Indexed: 12/15/2022] Open
Abstract
INTRODUCTION This longitudinal study aims to characterize distinct body mass index (BMI) trajectories during early to mid-life adulthood and to explore the association between BMI change from young adulthood to midlife and incident diabetes. RESEARCH DESIGN AND METHODS This study included 7289 adults who had repeatedly measured BMI 3-9 times during 1989-2011 and information on incident diabetes. Latent class growth mixed model (LCGMM) was used to identify different BMI trajectories. Cox proportional hazard models were used to investigate the association between the trajectory group membership and incident hyperglycemia, adjusting for covariates. The hyperglycemia group included individuals with prediabetes or diabetes. The model-estimated BMI levels and slopes were calculated at each age point in 1-year intervals according to the model parameters and their first derivatives, respectively. Logistic regression analyses were used to examine the association of model-estimated levels and slopes of BMI at each age point with incident hyperglycemia. The area under the curve (AUC) was computed from longitudinal growth curve models during the follow-up for each individual. Prior to the logistic regression analyses, quartiles of total, baseline, and incremental AUC values were calculated. RESULTS Three distinct trajectories were characterized by LCGMM, comprising of low-increasing group (n=5136), medium-increasing group (n=1914), and high-increasing group (n=239). Compared with the low-increasing group, adjusted HRs and 95% CIs were 1.21 (0.99 to 1.48) and 1.56 (1.06 to 2.30) for the medium-increasing and the high-increasing group, respectively. The adjusted standardized ORs of model-estimated BMI levels increased among 20-50 years, ranging from 0.98 (0.87 to 1.10) to 1.19 (1.08 to 1.32). The standardized ORs of level-adjusted linear slopes increased gradually from 1.30 (1.16 to 1.45) to 1.42 (1.21 to 1.67) during 20-29 years, then decreased from 1.41 (1.20 to 1.66) to 1.20 (1.08 to 1.33) during 30-43 years, and finally increased to 1.20 (1.04 to 1.38) until 50 years. The fourth quartile of incremental AUC (OR=1.31, 95% CI 1.03 to 1.66) was significant compared with the first quartile, after adjustment for covariates. CONCLUSIONS These findings indicate that the BMI trajectories during early adulthood were significantly associated with later-life diabetes. Young adulthood is a crucial period for the development of diabetes, which has implications for early prevention.
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Affiliation(s)
- Jiali Lv
- Biostatistics, Shandong University, Jinan, China
| | - Bingbing Fan
- Biostatistics, Shandong University, Jinan, China
| | - Mengke Wei
- Biostatistics, Shandong University, Jinan, China
| | | | - Alim Dayimu
- Biostatistics, Shandong University, Jinan, China
| | - Zhenyu Wu
- Biostatistics, Fudan University, Shanghai, China
| | - Chang Su
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Tao Zhang
- Biostatistics, Shandong University, Jinan, China
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Klitgaard HB, Kilbak JH, Nozawa EA, Seidel AV, Magkos F. Physiological and Lifestyle Traits of Metabolic Dysfunction in the Absence of Obesity. Curr Diab Rep 2020; 20:17. [PMID: 32232577 DOI: 10.1007/s11892-020-01302-2] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
PURPOSE OF REVIEW Individuals with metabolically unhealthy normal weight (MUNW) have an adverse cardiometabolic risk factor profile in the absence of excess body weight, and increased risk for diabetes and heart disease. We critically review some physiological traits and lifestyle characteristics of the MUNW phenotype. RECENT FINDINGS The prevalence of MUNW varies considerably around the world and among ethnicities, partly because of different definitions; on average, this phenotype affects about ~ 30% of normal weight persons globally. Most studies have recruited MUNW subjects who, although within the normal weight range, are significantly "more obese" than their metabolically healthy lean peers (greater body mass index or total body fat); hence one cannot ascertain whether observed differences are true traits of the MUNW phenotype of simply secondary to greater relative adiposity within the normal range. Carefully matched studies have indicated that MUNW can exist in the absence of excess total body fat. These subjects have a preferential accumulation of fat in the upper body (abdominal subcutaneous and visceral adipose tissues) and the liver, but not skeletal muscle; perhaps surprisingly, this predominantly "android" fat distribution does not translate into increased waist circumference. The MUNW phenotype is associated with lower aerobic fitness and muscle mass and strength, but whether this is simply due to inadequate regular physical activity is not entirely clear. Likewise, no consistent associations have been found between any dietary factors and the development of MUNW phenotype, but diet-induced modest weight loss facilitates its resolution. Delineating the mechanisms leading to metabolic dysfunction in the absence of increased body weight and body fat will likely reveal important targets for improving metabolic health and eventually for reducing the burden of cardiometabolic disease, not only in individuals with normal body weight but also in people with obesity.
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Affiliation(s)
- Hanna Bjørk Klitgaard
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Jesper Hoffmann Kilbak
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Erica Arhnung Nozawa
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Ann V Seidel
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Faidon Magkos
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark.
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Wu WC, Wei JN, Chen SC, Fan KC, Lin CH, Yang CY, Lin MS, Shih SR, Hua CH, Hsein YC, Chuang LM, Li HY. Progression of insulin resistance: A link between risk factors and the incidence of diabetes. Diabetes Res Clin Pract 2020; 161:108050. [PMID: 32035116 DOI: 10.1016/j.diabres.2020.108050] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Revised: 01/15/2020] [Accepted: 01/31/2020] [Indexed: 12/19/2022]
Abstract
AIMS Insulin resistance (IR) changes over time during the development of type 2 diabetes. Some reports showed that obesity was associated with progression of IR. However, no study has explored if change of IR predicts incident diabetes, and no study has investigated other factors associated with the change. METHODS In this study, 1184 subjects without diabetes at baseline were enrolled in 2006-2016 with a median follow-up period of 4.5 years. Diabetes was diagnosed by oral glucose tolerance test and hemoglobin A1c, or if anti-diabetic agents were used. HOMA2-IR and ISI0,120 were used to estimate IR. RESULTS The annual changes of HOMA2-IR(ΔHOMA2-IR/year) and ISI0,120(ΔISI0,120/year) were associated with BMI, waist circumference(WC), glucose, HbA1c, triglyceride and HDL-cholesterol. Subjects with pre-diabetes or metabolic syndrome were associated with a more rapid increase of IR. ΔHOMA2-IR/year and ΔISI0,120/year were correlated with annual changes of BMI and WC. The hazard ratios for ΔHOMA2-IR/year and ΔISI0,120/year to predict incident diabetes were 1.39 (95% CI 1.22-1.59, p < 0.001) and 0.13 (95% CI 0.09-0.19, p < 0.001) in adjusted models, respectively. CONCLUSIONS Change of IR can be used as a surrogate marker of incident diabetes. The progression of IR is an important pathophysiologic link between risk factors and the incidence of diabetes.
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Affiliation(s)
- Wan-Chen Wu
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Jung-Nan Wei
- Chia Nan University of Pharmacy and Science, Tainan, Taiwan
| | - Szu-Chi Chen
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Cardinal Tien Hospital, New Taipei City, Taiwan
| | - Kang-Chih Fan
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital Hsin-Chu Branch, Hsin-Chu, Taiwan
| | - Chia-Hung Lin
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital Hsin-Chu Branch, Hsin-Chu, Taiwan
| | - Chung-Yi Yang
- Department of Medical Imaging, E-Da Hospital, Kaohsiung, Taiwan; School of Medicine for International Students, I-Shou University, Kaohsiung, Taiwan; Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
| | - Mao-Shin Lin
- Division of Cardiology, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Shyang-Rong Shih
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Cyue-Huei Hua
- Division of Clinical Pathology, National Taiwan University Hospital Yun-Lin Branch, Yun-Lin, Taiwan
| | - Yenh-Chen Hsein
- Division of Clinical Pathology, National Taiwan University Hospital Yun-Lin Branch, Yun-Lin, Taiwan
| | - Lee-Ming Chuang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Hung-Yuan Li
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan.
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Dai H, Li F, Bragazzi NL, Wang J, Chen Z, Yuan H, Lu Y. Distinct developmental trajectories of body mass index and diabetes risk: A 5-year longitudinal study of Chinese adults. J Diabetes Investig 2020; 11:466-474. [PMID: 31454166 PMCID: PMC7078171 DOI: 10.1111/jdi.13133] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 08/08/2019] [Accepted: 08/25/2019] [Indexed: 12/24/2022] Open
Abstract
AIMS/INTRODUCTION This longitudinal study aimed to explore whether distinct developmental trajectories of body mass index (BMI) would be predictive of diabetes risk in general Chinese adults. MATERIALS AND METHODS A total of 4,519 participants aged >18 years who were free of diabetes in 2011 (baseline of the current analysis) were enrolled in this study. All participants completed a medical examination every year during 2011-2016, and BMI levels were measured two to six (average 5.6) times. Group-based trajectory modeling was applied to identify BMI trajectories over time. New-onset diabetes was confirmed in 2016. RESULTS During 2011-2016, four distinct BMI trajectories were identified according to BMI range and changing pattern over time: "low" (19.6%), "moderate" (33.4%), "moderate-high" (33.4%) and "high" (13.6%). A total of 168 (3.7%) new-onset diabetes cases were confirmed in 2016. Compared with the "low" BMI trajectory, participants in the "high" BMI trajectory were at significantly higher risk for new-onset diabetes (adjusted relative risk 3.24, 95% confidence interval 1.27-8.24). Notably, BMI trajectories based on the first four or three annual BMI tests yielded similar results. By contrast, no significant correlation was found between categories of baseline BMI and new-onset diabetes in 2016 after multivariate adjustment. CONCLUSIONS The present results show that distinct BMI trajectories, even identified using just four or three annual BMI tests, are significantly associated with new-onset diabetes. Monitoring BMI trajectories over time might provide an important approach to identify subpopulations at higher risk for developing diabetes.
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Affiliation(s)
- Haijiang Dai
- Center of Clinical PharmacologyThe Third Xiangya HospitalCentral South UniversityChangshaHunanChina
- Center for Disease ModelingDepartment of Mathematics and StatisticsYork UniversityTorontoOntarioCanada
| | - Fei Li
- Center of Clinical PharmacologyThe Third Xiangya HospitalCentral South UniversityChangshaHunanChina
| | - Nicola Luigi Bragazzi
- Center for Disease ModelingDepartment of Mathematics and StatisticsYork UniversityTorontoOntarioCanada
| | - Jiangang Wang
- Department of Health ManagementThe Third Xiangya HospitalCentral South UniversityChangshaHunanChina
| | - Zhiheng Chen
- Department of Health ManagementThe Third Xiangya HospitalCentral South UniversityChangshaHunanChina
| | - Hong Yuan
- Center of Clinical PharmacologyThe Third Xiangya HospitalCentral South UniversityChangshaHunanChina
| | - Yao Lu
- Center of Clinical PharmacologyThe Third Xiangya HospitalCentral South UniversityChangshaHunanChina
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Kuwahara K, Noma H, Nakagawa T, Honda T, Yamamoto S, Hayashi T, Mizoue T. Association of changes in commute mode with body mass index and visceral adiposity: a longitudinal study. Int J Behav Nutr Phys Act 2019; 16:101. [PMID: 31694716 PMCID: PMC6836489 DOI: 10.1186/s12966-019-0870-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Accepted: 10/22/2019] [Indexed: 01/18/2023] Open
Abstract
BACKGROUND Prospective data are sparse for active commuting to work and body weight in Asia. We assessed the association of 5-year changes in commuting mode with body mass index (BMI) and the indicators of abdominal obesity in Japanese working adults. METHODS In this longitudinal study, we studied 29,758 participants (25,808 men and 3950 women) in Japan aged 30 to 64 years at baseline who underwent further health examination 5 years after the baseline examination. Changes in BMI were calculated from objectively measured body height and weight at baseline and follow-up examination. Visceral and subcutaneous fat areas and waist circumference measured by computed tomography scans were used as indicators for abdominal adiposity. Linear regression was applied to estimate the association of changes in commuting mode with the obesity outcomes. RESULTS Within the 5-year study period, adults who maintained inactive commuting gained weight, and compared with this group, adults who switched to inactive commuting had higher weight gain; conversely, adults who switched to active or public transportation commuting and especially those who maintained active or public transportation commuting experienced less weight gain. Subgroup analysis showed similar tendency across the different transitions of leisure-time exercise or occupational physical activity. For example, among adults who maintained no exercise (n = 16,087), the adjusted mean (95% confidence intervals) of the BMI change over 5 years in kg/m2 were 0.27 (0.24 to 0.30) for maintained inactive commuting group (reference), 0.34 (0.30 to 0.38) for switching to inactive commuting group (P = 0.046), 0.20 (0.18 to 0.22) for switching to active commuting or public transportation group (P = 0.001), and 0.09 (0.06 to 0.13) for maintained active commuting or public transportation group (P < 0.001). Maintained inactive commuting tended to be associated with larger gain in abdominal adiposity indicators. CONCLUSION Switching from inactive commuting mode to more physically active commuting mode and maintaining active commuting can promote body weight control among working adults across different levels of occupational or leisure-time physical activity.
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Affiliation(s)
- Keisuke Kuwahara
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine, Tokyo, Japan. .,Teikyo University Graduate School of Public Health, 2-11-1 Kaga, Itabashi-ku, Tokyo, 173-8605, Japan.
| | - Hisashi Noma
- The Institute of Statistical Mathematics, Tokyo, Japan
| | - Tohru Nakagawa
- Hitachi Health Care Center, Hitachi, Ltd, Ibaraki, Japan
| | - Toru Honda
- Hitachi Health Care Center, Hitachi, Ltd, Ibaraki, Japan
| | | | | | - Tetsuya Mizoue
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine, Tokyo, Japan
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Person H, Guillemin F, Conroy T, Velten M, Rotonda C. Factors of the evolution of fatigue dimensions in patients with breast cancer during the 2 years after surgery. Int J Cancer 2019; 146:1827-1835. [PMID: 31228259 DOI: 10.1002/ijc.32527] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Revised: 05/28/2019] [Accepted: 05/31/2019] [Indexed: 11/12/2022]
Abstract
Women with breast cancer are increasingly being cured of the disease but fatigue remains the most frequently reported symptom. The aims of our study were to identify distinct trajectories in four fatigue dimensions during 2 years after breast cancer surgery and to explore the demographic, clinical and personality characteristics associated with these profiles. We included women from the prospective longitudinal multicenter FATSEIN cohort in France. They completed the Multidimensional Fatigue Inventory for nine follow-ups over 24 months after surgery. A group-based trajectory model identified distinct trajectories in each fatigue dimension. Multinomial logistic regression determined the factors associated with each profile. From the 459 women followed, 3-5 fatigue trajectories were revealed in each fatigue dimension, from its absence to its severest degree. In our multivariate analysis, the risk of severe fatigue was decreased in all dimensions by a high quality of life before surgery (measured by the European Organization for Research and Treatment of Cancer 30-item QoL questionnaire; e.g., for general and physical fatigue: OR = 0.93, 95% CI 0.91, 0.96), especially a high physical and emotional functions for general and physical fatigue, and a high cognitive function for mental fatigue. Both severe mental fatigue and severely reduced motivation worsened with low optimism before surgery (e.g., for mental fatigue: OR = 0.93, 95% CI 0.89, 0.97). Severely reduced activities increased by having chemotherapy (OR = 9.41, 95% CI 2.28, 38.79). Targeting women at risk for severe fatigue can provide early preventive and curative treatment and appropriate psychological support.
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Affiliation(s)
- Hélène Person
- Université de Lorraine, APEMAC, équipe MICS, Nancy, France.,CHRU-Nancy, INSERM, Université de Lorraine, CIC, Epidémiologie Clinique, Nancy, France
| | - Francis Guillemin
- Université de Lorraine, APEMAC, équipe MICS, Nancy, France.,CHRU-Nancy, INSERM, Université de Lorraine, CIC, Epidémiologie Clinique, Nancy, France.,The French National Platform Quality of Life and Cancer, France
| | - Thierry Conroy
- Université de Lorraine, APEMAC, équipe MICS, Nancy, France.,Medical Oncology Department, Institut de Cancérologie en Lorraine, Nancy, France
| | - Michel Velten
- Département d'Épidémiologie et de Santé Publique, Faculté de médecine, Université de Strasbourg, Strasbourg, France.,Centre Paul Strauss, Département de Santé Publique, Strasbourg, France
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Chan Z, Ding C, Chooi YC, Choo J, Sadananthan SA, Sasikala S, Chang A, Michael N, Velan SS, Leow MKS, Magkos F. Ectopic fat and aerobic fitness are key determinants of glucose homeostasis in nonobese Asians. Eur J Clin Invest 2019; 49:e13079. [PMID: 30734926 DOI: 10.1111/eci.13079] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Revised: 08/27/2018] [Accepted: 12/10/2018] [Indexed: 12/13/2022]
Abstract
BACKGROUND The importance of ectopic fat deposition and physical fitness in the pathogenesis of insulin resistance and beta cell dysfunction in subjects from the nonobese Asians is not known. MATERIALS AND METHODS We conducted a cross-sectional study and measured insulin sensitivity (M value; 4-hour hyperinsulinaemic-euglycaemic clamp), insulin secretion rate (3-hour mixed meal tolerance test with oral minimal modelling), percent body fat, visceral adipose tissue, intramyocellular and intrahepatic lipid contents (magnetic resonance imaging and spectroscopy), cardiorespiratory fitness (VO2 max; graded exercise test) and habitual physical activity (short International Physical Activity Questionnaire) in 60 healthy nonobese Asian subjects (BMI = 21.9 ± 1.7 kg/m2 , age = 41.8 ± 13.4 years). RESULTS M was inversely associated with percent body fat (r = -0.460, P < 0.001), visceral fat (r = -0.623, P < 0.001) and liver fat (r = -0.601, P < 0.001), whereas insulin secretion correlated positively with these adiposity indices (percent body fat: r = 0.303, P = 0.018; visceral fat: r = 0.409, P = 0.010; hepatic fat: r = 0.393, P = 0.002). VO2 max correlated negatively with insulin secretion rate (r = -0.420, P < 0.001) and positively with M (r = 0.658, P < 0.001). The amount of vigorous physical activity was positively associated with VO2 max (r = 0.682, P < 0.001). Multiple stepwise linear regression analyses indicated that VO2 max, age, and IHTG or VAT were independent determinants of insulin sensitivity and secretion (adjusted R2 = 69% and 33%, respectively, P < 0.001). CONCLUSIONS Increased ectopic fat deposition is associated with reduced insulin sensitivity and increased insulin secretion in healthy nonobese Asians. Poor cardiorespiratory fitness, likely due to inadequate participation in vigorous exercise, is strongly related to suboptimal metabolic function. Interventions to encourage engagement in physical activity may thus be important for improving metabolic health in nonobese Asians.
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Affiliation(s)
- Zhiling Chan
- Clinical Nutrition Research Centre (CNRC), Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), National University Health System, Singapore, Singapore
| | - Cherlyn Ding
- Clinical Nutrition Research Centre (CNRC), Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), National University Health System, Singapore, Singapore
| | - Yu Chung Chooi
- Clinical Nutrition Research Centre (CNRC), Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), National University Health System, Singapore, Singapore
| | - John Choo
- Clinical Nutrition Research Centre (CNRC), Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), National University Health System, Singapore, Singapore
| | - Suresh Anand Sadananthan
- Agency for Science, Technology and Research (A*STAR), Singapore Institute for Clinical Sciences (SICS), Singapore, Singapore
| | - S Sasikala
- Clinical Nutrition Research Centre (CNRC), Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), National University Health System, Singapore, Singapore
| | - Amanda Chang
- Clinical Nutrition Research Centre (CNRC), Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), National University Health System, Singapore, Singapore
| | - Navin Michael
- Agency for Science, Technology and Research (A*STAR), Singapore Institute for Clinical Sciences (SICS), Singapore, Singapore
| | - Sambasivam Sendhil Velan
- Agency for Science, Technology and Research (A*STAR), Singapore Institute for Clinical Sciences (SICS), Singapore, Singapore.,Laboratory of Molecular Imaging, Singapore Bioimaging Consortium (SBIC), Agency for Science Technology and Research (A*STAR), Singapore, Singapore
| | - Melvin K-S Leow
- Clinical Nutrition Research Centre (CNRC), Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), National University Health System, Singapore, Singapore.,Department of Endocrinology, Tan Tock Seng Hospital, Singapore, Singapore.,Cardiovascular and Metabolic Disorders Program, Duke-NUS Medical School, Singapore, Singapore
| | - Faidon Magkos
- Clinical Nutrition Research Centre (CNRC), Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), National University Health System, Singapore, Singapore.,Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore (NUS), Singapore, Singapore.,Department of Nutrition, Exercise and Sports, University of Copenhagen, Frederiksberg, Denmark
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Body mass index trajectories from adolescent to young adult for incident high blood pressure and high plasma glucose. PLoS One 2019; 14:e0213828. [PMID: 31042715 PMCID: PMC6493705 DOI: 10.1371/journal.pone.0213828] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2018] [Accepted: 03/01/2019] [Indexed: 11/23/2022] Open
Abstract
Objectives To explore the association between sex-specific adiposity trajectories among Adolescents to early adulthood with incident high blood pressure (HBP) and high plasma glucose (HPG). Methods We studied body mass index (BMI) trajectories among1159 (male = 517) and 664 (male = 263) Iranian adolescents, aged 12–20 years, for incident HPG and HBP, respectively. Latent Class Growth Mixture Modeling (LCGMM) on longitudinal data was used to determine sex-specific and distinct BMI trajectories. Logistic regressions were applied to estimate the relationship between latent class membership with HBP and HPG, considering normal trajectory as the reference. Results For both HBP and HPG, LCGMM determined two and three distinct BMI trajectories in males and females, respectively. During a follow-up of 12Years 104 (male = 62) and 111(male = 59) cases of HPG and HBP were found, respectively. Among females, faster BMI increases (i.e. overweight to early obese trajectory) but not overweight (i.e. those with BMI = 27.3 kg/m2 at baseline) trajectories increased the risk of HPG by adjusted odds ratios (ORs), 2.74 (1.10–5.80) and 0.79 (0.22–2.82), respectively; regarding HBP, the corresponding value for overweight to late obese trajectory was 3.72 (1.37–11.02). Among males, for HBP, the overweight trajectory increased the risk [2.09 (1.04–4.03)]; however, for incident HPG, none of the trajectories showed significant risk. Conclusions Among females, trend of increasing BMI parallel with age can be a better predictor for risk of developing HPG and HBP than those with higher BMI at baseline.
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Patterns of changes in overtime working hours over 3 years and the risk for progression to type 2 diabetes in adults with pre-diabetes. Prev Med 2019; 121:18-23. [PMID: 30742872 DOI: 10.1016/j.ypmed.2019.02.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 01/30/2019] [Accepted: 02/06/2019] [Indexed: 11/22/2022]
Abstract
No information exists regarding the effects of working hours on glucose metabolism in adults with pre-diabetes, a high-risk group for developing diabetes. Further, longitudinal patterns in working hours and their effects on glucose metabolism have not been described previously. We investigated the association between changes in overtime working hours over 3 years and the risk for progression to type 2 diabetes among adults with pre-diabetes. We analyzed patterns of overtime working hours from 2008 to 2011 among 18,172 workers in Japan (16,474 men, aged 30 to 64 years) with pre-diabetes in 2011 (baseline) using the sub-cohort data from the Japan Epidemiology Collaboration on Occupational Health Study. Participants were followed up to March 2016. Overtime working hours per month were self-reported annually in 2008-2011 and trajectory patterns were identified using group-based trajectory modeling. Type 2 diabetes was diagnosed by fasting or random plasma glucose test, hemoglobin A1c, and history of diabetes. Multivariable-adjusted hazard ratios of incident diabetes were calculated using Cox regression. We identified 3 distinct trajectories of overtime work: persistently short, long-to-short, and persistently long. During a mean follow-up of 3.5 years, 1613 participants (8.9%) developed diabetes. Compared with persistently short overtime working hours, no material increase in diabetes risk was observed for either long-to-short working hours or persistently long working hours. After adjustment for potential confounders, this association was materially unchanged. The results suggest that among individuals with pre-diabetes, persistently long working hours over 3 years were not associated with an increased risk of developing type 2 diabetes.
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Callo Quinte G, Barros F, Gigante DP, de Oliveira IO, dos Santos Motta JV, Horta BL. Overweight trajectory and cardio metabolic risk factors in young adults. BMC Pediatr 2019; 19:75. [PMID: 30857546 PMCID: PMC6410517 DOI: 10.1186/s12887-019-1445-3] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2018] [Accepted: 02/28/2019] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Obesity is one of the conditions that increases the risk of cardiovascular disease. Studies about obesity trajectory and cardio metabolic outcomes at adulthood are still scarce. Therefore, we aimed to assess the association between patterns of overweight over the life-course and cardio metabolic risk factors in young adults. METHODS In 1982, the maternity hospitals in Pelotas were visited daily and those newborns whose family lived in the urban area of the city were identified (n = 5914), and have prospectively followed for several occasions. Weight and height were measured at every visit. BMI-for-age z-score was calculated using the WHO Child Growth Standards. Overweight and obesity were defined as a BMI greater than or equal to 25 kg/m2 and 30 kg/m2 respectively. This was the definition adopted for evaluations overweight and obesity at 30 years. The participants were divided into eight groups according to the presence of overweight or obesity in childhood, adolescence and adulthood. Blood pressure, random blood glucose, HDL cholesterol, LDL cholesterol triglycerides and fat mass were measured. RESULTS From 2219 participants with anthropometric data in childhood, adolescence and adulthood, 25% never had been overweight, whereas 11.6% were overweight in the three periods. Random blood glucose, SBP and DBP were higher among those subjects who were always overweight/ obese or only overweight/obese during adolescence and adulthood. The participants who were never overweight/obese or only in childhood or adolescence had a lower cardiovascular risk profile (higher HDL cholesterol, lower blood pressure, lower random glucose, lower LDL cholesterol) at 30 years. Fat mass captured from 25 to 100% of the association of overweight and obesity trajectory with cardiometabolic risk factors. CONCLUSIONS The tracking of overweight/obesity is associated with an adverse cardio metabolic profile and this association is largely mediated by fat mass in adulthood.
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Affiliation(s)
- Gabriela Callo Quinte
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Caixa postal 354, Marechal Deodoro, 1160, Pelotas, RS 96020-220 Brazil
| | - Fernando Barros
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Caixa postal 354, Marechal Deodoro, 1160, Pelotas, RS 96020-220 Brazil
- Postgraduate Program in Health and Behaviour, Catholic University of Pelotas, Pelotas, Brazil
| | - Denise Petrucci Gigante
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Caixa postal 354, Marechal Deodoro, 1160, Pelotas, RS 96020-220 Brazil
| | - Isabel Oliveira de Oliveira
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Caixa postal 354, Marechal Deodoro, 1160, Pelotas, RS 96020-220 Brazil
| | - Janaína Vieira dos Santos Motta
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Caixa postal 354, Marechal Deodoro, 1160, Pelotas, RS 96020-220 Brazil
| | - Bernardo Lessa Horta
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Caixa postal 354, Marechal Deodoro, 1160, Pelotas, RS 96020-220 Brazil
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Zhang T, Xu J, Li S, Bazzano LA, He J, Whelton PK, Chen W. Trajectories of childhood BMI and adult diabetes: the Bogalusa Heart Study. Diabetologia 2019; 62:70-77. [PMID: 30343393 PMCID: PMC6365010 DOI: 10.1007/s00125-018-4753-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Accepted: 09/24/2018] [Indexed: 12/18/2022]
Abstract
AIMS/HYPOTHESIS The aim of this study was to characterise longitudinal profiles of BMI from childhood and to examine the impact of level-independent childhood BMI trajectories on adult type 2 diabetes. METHODS The longitudinal cohort consisted of 2449 adults (1613 white and 836 black) who had their BMI measured between four and 15 times from childhood (4-19 years) to adulthood (20-51 years) and fasting glucose measured in adulthood. Model-estimated levels and linear slopes of BMI at childhood age points were calculated in 1-year intervals using growth-curve parameters and their first derivatives, respectively. RESULTS BMI from childhood to adulthood fit cubic growth curves; linear and non-linear curve parameters differed significantly between race-sex groups. BMI showed race and sex differences from 15 years onwards. Individuals with hyperglycaemia had higher long-term BMI levels than those who were normoglycaemic in race-sex groups. Linear and non-linear slope parameters of BMI differed consistently and significantly between adult hyperglycaemia groups. The OR of childhood BMI levels for ages 4-19 years was 1.45-1.83 (p < 0.001 for all) for adult hyperglycaemia after adjustment for confounders. Level-adjusted linear slopes of BMI at ages 10-19 years showed significantly positive associations with adult hyperglycaemia (OR 1.17-1.50, p < 0.01 for all). The associations of childhood BMI linear slopes with adult hyperglycaemia were not significant during the age period 5-9 years. The trends in these associations were consistent across race-sex groups. CONCLUSIONS/INTERPRETATION These observations indicate that childhood BMI trajectories have a significant impact on adult diabetes, independent of BMI levels. The adolescence age period is a crucial window for the development of diabetes in later life, which has implications for early-life prevention. DATA AVAILABILITY All data and materials are publicly available at the National Heart, Lung, and Blood Institute (NHLBI) Biologic Specimen and Data Repository and can be accessed at https://biolincc.nhlbi.nih.gov/studies/bhs .
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Affiliation(s)
- Tao Zhang
- Department of Biostatistics, School of Public Health, Shandong University, Jinan, China
| | - Jie Xu
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Shengxu Li
- Cardiovascular Programs, Children's Hospitals and Clinics of Minnesota, Minneapolis, MN, USA
| | - Lydia A Bazzano
- Department of Epidemiology, School of Public Health and Tropical Medicine, Tulane University, 1440 Canal Street, New Orleans, LA, 70112, USA
| | - Jiang He
- Department of Epidemiology, School of Public Health and Tropical Medicine, Tulane University, 1440 Canal Street, New Orleans, LA, 70112, USA
| | - Paul K Whelton
- Department of Epidemiology, School of Public Health and Tropical Medicine, Tulane University, 1440 Canal Street, New Orleans, LA, 70112, USA
| | - Wei Chen
- Department of Epidemiology, School of Public Health and Tropical Medicine, Tulane University, 1440 Canal Street, New Orleans, LA, 70112, USA.
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Chan Z, Chooi YC, Ding C, Choo J, Sadananthan SA, Michael N, Velan SS, Leow MK, Magkos F. Sex Differences in Glucose and Fatty Acid Metabolism in Asians Who Are Nonobese. J Clin Endocrinol Metab 2019; 104:127-136. [PMID: 30252100 DOI: 10.1210/jc.2018-01421] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2018] [Accepted: 09/19/2018] [Indexed: 01/07/2023]
Abstract
CONTEXT The prevalence of diabetes is increasing throughout Asia, even in the absence of obesity, and is lower in women than in men. The underlying mechanisms are not well understood. OBJECTIVE To evaluate the sex differences in glucose and fatty acid metabolism in Asians who are nonobese. DESIGN Cross-sectional study. SETTING Clinical Nutrition Research Centre, Singapore. PARTICIPANTS Healthy Asian men (n = 32; body mass index, 21.8 ± 1.5 kg/m2; age, 42 ± 14 years) and women (n = 28; body mass index, 21.4 ± 2.0 kg/m2; age, 41 ± 13 years). MAIN OUTCOME MEASURES Insulin sensitivity (insulin-mediated glucose uptake normalized for steady-state insulin; hyperinsulinemic-euglycemic clamp), postprandial glucose, insulin and fatty acid concentrations, insulin secretion (mixed meal tolerance test with mathematical modeling), insulin clearance, body composition and fat distribution (dual-energy X-ray absorptiometry, MRI, and spectroscopy), cardiorespiratory fitness (maximal oxygen uptake; graded exercise test), and handgrip strength (dynamometry). RESULTS Women had more total body fat but less visceral fat than men; liver and muscle lipid contents were not different. Maximal oxygen uptake and handgrip strength were lower in women than men. The postprandial glucose concentrations were ~8% lower, the insulin-mediated glucose uptake was ~16% greater, and the meal-induced suppression of fatty acid concentrations was significantly greater in women than in men (P < 0.05 for all). However, muscle insulin sensitivity was not different between the sexes. No differences were found in postprandial insulin secretion and clearance rates; however, the steady-state insulin clearance was ~17% lower in women. CONCLUSIONS Asian women who are nonobese are more insulin-sensitive than men at the level of adipose tissue but not skeletal muscle. Therefore, sex differences in glucose tolerance are likely the result of sexual dimorphism in hepatic insulin action.
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Affiliation(s)
- Zhiling Chan
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research and National University Health System, Singapore
| | - Yu Chung Chooi
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research and National University Health System, Singapore
| | - Cherlyn Ding
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research and National University Health System, Singapore
| | - John Choo
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research and National University Health System, Singapore
| | - Suresh Anand Sadananthan
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore
| | - Navin Michael
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore
| | - S Sendhil Velan
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore
- Laboratory of Molecular Imaging, Singapore Bioimaging Consortium, Agency for Science Technology and Research, Singapore
| | - Melvin Khee Leow
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research and National University Health System, Singapore
- Department of Endocrinology, Tan Tock Seng Hospital, Singapore
- Program in Cardiovascular and Metabolic Disorders, Duke-National University of Singapore Medical School, Singapore
- Department of Metabolic Medicine, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore
| | - Faidon Magkos
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research and National University Health System, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Section for Obesity Research, Department of Nutrition, Exercise and Sports, University of Copenhagen, Frederiksberg, Denmark
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38
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Corbin KD, Driscoll KA, Pratley RE, Smith SR, Maahs DM, Mayer-Davis EJ. Obesity in Type 1 Diabetes: Pathophysiology, Clinical Impact, and Mechanisms. Endocr Rev 2018; 39:629-663. [PMID: 30060120 DOI: 10.1210/er.2017-00191] [Citation(s) in RCA: 158] [Impact Index Per Article: 22.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2017] [Accepted: 06/21/2018] [Indexed: 02/07/2023]
Abstract
There has been an alarming increase in the prevalence of obesity in people with type 1 diabetes in recent years. Although obesity has long been recognized as a major risk factor for the development of type 2 diabetes and a catalyst for complications, much less is known about the role of obesity in the initiation and pathogenesis of type 1 diabetes. Emerging evidence suggests that obesity contributes to insulin resistance, dyslipidemia, and cardiometabolic complications in type 1 diabetes. Unique therapeutic strategies may be required to address these comorbidities within the context of intensive insulin therapy, which promotes weight gain. There is an urgent need for clinical guidelines for the prevention and management of obesity in type 1 diabetes. The development of these recommendations will require a transdisciplinary research strategy addressing metabolism, molecular mechanisms, lifestyle, neuropsychology, and novel therapeutics. In this review, the prevalence, clinical impact, energy balance physiology, and potential mechanisms of obesity in type 1 diabetes are described, with a special focus on the substantial gaps in knowledge in this field. Our goal is to provide a framework for the evidence base needed to develop type 1 diabetes-specific weight management recommendations that account for the competing outcomes of glycemic control and weight management.
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Affiliation(s)
- Karen D Corbin
- Translational Research Institute for Metabolism and Diabetes, Florida Hospital, Orlando, Florida
| | - Kimberly A Driscoll
- Department of Pediatrics, School of Medicine, University of Colorado Denver, Aurora, Colorado.,Barbara Davis Center for Diabetes, Aurora, Colorado
| | - Richard E Pratley
- Translational Research Institute for Metabolism and Diabetes, Florida Hospital, Orlando, Florida
| | - Steven R Smith
- Translational Research Institute for Metabolism and Diabetes, Florida Hospital, Orlando, Florida
| | - David M Maahs
- Division of Pediatric Endocrinology, Department of Pediatrics, Stanford University, Stanford, California
| | - Elizabeth J Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.,Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
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Abstract
PURPOSE OF REVIEW Overweight and obesity are well-established risk factors for type 2 diabetes. However, a substantial number of individuals develop the disease at underweight or normal weight. In this review, we discuss the epidemiology of type 2 diabetes in non-overweight adults; pose questions about etiology, pathophysiology, diagnosis, and prognosis; and examine implications for prevention and treatment. RECENT FINDINGS In population-based studies, the prevalence of type 2 diabetes ranged from 1.4-10.9%. However, the prevalence of type 2 diabetes in individuals with BMI < 25 kg/m2 ranged from 1.4-8.8%. In countries from Asia and Africa, the proportion of individuals with diabetes who were underweight or normal weight ranged from 24 to 66%, which is considerably higher than the US proportion of 10%. Impairments in insulin secretion, in utero undernutrition, and epigenetic alterations to the genome may play a role in diabetes development in this subgroup. A substantial number of individuals with type 2 diabetes, particularly those with recent ancestry from Asia or Africa, are underweight or normal weight. Future research should consist of comprehensive studies of the prevalence of type 2 diabetes in non-overweight individuals; studies aimed at understanding gaps in the mechanisms, etiology, and pathophysiology of diabetes development in underweight or normal weight individuals; and trials assessing the effectiveness of interventions in this population.
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Affiliation(s)
- Unjali P Gujral
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, 1518 Clifton Road NE, Room 7040-L, Atlanta, GA, 30322, USA.
- Emory Global Diabetes Research Center, Emory University, Atlanta, GA, USA.
| | - Mary Beth Weber
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, 1518 Clifton Road NE, Room 7040-L, Atlanta, GA, 30322, USA
- Emory Global Diabetes Research Center, Emory University, Atlanta, GA, USA
| | - Lisa R Staimez
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, 1518 Clifton Road NE, Room 7040-L, Atlanta, GA, 30322, USA
- Emory Global Diabetes Research Center, Emory University, Atlanta, GA, USA
| | - K M Venkat Narayan
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, 1518 Clifton Road NE, Room 7040-L, Atlanta, GA, 30322, USA
- Emory Global Diabetes Research Center, Emory University, Atlanta, GA, USA
- School of Medicine, Emory University, Atlanta, GA, USA
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Chooi YC, Ding C, Chan Z, Choo J, Sadananthan SA, Michael N, Lee Y, Velan SS, Magkos F. Moderate Weight Loss Improves Body Composition and Metabolic Function in Metabolically Unhealthy Lean Subjects. Obesity (Silver Spring) 2018; 26:1000-1007. [PMID: 29676049 DOI: 10.1002/oby.22185] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Revised: 02/26/2018] [Accepted: 03/12/2018] [Indexed: 12/18/2022]
Abstract
OBJECTIVE Individuals who have "metabolically obese normal weight" (MONW) have an increased risk for cardiometabolic disease. Moderate weight loss has multiple benefits in people with obesity, but its effects in lean people are unknown. Thus, the effects of diet-induced 5% weight loss on body composition and metabolic function in MONW subjects were evaluated. METHODS Total body fat, visceral adipose tissue (VAT) and subcutaneous abdominal adipose tissue (SAT) volumes, intrahepatic and intramyocellular lipid contents, insulin sensitivity (hyperinsulinemic-euglycemic clamp), glucose tolerance, and postprandial insulin secretion and clearance rates (mixed meal with minimal modeling) were measured before and after 4.8% ± 0.5% weight loss in 11 MONW Asians (48 ± 3 years old, six men and five women, BMI 22.7 ± 0.4 kg/m2 ). RESULTS Weight loss decreased total fat mass by ∼9%, VAT and SAT volumes by ∼11% and ∼17%, respectively, and intrahepatic fat by ∼50% (all P < 0.05). Fasting plasma insulin, triglyceride, and total low- and high-density lipoprotein cholesterol concentrations were also reduced (P < 0.05). Insulin sensitivity indexes (M-value and M/I ratio) increased by 21% to 26% (both P < 0.05); β-cell responsivity and postprandial insulin secretion rate did not change, but insulin clearance rate increased by 16% (P < 0.05). CONCLUSIONS Diet-induced moderate weight loss improves body composition, lipid profile, and insulin sensitivity and thereby reduces cardiometabolic risk in MONW Asians.
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Affiliation(s)
- Yu Chung Chooi
- Clinical Nutrition Research Centre, Agency for Science, Technology and Research, National University Health System, Singapore
| | - Cherlyn Ding
- Clinical Nutrition Research Centre, Agency for Science, Technology and Research, National University Health System, Singapore
| | - Zhiling Chan
- Clinical Nutrition Research Centre, Agency for Science, Technology and Research, National University Health System, Singapore
| | - John Choo
- Clinical Nutrition Research Centre, Agency for Science, Technology and Research, National University Health System, Singapore
| | - Suresh Anand Sadananthan
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore
| | - Navin Michael
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore
| | - Yijun Lee
- Clinical Nutrition Research Centre, Agency for Science, Technology and Research, National University Health System, Singapore
| | - S Sendhil Velan
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore
- Laboratory of Molecular Imaging, Singapore Bioimaging Consortium, Agency for Science, Technology and Research, Singapore
| | - Faidon Magkos
- Clinical Nutrition Research Centre, Agency for Science, Technology and Research, National University Health System, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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41
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Ding C, Chan Z, Chooi YC, Choo J, Sadananthan SA, Chang A, Sasikala S, Michael N, Velan SS, Magkos F. Regulation of glucose metabolism in nondiabetic, metabolically obese normal-weight Asians. Am J Physiol Endocrinol Metab 2018; 314:E494-E502. [PMID: 29351481 DOI: 10.1152/ajpendo.00382.2017] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Type 2 diabetes in Asia occurs largely in the absence of obesity. The metabolically obese normal-weight (MONW) phenotype refers to lean subjects with metabolic dysfunction that is typically observed in people with obesity and is associated with increased risk for diabetes. Previous studies evaluated MONW subjects who had greater body mass index (BMI) or total body fat than respective control groups, making interpretation of the results difficult. We evaluated insulin sensitivity (hyperinsulinemic-euglycemic clamp); insulin secretion (mixed meal with oral minimal modeling); intra-abdominal, muscle, and liver fat contents (magnetic resonance); and fasting and postprandial glucose and insulin concentrations in 18 MONW subjects and 18 metabolically healthy controls matched for age (43 ± 3 and 40 ± 3 yr; P = 0.52), BMI (both 22 ± 1 kg/m2; P = 0.69), total body fat (17 ± 1 and 16 ± 1 kg; P = 0.33), and sex (9 men and 9 women in each group). Compared with controls, MONW subjects had an approximately twofold greater visceral adipose tissue volume and an approximately fourfold greater intrahepatic fat content (but similar muscle fat), 20-30% lower glucose disposal rates and insulin sensitivity, and 30-40% greater insulin secretion rates (all P < 0.05). The disposition index, fasting glucose, and HbA1c concentrations were not different between groups, whereas postprandial glucose and insulin concentrations were ~15% and ~65% greater, respectively, in MONW than control subjects (both P < 0.05). We conclude that the MONW phenotype is associated with accumulation of fat in the intra-abdominal area and the liver, profound insulin resistance, but also a robust β-cell insulin secretion response that compensates for insulin resistance and helps maintain glucose homeostasis.
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Affiliation(s)
- Cherlyn Ding
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, and National University Health System , Singapore
| | - Zhiling Chan
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, and National University Health System , Singapore
| | - Yu Chung Chooi
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, and National University Health System , Singapore
| | - John Choo
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, and National University Health System , Singapore
| | - Suresh Anand Sadananthan
- Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, Singapore
| | - Amanda Chang
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, and National University Health System , Singapore
| | - S Sasikala
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, and National University Health System , Singapore
| | - Navin Michael
- Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, Singapore
| | - S Sendhil Velan
- Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, Singapore
- Laboratory of Molecular Imaging, Singapore Bioimaging Consortium, Agency for Science Technology, and Research, Singapore
| | - Faidon Magkos
- Clinical Nutrition Research Centre, Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research, and National University Health System , Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore , Singapore
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42
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Sagesaka H, Sato Y, Someya Y, Tamura Y, Shimodaira M, Miyakoshi T, Hirabayashi K, Koike H, Yamashita K, Watada H, Aizawa T. Type 2 Diabetes: When Does It Start? J Endocr Soc 2018; 2:476-484. [PMID: 29732459 PMCID: PMC5932476 DOI: 10.1210/js.2018-00071] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Accepted: 04/13/2018] [Indexed: 12/12/2022] Open
Abstract
Objective We aimed to clarify the onset of diabetes. Design Data from 27,392 nondiabetic health examinees were retrospectively analyzed for a mean of 5.3 years. Trajectories of fasting plasma glucose (FPG), body mass index (BMI), and the single point insulin sensitivity (Si) estimator (SPISE), an index of Si, 10 years before diagnosis of prediabetes (PDM; n = 4781) or diabetes (n = 1061) were separately assessed by a mixed effects model. Diabetes and PDM were diagnosed by the American Diabetes Association definition on the basis of FPG and glycosylated hemoglobin A1c values. Results In individuals who developed diabetes, mean FPG and BMI were significantly higher (P < 0.01 each) and SPISE lower than those who did not at -10 years: FPG 101.5 mg/dL vs 94.5 mg/dL, BMI 24.0 kg/m2 vs 22.7 kg/m2, and SPISE 7.32 vs 8.34, P < 0.01 each. These measurements, in subjects who developed prediabetes, were slightly but definitely different from those who did not, already at -10 years: FPG 91.8 mg/dL vs 89.6 mg/dL, BMI 22.6 kg/m2 vs 22.1 kg/m2, and SPISE 8.44 vs 8.82, P < 0.01 each. In both cases, the differences were progressively greater toward year 0, the time of diabetes, or PDM diagnosis. Conclusions FPG was significantly elevated in those who developed diabetes at least 10 years before diagnosis of diabetes, and this was also the case in those who developed PDM. Glucose dysregulation precedes diagnosis of diabetes at least for 20 years.
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Affiliation(s)
| | - Yuka Sato
- Diabetes Center, Aizawa Hospital, Matsumoto, Japan
| | - Yuki Someya
- Department of Metabolism and Endocrinology, Juntendo University Graduate School of Medicine, Tokyo, Japan.,Sportology Centerm Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Yoshifumi Tamura
- Department of Metabolism and Endocrinology, Juntendo University Graduate School of Medicine, Tokyo, Japan.,Sportology Centerm Juntendo University Graduate School of Medicine, Tokyo, Japan
| | | | | | | | - Hideo Koike
- Health Center, Aizawa Hospital, Matsumoto, Japan
| | | | - Hirotaka Watada
- Department of Metabolism and Endocrinology, Juntendo University Graduate School of Medicine, Tokyo, Japan.,Sportology Centerm Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Toru Aizawa
- Diabetes Center, Aizawa Hospital, Matsumoto, Japan
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43
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Lu P, Ji X, Wan J, Xu H. Activity of Group 2 Innate Lymphoid Cells is Associated with Chronic Inflammation and Dysregulated Metabolic Homoeostasis in Type 2 Diabetic Nephropathy. Scand J Immunol 2018; 87:99-107. [DOI: 10.1111/sji.12637] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2017] [Accepted: 11/26/2017] [Indexed: 12/12/2022]
Affiliation(s)
- P. Lu
- Department of Immunology; School of Medicine; Jiangsu University; Zhenjiang China
- Department of Nephrology; the First People's Hospital of Zhenjiang; Zhenjiang China
| | - X. Ji
- Department of Immunology; School of Medicine; Jiangsu University; Zhenjiang China
| | - J. Wan
- Department of Immunology; School of Medicine; Jiangsu University; Zhenjiang China
| | - H. Xu
- Department of Immunology; School of Medicine; Jiangsu University; Zhenjiang China
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