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Abebe Z, Wassie MM, Mekonnen TC, Reynolds AC, Melaku YA. Difference in Gastrointestinal Cancer Risk and Mortality by Dietary Pattern Analysis: A Systematic Review and Meta-Analysis. Nutr Rev 2025; 83:e991-e1013. [PMID: 39018497 PMCID: PMC11819480 DOI: 10.1093/nutrit/nuae090] [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] [Indexed: 07/19/2024] Open
Abstract
CONTEXT Several studies have demonstrated that dietary patterns identified by a posteriori and hybrid methods are associated with gastrointestinal (GI) cancer risk and mortality. These studies applied different methods for analyzing dietary data and reported inconsistent findings. OBJECTIVE This systematic review and meta-analysis were aimed to determine the association between dietary patterns, derived using principal component analysis (PCA) and reduced rank regression (RRR), and GI cancer risk and GI cancer-caused mortality. DATA SOURCE Articles published up to June 2023 in English were eligible for inclusion. The Medline, SCOPUS, Cochrane Library, CINHAL, PsycINFO, ProQuest, and Web of Sciences databases were used to identify prospective studies. The Preferred Reporting Item for Systematic Review and Meta-analysis Protocol 2020 was used to report results. DATA EXTRACTION A total of 28 studies were eligible for inclusion. Varied approaches to deriving dietary patterns were used, including PCA (n = 22), RRR (n = 2), combined PCA and RRR (n = 1), cluster analysis (CA; n = 2) and combined PCA and CA (n = 1). DATA ANALYSIS Two dietary patterns, "healthy" and "unhealthy," were derived using PCA and RRR. The healthy dietary pattern was characterized by a higher intake of fruits, whole grains, legumes, vegetables, milk, and other dairy products, whereas the unhealthy dietary pattern was characterized by a higher intake of red and processed meat, alcohol, and both refined and sugar-sweetened beverages. The findings indicated that the PCA-derived healthy dietary pattern was associated with an 8% reduced risk (relative risk [RR], 0.92; 95% CI, 0.87-0.98), and the unhealthy dietary pattern was associated with a 14% increased risk (RR, 1.14; 95% CI, 1.07-1.22) of GI cancers. Similarly, the RRR-derived healthy dietary pattern (RR, 0.83; 95% CI, 0.61-1.12) may be associated with reduced risk of GI cancers. In contrast, the RRR-derived unhealthy dietary pattern (RR, 0.93; 95% CI, 0.57-1.52) had no association with a reduced risk of GI cancers. Similarly, evidence suggested that PCA-derived healthy dietary patterns may reduce the risk of death from GI cancers, whereas PCA-derived unhealthy dietary patterns may increase the risk. CONCLUSION Findings from prospective studies on the association of PCA-derived dietary patterns and the risk of GI cancers support the evidence of healthy and unhealthy dietary patterns as either protective or risk-increasing factors for GI cancers and for survivorship, respectively. The findings also suggest that the RRR-derived healthy dietary pattern reduces the risk of GI cancers (albeit with low precision), but no association was found for the RRR-derived unhealthy dietary pattern. Prospective studies are required to further clarify disparities in the association between PCA- and RRR-derived dietary patterns and the risk of GI cancers. Systematic review registration: PROSPERO registration no. CRD42022321644.
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Affiliation(s)
- Zegeye Abebe
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, Australia
- Department of Human Nutrition, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, P. O. Box 196, Gondar, Ethiopia
| | - Molla Mesele Wassie
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, Australia
| | - Tefera Chane Mekonnen
- Adelaide Medical School, The University of Adelaide, South Australian Health and Medical Research Institute, North Terrace, South Australia, Australia
| | - Amy C Reynolds
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, Australia
| | - Yohannes Adama Melaku
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Australia
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Abebe Z, Wassie MM, Nguyen PD, Reynolds AC, Melaku YA. Association of dietary patterns derived by reduced-rank regression with colorectal cancer risk and mortality. Eur J Nutr 2024; 64:33. [PMID: 39607503 DOI: 10.1007/s00394-024-03513-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Accepted: 10/10/2024] [Indexed: 11/29/2024]
Abstract
PURPOSE Unhealthy dietary patterns contribute to an increased risk of colorectal cancer (CRC). Limited prior research has used reduced rank regression (RRR) to assess dietary patterns relative to CRC risk. This study aimed to identify dietary patterns derived by RRR and assess their associations with CRC risk and mortality. METHODS We used data from the multicentre Prostate, Lung, Colorectal, and Ovarian Cancer Screening (PLCO) trial. Dietary intake was assessed using a Dietary History Questionnaire. In the RRR intake of fibre, folate, and the percentage of energy from carbohydrates, saturated and unsaturated fatty acids were used as response variables. Cox models and competing risk survival regression, with age as the time scale, were used to estimate hazard ratios (HRs) and 95% confidence intervals (CIs) for CRC risk and mortality, respectively. RESULTS The median follow-up time for CRC risk (n = 1044) and mortality (n = 499) was 9.4 years (Interquartile Range: 8. 0, 10.1) and 16.9 years (11.9, 18.6), respectively. Two dietary patterns were identified: the first was characterised by high carbohydrate, folate and low fatty acid intake, and the second by high fibre and unsaturated fatty acid. Compared to participants in the first tertile of the high fibre and unsaturated fatty acid pattern, those in the third tertile had a lower risk of CRC (HR = 0.88; 95% CI: 0.76, 1.03), and colon cancer (HR = 0.85; 95% CI: 0.72, 1.01). Conversely, the high carbohydrate, high folate and low fatty acid pattern had no association with CRC outcomes. None of the dietary patterns showed associations with rectal cancer or CRC mortality. CONCLUSION A diet enriched with high fibre and unsaturated fatty acids may reduce the risk of CRC. These results highlight the potential protective effect of adequate fibre intake in conjunction with high consumption of unsaturated fatty acids against CRC.
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Affiliation(s)
- Zegeye Abebe
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, 5042, Australia.
- Department of Human Nutrition, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, P. O. Box 196, Gondar, Ethiopia.
| | - Molla Mesele Wassie
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, 5042, Australia
| | - Phuc D Nguyen
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, 5042, Australia
| | - Amy C Reynolds
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, 5042, Australia
| | - Yohannes Adama Melaku
- Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, 5042, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Australia
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Burns KF, LaMonte MJ, Blair RH, Tabung FK, Rexrode KM, Snetselaar LG, Millen AE. Developing and evaluating the construct validity of a dietary pattern predictive of plasma TMAO and choline. Nutr Metab Cardiovasc Dis 2024; 34:2190-2202. [PMID: 39003134 DOI: 10.1016/j.numecd.2024.05.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 05/23/2024] [Accepted: 05/26/2024] [Indexed: 07/15/2024]
Abstract
BACKGROUND AND AIMS The metabolism of choline (highly present in animal products) can produce trimethylamine N-oxide (TMAO), a metabolite with atherosclerotic effects; however, dietary fiber may suppress this metabolic pathway. This study aimed to develop a dietary pattern predictive of plasma TMAO and choline concentrations using reduced rank regression (RRR) and to evaluate its construct validity. METHODS AND RESULTS Diet and plasma concentrations of choline (μmol/L) and TMAO (μmol/L) were assessed in 1724 post-menopausal women who participated in an ancillary study within the Women's Health Initiative Observational Study (1993-1998). The TMAO dietary pattern was developed using RRR in half of the sample (Training Sample) and applied to the other half of the sample (Validation Sample) to evaluate its construct validity. Energy-adjusted food groups were the predictor variables and plasma choline and TMAO, the response variables. ANCOVA and linear regression models were used to assess associations between each biomarker and the dietary pattern score. Discretionary fat, potatoes, red meat, and eggs were positively associated with the dietary pattern, while yogurt, fruits, added sugar, and starchy vegetables were inversely associated. Mean TMAO and choline concentrations significantly increased across increasing quartiles of the dietary pattern in the Training and Validation samples. Positive associations between the biomarkers and the TMAO dietary pattern were also observed in linear regression models (Validation Sample: TMAO, adjusted beta-coefficient = 0.037 (p-value = 0.0088); Choline, adjusted beta-coefficient = 0.011 (p-value = 0.0224). CONCLUSION We established the TMAO dietary pattern, a dietary pattern reflecting the potential of the diet to contribute to plasma concentrations of TMAO and choline.
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Affiliation(s)
- Kaelyn F Burns
- Department of Epidemiology and Environmental Health, University at Buffalo, Buffalo, NY 14214, USA.
| | - Michael J LaMonte
- Department of Epidemiology and Environmental Health, University at Buffalo, Buffalo, NY 14214, USA
| | | | - Fred K Tabung
- Department of Internal Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Kathryn M Rexrode
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Linda G Snetselaar
- Department of Epidemiology, University of Iowa, Iowa City, IA 52242, USA
| | - Amy E Millen
- Department of Epidemiology and Environmental Health, University at Buffalo, Buffalo, NY 14214, USA
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Hwang J, Kim H, Kwon O. Dietary patterns and the risk of diabetes in Korean adults: A cross-sectional and prospective cohort study. Nutrition 2024; 125:112491. [PMID: 38865772 DOI: 10.1016/j.nut.2024.112491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2024] [Revised: 04/12/2024] [Accepted: 05/01/2024] [Indexed: 06/14/2024]
Abstract
OBJECTIVE The aim of this study was to identify dietary patterns associated with diabetes in Korean adults and to investigate their association with diabetes risk in both a cross-sectional and prospective study. METHODS Predefined food groups collected by the Korea National Health and Nutrition Examination Survey (KNHANES 2015-2018, n = 19 721) were entered in a reduced rank regression (RRR) model, followed by stepwise linear regression analyses to identify the most predictive dietary patterns. We evaluated the construct validity of dietary patterns in two independent samples from KNHANES 2019 to 2021 (n = 14 223) and the Health Examinees (HEXA) cohort study (n = 30 013). Associations between dietary patterns and diabetes risk were examined using multivariable regression and multivariable-adjusted Cox proportional hazard models, respectively. RESULTS A dietary pattern was identified with high positive loadings for refined white rice, kimchi and salted vegetables, wheat flour and bread, and seasonings, and high negative loadings for whole grains, legumes with tofu and soymilk, poultry, eggs, and plant oils. The higher pattern scores were significantly associated with diabetes risk in KNHANES 2015 to 2018 (male: odds ratio [OR]: 1.59; 95% confidence interval [CI]: 1.35, 1.88; female: OR: 1.37; 95% CI: 1.18, 1.52), KNHANES 2019 to 2021 (male: OR: 1.47; 95% CI: 1.01, 1.69; female: OR: 1.37; 95% CI: 1.18, 1.54), and HEXA study (male: hazard ratio [HR]: 1.10; 95% CI: 1.01, 1.34; female: HR: 1.24; 95% CI: 1.02, 1.52). CONCLUSIONS Dietary patterns derived by RRR followed by stepwise linear regression analyses were associated with increased risks of diabetes among Korean adults.
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Affiliation(s)
- Jiyoung Hwang
- Department of Nutritional Science and Food Management, Ewha Womans University, Seoul, Republic of Korea; Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul, Republic of Korea
| | - Hyesook Kim
- Department of Food and Nutrition, Wonkwang University, Jeonbuk, Republic of Korea
| | - Oran Kwon
- Department of Nutritional Science and Food Management, Ewha Womans University, Seoul, Republic of Korea; Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul, Republic of Korea.
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Vafaei S, Alkhrait S, Yang Q, Ali M, Al-Hendy A. Empowering Strategies for Lifestyle Interventions, Diet Modifications, and Environmental Practices for Uterine Fibroid Prevention; Unveiling the LIFE UP Awareness. Nutrients 2024; 16:807. [PMID: 38542717 PMCID: PMC10975324 DOI: 10.3390/nu16060807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 02/28/2024] [Accepted: 03/07/2024] [Indexed: 04/01/2024] Open
Abstract
Uterine fibroids (UFs) are the most common prevalent benign tumor among women of reproductive age, disproportionately affecting women of color. This paper introduces an innovative management strategy for UFs, emphasizing the curbing of disease prevention and progression. Traditionally, medical intervention is deferred until advanced stages, necessitating invasive surgeries such as hysterectomy or myomectomy, leading to high recurrence rates and increased healthcare costs. The strategy, outlined in this review, emphasizes UF disease management and is named LIFE UP awareness-standing for Lifestyle Interventions, Food Modifications, and Environmental Practices for UF Prevention. These cost-effective, safe, and accessible measures hold the potential to prevent UFs, improve overall reproductive health, reduce the need for invasive procedures, and generate substantial cost savings for both individuals and healthcare systems. This review underscores the importance of a proactive UF management method, paving the way for future research and policy initiatives in this domain.
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Affiliation(s)
| | | | | | - Mohamed Ali
- Department of Obstetrics and Gynecology, University of Chicago, Chicago, IL 60637, USA; (S.V.); (S.A.); (Q.Y.)
| | - Ayman Al-Hendy
- Department of Obstetrics and Gynecology, University of Chicago, Chicago, IL 60637, USA; (S.V.); (S.A.); (Q.Y.)
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Yang Y, Piao W, Cai S, Huang K, Yuan C, Cheng X, Zhang L, Li Y, Zhao L, Yu D. Comparison of data-driven identified hypertension-protective dietary patterns among Chinese adults: based on a nationwide study. Eur J Nutr 2023; 62:2805-2825. [PMID: 37335360 DOI: 10.1007/s00394-023-03195-9] [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: 02/27/2023] [Accepted: 06/09/2023] [Indexed: 06/21/2023]
Abstract
PURPOSE Diet pattern (DP) is a key modifiable and cost-effective factor in hypertension (HTN) management. The current study aimed to identify and compare the hypertension-protective DPs among Chinese adults. METHODS 52,648 participants aged over 18 years were included from China Nutrition and Health Surveillance (CNHS) 2015-2017. Reduced rank regression (RRR) and partial least square regression (PLS) was applied to identify the DPs. Multivariable-adjusted logistic regression was used to assess the association between the DPs and HTN. RESULTS DPs derived by RRR and PLS were both featured by higher consumption of fresh vegetables and fruits, mushrooms and edible fungi, seaweeds, soybeans and related products, mixed legumes, dairy products, fresh eggs, and lower of refined grain consumption. Compared to the lowest quintile, participants in the highest quintile had lower odds of HTN (RRR-DP: OR = 0.77, 95% CI = 0.72-0.83; PLS-DP: OR = 0.76, 95% CI = 0.71-0.82; all p < 0.0001). Simplified DP scores were observed the same protective tendencies (Simplified RRR-DP: OR = 0.81, 95% CI = 0.75-0.87; Simplified PLS-DP: OR = 0.79, 95% CI = 0.74-0.85; all p < 0.0001) and showed effective extrapolation in subgroups defined by gender, age, location, lifestyle, and different metabolic conditions. CONCLUSIONS The identified DPs had high conformity with East Asian dietary habits, and significantly negative associations with HTN among Chinese adults. The simplified DP technique also indicated the potential for improving the extrapolation of the results of DP analysis related to HTN.
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Affiliation(s)
- Yuxiang Yang
- Department of Nutrition Surveillance, National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China
| | - Wei Piao
- Department of Nutrition Surveillance, National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China
- NHC Key Laboratory of Trace Element Nutrition, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China
| | - Shuya Cai
- Department of Nutrition Surveillance, National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China
| | - Kun Huang
- Department of Nutrition Surveillance, National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China
| | - Changzheng Yuan
- School of Public Health, Zhejiang University School of Medicine, 866 Yuhangtang Road, Hangzhou, 310058, China
| | - Xue Cheng
- Department of Nutrition Surveillance, National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China
| | - Ling Zhang
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No. 10 Xitoutiao, Youanmenwai, Beijing, 100069, China
| | - Yuge Li
- Department of Nutrition Surveillance, National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China
| | - Liyun Zhao
- Department of Nutrition Surveillance, National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China.
- NHC Key Laboratory of Trace Element Nutrition, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China.
| | - Dongmei Yu
- Department of Nutrition Surveillance, National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China.
- NHC Key Laboratory of Trace Element Nutrition, Chinese Center for Disease Control and Prevention, No. 29 Nanwei Road, Beijing, 100050, China.
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Lee GO, Caulfield LE, Paredes-Olortegui M, Penataro-Yori P, Salas MS, Kosek MN. Nutrient intakes from complementary foods are associated with cardiometabolic biomarkers among undernourished Peruvian children. J Nutr Sci 2023; 12:e80. [PMID: 37528831 PMCID: PMC10388437 DOI: 10.1017/jns.2023.66] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 06/22/2023] [Indexed: 08/03/2023] Open
Abstract
Relatively little is known about how the diet of chronically undernourished children may impact cardiometabolic biomarkers. The objective of this exploratory study was to characterise relationships between dietary patterns and the cardiometabolic profile of 153 3-5-year-old Peruvian children with a high prevalence of chronic undernutrition. We collected monthly dietary recalls from children when they were 9-24 months old. At 3-5 years, additional dietary recalls were collected, and blood pressure, height, weight, subscapular skinfolds and fasting plasma glucose, insulin and lipid profiles were assessed. Nutrient intakes were expressed as average density per 100 kcals (i) from 9 to 24 months and (ii) at follow-up. The treelet transform and sparse reduced rank regress'ion (RRR) were used to summarize nutrient intake data. Linear regression models were then used to compare these factors to cardiometabolic outcomes and anthropometry. Linear regression models adjusting for subscapular skinfold-for-age Z-scores (SSFZ) were then used to test whether observed relationships were mediated by body composition. 26 % of children were stunted at 3-5 years old. Both treelet transform and sparse RRR-derived child dietary factors are related to protein intake and associated with total cholesterol and SSFZ. Associations between dietary factors and insulin were attenuated after adjusting for SSFZ, suggesting that body composition mediated these relationships. Dietary factors in early childhood, influenced by protein intake, are associated with cholesterol profiles, fasting glucose and body fat in a chronically undernourished population.
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Key Words
- Cardiometabolic biomarkers
- Complementary foods
- HAZ, height-for-age Z-score, based on the WHO reference standard
- HDL-c, high-density lipoprotein cholesterol
- HDLZ, sd of mean HDL-c, based on the distribution of the sample
- HOMA-IR, homeostatic model assessment-insulin resistance
- INZ, sd of insulin, based on the distribution of the sample
- LDC-c, low-density lipoprotein cholesterol
- MAPZ, sd of mean arterial blood pressure, based on the distribution of the sample
- MFP, meat, fish or poultry
- Nutrient intake
- PCA, principal components analysis
- Peru
- RRR, reduced rank regression
- Stunting
- TC, total cholesterol
- TG, triglycerides
- TGZ, sd of triglycerides, based on the distribution of the sample
- WAZ, weight-for-age Z-score, based on the WHO reference standard
- WHZ, weight-for-height Z-score, based on the WHO reference standard
- vLDL-c, very low-density lipoprotein cholesterol
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Affiliation(s)
- Gwenyth O. Lee
- Rutgers Global Health Institute and Department of Biostatistics and Epidemiology, School of Public Health, Rutgers University, New Brunswick, NJ, USA
| | - Laura E. Caulfield
- Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | | | - Pablo Penataro-Yori
- University of Virginia Division of Infectious Diseases and International Health, Charlottesville, VA, USA
| | | | - Margaret N. Kosek
- University of Virginia Division of Infectious Diseases and International Health, Charlottesville, VA, USA
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Ushula TW, Mamun A, Darssan D, Wang WYS, Williams GM, Whiting SJ, Najman JM. Dietary patterns explaining variations in blood biomarkers in young adults are associated with the 30-year predicted cardiovascular disease risks in midlife: A follow-up study. Nutr Metab Cardiovasc Dis 2023; 33:1007-1018. [PMID: 36958973 DOI: 10.1016/j.numecd.2023.02.019] [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: 09/15/2022] [Revised: 01/31/2023] [Accepted: 02/20/2023] [Indexed: 03/02/2023]
Abstract
BACKGROUND AND AIMS To examine a combined effect of dietary intakes, blood lipid and insulin resistance in young adulthood on the risk of predicted CVD through midlife. METHODS AND RESULTS Data of young adults from a birth cohort study in Australia were used. Reduced rank regression (RRR) and partial least squares (PLS) methods identified dietary patterns rich in meats, refined grains, processed and fried foods, and high-fat dairy and low in whole grains and low-fat dairy from dietary intakes obtained at 21-years, and blood lipids and measures of insulin resistance measured at 30-years of age. Using standard CVD risk factors measured at 30-years of age, the Framingham Heart Study risk-prediction algorithms were used to calculate the 30-year predicted Framingham CVD risk scores. The scores represent Hard CVD events; coronary death, myocardial infarction and stroke and Full CVD events; Hard CVD plus coronary insufficiency and angina pectoris, transient ischaemic attack, intermittent claudication, and congestive heart failure in midlife. Sex-specific upper quartiles of CVD risk scores were used to define high-risk groups. Modified Poisson regression models were used to estimate relative risks (RRs) with 95% CI. Greater adherence to the diet identified applying RRR in young adulthood was associated with higher risks of predicted Hard CVD (RR: 1.60; 1.14, 2.25) and Full CVD (RR: 1.46; 1.04, 2.05) events in midlife. The diet from PLS showed similar trend of association for the risk of predicted Hard CVD events (RR: 1.49; 1.03, 2.16) in adjusted models. CONCLUSION Dietary patterns associated with variations in blood lipids and insulin resistance in young adulthood are associated with increased risks of predicted CVD events in midlife. The findings suggest that diet induced altered blood lipids and insulin resistance in the life course of young adulthood could increase the risks of CVD events in later life.
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Affiliation(s)
- Tolassa W Ushula
- School of Public Health, Faculty of Medicine, The University of Queensland, 266 Herston Rd, Herston, QLD 4006, Australia; UQ Poche Centre for Indigenous Health, Faculty of Health and Behavioural Sciences, The University of Queensland, 74 High Street, Toowong, QLD, 4066, Australia; Nutrition and Dietetics Department, Faculty of Public Health, Jimma University, Jimma, Ethiopia.
| | - Abdullah Mamun
- UQ Poche Centre for Indigenous Health, Faculty of Health and Behavioural Sciences, The University of Queensland, 74 High Street, Toowong, QLD, 4066, Australia; The ARC Centre of Excellence for Children and Families Over the Life Course, The University of Queensland, 80 Meiers Road, Indooroopilly, QLD 4068, Australia
| | - Darsy Darssan
- School of Public Health, Faculty of Medicine, The University of Queensland, 266 Herston Rd, Herston, QLD 4006, Australia
| | - William Y S Wang
- Faculty of Medicine, The University of Queensland, Princess Alexandra Hospital, Brisbane, Australia
| | - Gail M Williams
- School of Public Health, Faculty of Medicine, The University of Queensland, 266 Herston Rd, Herston, QLD 4006, Australia
| | - Susan J Whiting
- College of Pharmacy and Nutrition, University of Saskatchewan, 107 Wiggins Rd, Saskatoon, SK, Canada
| | - Jake M Najman
- School of Public Health, Faculty of Medicine, The University of Queensland, 266 Herston Rd, Herston, QLD 4006, Australia
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Lin R, Chien KL, Tsai MC, Wang YJ, Hsu LY. Association between a priori and a posteriori dietary patterns and the risk of type 2 diabetes: a representative cohort study in Taiwan. J Nutr Sci 2023; 12:e16. [PMID: 36843973 PMCID: PMC9947633 DOI: 10.1017/jns.2023.8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 01/07/2023] [Accepted: 01/10/2023] [Indexed: 02/10/2023] Open
Abstract
The present study aimed to investigate the relationship between dietary patterns and the risk of type 2 diabetes mellitus (T2DM) among Taiwanese individuals. Data were collected using a nationwide cohort study (2001-15) from the Triple-High Database. Dietary intake was assessed using the twenty-group food frequency questionnaire and used to calculate alternate Mediterranean diet (aMED) and Dietary Approaches to Stop Hypertension (DASH) scores. Principal component analysis (PCA) and partial least-squares (PLS) regression were used to derive dietary patterns, with incident T2DM as the outcome. Multivariable-adjusted hazard ratios and 95 % confidence intervals were calculated using time-dependent Cox proportional hazards (Cox PH) regression analysis, and subgroup analyses were performed. A total of 4705 participants were enrolled in the study, and 995 had newly developed T2DM during the median 5⋅28-year follow-up period (30⋅7 per 1000 person-years). Six dietary patterns were extracted (PCA: Western, prudent, dairy and plant-based; PLS: health-conscious, fish-vegetable and fruit-seafood). The highest aMED score quartile had a 25 % (hazard ratio 0⋅75; 95 % CI 0⋅61, 0⋅92; P = 0⋅039) lower risk of T2DM than the lowest quartile. This association remained significant after adjustment (adjusted hazard ratio 0⋅74; 95 % CI 0⋅60, 0⋅91; P = 0⋅010), and no effect modifier was found for aMED. The DASH scores, PCA and PLS dietary patterns were not significant after adjustment. In conclusion, high adherence to a MED-type dietary pattern by Taiwanese foods was associated with a lower risk of T2DM in the Taiwanese population, regardless of unhealthy lifestyle habits.
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Affiliation(s)
- Rong Lin
- Division of Endocrinology, Department of Internal Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan
| | - Kuo-Liong Chien
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Ming-Chieh Tsai
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan
- Division of Endocrinology, Department of Internal Medicine, MacKay Memorial Hospital, Tamsui Branch, New Taipei City, Taiwan
| | - Yi-Jie Wang
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan
- Department of Dietetics, National Taiwan University Hospital, Taipei, Taiwan
| | - Le-Yin Hsu
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan
- Graduate Program of Data Science, National Taiwan University and Academia Sinica, Taipei, Taiwan
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Jahangir F, Daneshzad E, Moradi M, Maraci MR, Surkan PJ, Azadbakht L. No association between infant growth and adherence to the dietary approaches to stop hypertension (DASH) diet in lactating women. Nutr Health 2022:2601060221114711. [PMID: 35861204 DOI: 10.1177/02601060221114711] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE Breastmilk is considered an optimal food for infant development especially during the first 6 months of life. However, little evidence exists regarding maternal dietary intake and infant growth. We evaluated how adherence to the DASH diet in lactating women is associated with the infant weight, height and head circumference at birth, 2 and 4 months of age. STUDY DESIGN A cross-sectional study. METHODS The present study was conducted with 292 lactating mothers and their infants. A validated and reliable 168-item food frequency questionnaire (FFQ) was used to assess mothers' dietary intakes. To evaluate adherence to the DASH diet among lactating mothers, we scored food items based on the Fung method. RESULT Lactating mothers in the highest tertile of adherence to the DASH diet consumed significantly lower amounts of fat, cholesterol, salt, red and process meats and higher amounts of vitamin C, B1, B9, whole grains, low-fat dairy, fruits, vegetables and dietary fiber compared to lactating mothers in the lowest tertile (P < 0.05). No significant association was found between mothers' adherence to the DASH dietary pattern and any of the infant growth indices (P > 0.05). CONCLUSION Lactating mothers' adherence to the DASH diet was not associated with growth indices among exclusively breastfed infants.
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Affiliation(s)
- Farzaneh Jahangir
- Department of Community Nutrition, School of Nutritional Sciences and Dietetics, 48439Tehran University of Medical Sciences, Tehran, IR
| | - Elnaz Daneshzad
- Non-Communicable Diseases Research Center, 391934Alborz University of Medical Sciences, Karaj, Iran
| | - Maedeh Moradi
- Department of Community Nutrition, School of Nutrition and Food Science, 48455Isfahan University of Medical Sciences, Isfahan, IR
| | - Mohammad Reza Maraci
- Department of Epidemiology and Biostatistics, School of Health, 48455Isfahan University of Medical Sciences, Isfahan, Iran
| | - Pamela J Surkan
- Department of International Health, 25802Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Leila Azadbakht
- Department of Community Nutrition, School of Nutritional Sciences and Dietetics, 48439Tehran University of Medical Sciences, Tehran, IR
- Department of Community Nutrition, School of Nutrition and Food Science, 48455Isfahan University of Medical Sciences, Isfahan, IR
- Diabetes Research Center, Endocrinology and Metabolism Clinical Sciences Institute, 48439Tehran University of Medical Sciences, Tehran, IR
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11
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Lazarova SV, Jessri M. Associations between dietary patterns and cardiovascular disease risk in Canadian adults: a comparison of partial least squares, reduced rank regression, and the simplified dietary pattern technique. Am J Clin Nutr 2022; 116:362-377. [PMID: 35511218 PMCID: PMC9348992 DOI: 10.1093/ajcn/nqac117] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 04/26/2022] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND Hybrid methodologies have gained continuing interest as unique data reduction techniques for establishing a direct link between dietary exposures and clinical outcomes. OBJECTIVES We aimed to compare partial least squares (PLS) and reduced rank regression (RRR) in identifying a dietary pattern associated with a high cardiovascular disease (CVD) risk in Canadian adults, construct PLS- and RRR-based simplified dietary patterns, and assess associations between the 4 dietary pattern scores and CVD risk. METHODS Data were collected from 24-h dietary recalls of adult respondents in the 2 cycles of the nationally representative Canadian Community Health Survey (CCHS)-Nutrition: CCHS 2004 linked to health administrative databases (n = 12,313) and CCHS 2015 (n = 14,020). Using 39 food groups, PLS and RRR were applied for identification of an energy-dense (ED), high-saturated-fat (HSF), and low-fiber-density (LFD) dietary pattern. Associations of the derived dietary pattern scores with lifestyle characteristics and CVD risk were examined using weighted multivariate regression and weighted multivariable-adjusted Cox proportional hazard models, respectively. RESULTS PLS and RRR identified highly similar ED, HSF, and LFD dietary patterns with common high positive loadings for fast food, carbonated drinks, salty snacks, and solid fats, and high negative loadings for fruit, dark green vegetables, red and orange vegetables, other vegetables, whole grains, and legumes and soy (≥|0.17|). Food groups with the highest loadings were summed to form simplified pattern scores. Although the dietary patterns were not significantly associated with CVD risk, they were positively associated with 402-kcal/d higher energy intake (P-trends < 0.05) and higher obesity risk (PLS: OR: 2.09; 95% CI: 1.62, 2.70; RRR: OR: 1.76; 95% CI: 1.44, 2.17) (P-trends < 0.0001) in the fourth quartiles. CONCLUSIONS PLS and RRR were shown to be equally effective for the derivation of a high-CVD-risk dietary pattern among Canadian adults. Further research is warranted on the role of major dietary components in cardiovascular health.
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Affiliation(s)
- Svilena V Lazarova
- Food, Nutrition and Health Program, Faculty of Land and Food Systems, The University of British Columbia, Vancouver, British Columbia, Canada
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12
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Sun Q, Wen Q, Lyu J, Sun D, Ma Y, Man S, Yin J, Jin C, Tong M, Wang B, Yu C, Ning Y, Li L. Dietary pattern derived by reduced-rank regression and cardiovascular disease: A cross-sectional study. Nutr Metab Cardiovasc Dis 2022; 32:337-345. [PMID: 34903439 DOI: 10.1016/j.numecd.2021.10.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 10/08/2021] [Accepted: 10/13/2021] [Indexed: 01/24/2023]
Abstract
BACKGROUND AND AIMS Diet can affect cardiovascular health by changing lipid profiles or obesity levels. However, the association of dietary patterns reflecting lipid metabolism and adiposity measures with cardiovascular disease (CVD) is unclear. This study aimed to derive dietary patterns that explained variation in blood lipids and adiposity and investigate their associations with prevalent CVD. METHODS AND RESULTS A cross-sectional study was constructed in Beijing MJ Health Screening Center from 2008 to 2018. A dietary pattern was derived using reduced-rank regression among 75,159 participants without CVD. The dietary pattern explained the largest in predicting lipid profiles and adiposity measures. The dietary pattern was associated with a higher level of LDL-cholesterol and triglyceride, and high body mass index and waist circumference, but lower HDL-cholesterol. The dietary pattern was characterized by high intakes of staple food, red meat, processed food, fried food, edible offal, and less intakes of jam or honey, fruits, milk, and dairy products. Among 89,633 participants, we evaluated its association with prevalent CVD using multivariate logistic regression with adjustment for age, sex, annual income, education attainment, marital status, family history of CVD, smoking status, alcohol use, physical activity, and daily energy intake. Individuals with the highest quintile of dietary pattern score were 1%-38% more likely to have prevalent CVD than the lowest quintile (OR = 1.18, 95% CI = 1.01-1.38). CONCLUSION A diet pattern reflecting lipid profiles and obesity level was positively related to prevalent CVD, which could provide new insights in optimizing blood lipids and body shape for the prevention of CVD through dietary approaches among the Chinese population.
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Affiliation(s)
- Qiufen Sun
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
| | - Qiaorui Wen
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
| | - Jun Lyu
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
| | - Dianjianyi Sun
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
| | - Yuan Ma
- Meinian Institute of Health, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
| | - Sailimai Man
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing 100191, China; Meinian Institute of Health, Beijing 100191, China
| | - Jianchun Yin
- Meinian Institute of Health, Beijing 100191, China
| | - Cheng Jin
- Meinian Institute of Health, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
| | - Mingkun Tong
- Meinian Institute of Health, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
| | - Bo Wang
- Meinian Institute of Health, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
| | - Canqing Yu
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China.
| | - Yi Ning
- Meinian Institute of Health, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China.
| | - Liming Li
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing 100191, China; Peking University Health Science Center Meinian Public Health Institute, Beijing 100191, China
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13
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Li S, Liu D, Kang Y, Qu P, Mi B, Zhu Z, Han L, Zhao Y, Chen F, Pei L, Zeng L, Wang D, Yan H, Dang S. Associations of B Vitamin-Related Dietary Pattern during Pregnancy with Birth Outcomes: A Population-Based Study in Northwest China. Nutrients 2022; 14:600. [PMID: 35276959 PMCID: PMC8838836 DOI: 10.3390/nu14030600] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Revised: 01/26/2022] [Accepted: 01/27/2022] [Indexed: 02/04/2023] Open
Abstract
This study aimed to derive a maternal dietary pattern to explain the variation in B vitamins during pregnancy and to investigate this pattern in relation to birth outcomes. A total of 7347 women who gave birth to live newborns less than one year were included. Their dietary pattern during pregnancy was derived using the reduced-rank regression method with six B vitamins as response variables. Associations between dietary pattern score and birth weight, gestational age at delivery, birth weight Z score, low birth weight, preterm, and small-for-gestational-age (SGA) were estimated using generalised linear mixed models. We identified a high B-vitamin dietary pattern characterised by high intakes of animal foods, vegetables, fungi and algae, legumes, and low intakes of oils and cereals. Women in the highest quartile of this pattern score had newborns with a 44.5 g (95% CI: 13.8, 75.2 g) higher birth weight, 0.101 (95% CI: 0.029, 0.172) higher birth weight Z score, and 27.2% (OR: 0.728; 95% CI: 0.582, 0.910) lower risk of SGA than those in the lowest quartile. Our study suggested that adherence to the high B-vitamin dietary pattern during pregnancy was associated with a higher birth weight and a lower risk of SGA.
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Affiliation(s)
- Shanshan Li
- School of Public Health, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian 271016, China;
| | - Danmeng Liu
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
| | - Yijun Kang
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
| | - Pengfei Qu
- Translational Medicine Center, Northwest Women’s and Children’s Hospital, Xi’an 710061, China;
| | - Baibing Mi
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
| | - Zhonghai Zhu
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
| | - Lixin Han
- Key Laboratory of Trace Elements and Endemic Diseases of National Health Commission, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China;
- Disease Control and Prevention Division, Shaanxi Provincial Health Commission, Xi’an 710000, China
| | - Yaling Zhao
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
| | - Fangyao Chen
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
| | - Leilei Pei
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
| | - Lingxia Zeng
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
| | - Duolao Wang
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool L3 5QA, UK;
| | - Hong Yan
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
- Nutrition and Food Safety Engineering Research Center of Shaanxi Province, Xi’an 710061, China
| | - Shaonong Dang
- Department of Epidemiology and Health Statistics, Health Science Center, Xi’an Jiaotong University, Xi’an 710061, China; (D.L.); (Y.K.); (B.M.); (Z.Z.); (Y.Z.); (F.C.); (L.P.); (L.Z.); (H.Y.)
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14
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Samadi M, Khosravy T, Azadbakht L, Rezaei M, Mosafaghadir M, Kamari N, Bagheri A, Pasdar Y, Najafi F, Hamze B, Soleimani D. Major dietary patterns in relation to muscle strength status among middle-aged people: A cross-sectional study within the RaNCD cohort. Food Sci Nutr 2021; 9:6672-6682. [PMID: 34925797 PMCID: PMC8645754 DOI: 10.1002/fsn3.2617] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Revised: 09/13/2021] [Accepted: 09/19/2021] [Indexed: 11/15/2022] Open
Abstract
Grip strength in midlife can predict physical disability in senior years. Recent evidence shows the critical role of nutritional status on muscle function. We aimed to elucidate whether adherence to a particular dietary pattern would be associated with abnormal muscle strength among middle-aged people. In this cross-sectional study, a semiquantitative Food Frequency Questionnaire was used to assess the dietary intake of 2781 participants in the Ravansar Non-Communicable Chronic Disease (RaNCD) cohort. Major dietary patterns from 28 main food groups were extracted using principal component analysis. Binary logistic regression was used to determine the association between the tertiles of the major dietary patterns and muscle strength status. Two major dietary patterns were identified: the "mixed dietary pattern" that heavily loaded with fruits, vegetables, nuts, dairies, sweets, legumes, dried fruits, fish, red meat, butter, whole grains, natural juices, poultry, pickles, olive, industrial juice, egg, processed meat, and snacks and "unhealthy dietary pattern" that heavily loaded by fats, sugar, refined grains, soft drink, salt, organ meat, tea, and coffee. Adherence to the mixed dietary pattern (OR = 1.03, 95% CI = 0.8-1.33, P for trend = 0.77) and the unhealthy dietary pattern (OR = 1.01, 95% CI = 0.79-0.13, P for trend = 0.89) did not associate with abnormal muscle strength. This study suggests that the dietary pattern involving the consumption of healthy and unhealthy food does not have an effect on muscle strength in middle-aged adults.
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Affiliation(s)
- Mehnoosh Samadi
- Department of Nutritional SciencesSchool of Nutritional Sciences and Food TechnologyKermanshah University of Medical SciencesKermanshahIran
- Department of Nutritional SciencesResearch Center for Environmental Determinants of Health (RCEDH)Health InstituteKermanshah University of Medical SciencesKermanshahIran
| | - Tina Khosravy
- Department of Health and NutritionLorestan University of Medical ScienceLorestanIran
| | - Leila Azadbakht
- Department of Community NutritionSchool of Nutritional Sciences and DieteticsTehran University of Medical SciencesTehranIran
| | - Mansour Rezaei
- Biostatistics and Epidemiology DepartmentSchool of Public HealthKermanshah University of Medical SciencesKermanshahIran
| | - Mohammad Mosafaghadir
- Department of Nutritional SciencesSchool of Nutritional Sciences and Food TechnologyKermanshah University of Medical SciencesKermanshahIran
| | - Negin Kamari
- Department of Nutritional SciencesSchool of Nutritional Sciences and Food TechnologyKermanshah University of Medical SciencesKermanshahIran
| | - Amir Bagheri
- Department of Nutritional SciencesResearch Center for Environmental Determinants of Health (RCEDH)Health InstituteKermanshah University of Medical SciencesKermanshahIran
| | - Yahya Pasdar
- Department of Nutritional SciencesSchool of Nutritional Sciences and Food TechnologyKermanshah University of Medical SciencesKermanshahIran
| | - Farid Najafi
- Department of EpidemiologyResearch Center for Environmental Determinants of Health (RCEDH)Health instituteKermanshah University of Medical SciencesKermanshahIran
| | - Behrouz Hamze
- Department of Public HealthKermanshah University of Medical SciencesKermanshahIran
| | - Davood Soleimani
- Department of Nutritional SciencesSchool of Nutritional Sciences and Food TechnologyKermanshah University of Medical SciencesKermanshahIran
- Research Center of Oils and FatsKermanshah University of Medical SciencesKermanshahIran
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15
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Liu L, Volpe SL, Ross JA, Grimm JA, Van Bockstaele EJ, Eisen HJ. Dietary sugar intake and risk of Alzheimer's disease in older women. Nutr Neurosci 2021; 25:2302-2313. [PMID: 34328409 DOI: 10.1080/1028415x.2021.1959099] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
BACKGROUND Despite some reports of cardiometabolic disorders associated with the risk of Alzheimer's disease (AD), limited studies have been conducted to examine the association between excessive sugar intake (a risk factor for cardiometabolic disorders) and AD risk. AIM The purpose of our study was to evaluate if excessive sugar intake has a significant long-term effect on the risk of AD. METHODS A population sample of 37,689 participants, who enrolled in the United States (US) Women's Health Initiative - Dietary Modification Trial (WHI-DM) in 1993-2005 and its extended observational follow-up study through 1 March 2019, were analyzed. Dietary sugar intake was measured using food frequency questionnaires. AD was classified by reports using a standard questionnaire. A dietary pattern that explained the maxima variations in sugar intake was constructed using reduced rank regression (RRR) technique. Associations of RRR dietary pattern scores and sugar intake (g/day) by quartiles (Q1 through Q4) with AD risk were examined using Cox proportional hazards regression analysis with adjusting for key covariates. RESULTS During a mean follow-up of 18.7 years, 4586 participants reported having incident AD. The total incidence rate (95% confidence interval [CI]) of AD was 6.5 (6.3-6.7) per 1000 person-years (PYs). The incidence rates (95% CI) of AD by total sugar intake were 6.2 (5.8-6.6), 6.4 (6.0-6.8), 6.6 (6.3-7.0), and 6.9 (6.5-7.3) per 1000 PYs among those in quartiles (Q) 1 to Q4 (toward higher sugar consumption) of total sugar intake, respectively (test for trend of AD incident rates, p < 0.001). Individuals in Q4 of total sugar intake had a 1.19 higher risk of incident AD than those in Q1 (hazard ratio [HR] = 1.19, 95% CI: 1.05-1.34, p = 0.01). An estimated increase of 10 g/day in total sugar intake (about 2.4 teaspoons) was associated with an increased AD risk by 1.3-1.4%. Of six subtypes of sugar intake, lactose was significantly associated with AD risk. CONCLUSIONS Our study indicates that excessive total sugar intake was significantly associated with AD risk in women. Of six subtypes of sugar intake, lactose had a stronger impact on AD risk.
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Affiliation(s)
- Longjian Liu
- Department of Epidemiology and Biostatistics, Dornsife School of Public Health, Drexel University, Philadelphia, PA 19104, USA
| | - Stella L Volpe
- Department of Human Nutrition, Foods, and Exercise, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA
| | - Jennifer A Ross
- Department of Pharmacology and Physiology, Drexel University College of Medicine, Philadelphia, PA, USA
| | - Jessica A Grimm
- Department of Epidemiology and Biostatistics, Dornsife School of Public Health, Drexel University, Philadelphia, PA 19104, USA
| | | | - Howard J Eisen
- Division of Cardiology, Heart and Vascular Institute, Pennsylvania State University, Hershey, PA, USA
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16
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Zhao J, Li Z, Gao Q, Zhao H, Chen S, Huang L, Wang W, Wang T. A review of statistical methods for dietary pattern analysis. Nutr J 2021; 20:37. [PMID: 33874970 PMCID: PMC8056502 DOI: 10.1186/s12937-021-00692-7] [Citation(s) in RCA: 166] [Impact Index Per Article: 41.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Accepted: 04/01/2021] [Indexed: 12/23/2022] Open
Abstract
Background Dietary pattern analysis is a promising approach to understanding the complex relationship between diet and health. While many statistical methods exist, the literature predominantly focuses on classical methods such as dietary quality scores, principal component analysis, factor analysis, clustering analysis, and reduced rank regression. There are some emerging methods that have rarely or never been reviewed or discussed adequately. Methods This paper presents a landscape review of the existing statistical methods used to derive dietary patterns, especially the finite mixture model, treelet transform, data mining, least absolute shrinkage and selection operator and compositional data analysis, in terms of their underlying concepts, advantages and disadvantages, and available software and packages for implementation. Results While all statistical methods for dietary pattern analysis have unique features and serve distinct purposes, emerging methods warrant more attention. However, future research is needed to evaluate these emerging methods’ performance in terms of reproducibility, validity, and ability to predict different outcomes. Conclusion Selection of the most appropriate method mainly depends on the research questions. As an evolving subject, there is always scope for deriving dietary patterns through new analytic methodologies.
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Affiliation(s)
- Junkang Zhao
- Department of Health Statistics, School of Public Health, Shanxi Medical University, No.56 Xinjian South Road, Taiyuan, 030001, Shanxi province, China
| | - Zhiyao Li
- Department of Health Statistics, School of Public Health, Shanxi Medical University, No.56 Xinjian South Road, Taiyuan, 030001, Shanxi province, China
| | - Qian Gao
- Department of Health Statistics, School of Public Health, Shanxi Medical University, No.56 Xinjian South Road, Taiyuan, 030001, Shanxi province, China
| | - Haifeng Zhao
- Department of Nutrition & Food Hygiene, School of Public Health, Shanxi Medical University, No.56 Xinjian South Road, Taiyuan, 030001, Shanxi province, China
| | - Shuting Chen
- Department of Health Statistics, School of Public Health, Shanxi Medical University, No.56 Xinjian South Road, Taiyuan, 030001, Shanxi province, China
| | - Lun Huang
- Department of Health Statistics, School of Public Health, Shanxi Medical University, No.56 Xinjian South Road, Taiyuan, 030001, Shanxi province, China
| | - Wenjie Wang
- Department of Health Statistics, School of Public Health, Shanxi Medical University, No.56 Xinjian South Road, Taiyuan, 030001, Shanxi province, China
| | - Tong Wang
- Department of Health Statistics, School of Public Health, Shanxi Medical University, No.56 Xinjian South Road, Taiyuan, 030001, Shanxi province, China.
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17
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Vajdi M, Farhangi MA, Mahmoudi-Nezhad M. Dietary inflammatory index significantly affects lipids profile among adults: An updated systematic review and meta-analysis. INT J VITAM NUTR RES 2020; 92:431-447. [PMID: 33150836 DOI: 10.1024/0300-9831/a000688] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Background: The available data on the relationship between dietary inflammatory index (DII®) and serum lipids are controversial. This systematic review and meta-analysis aimed to investigate the relationship between DII® and serum lipids, including total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), and triglyceride (TG) in general populations. Methods: PubMed, Web of Science, SCOPUS, and Cochrane electronic databases were systematically searched from inception to December 2019. Case-control, cohort or cross-sectional studies that evaluated the relationship between DII® and serum lipids were included. The random-effects model was applied to evaluate the pooled weighted mean difference (WMD) and 95% confidence intervals (CI). Results: In total, twenty-four cross-sectional and one case-control studies with a total sample size of 129,759 were included in the meta-analysis. The pooled results showed that the highest category of DII® was associated with 5.16 mg/dl increase in TC (Pooled WMD: 5.16; 95% CI: 0.58-9.73, p = 0.02) and 3.99 mg/dl increase in LDL-C (Pooled WMD: 3.99; 95% CI: 1.16-6.81, p = 0.006). However, no significant association between DII® scores, HDL-C and TG was found. In subgroup analysis, the geographical region, gender, and dietary assessment methods were potent sources of heterogeneity. Conclusion: This study showed that a higher level of DII® was associated with higher levels of TC and LDL-C in apparently healthy populations. Since the included studies had observational designs, therefore, no conclusion of causality was possible. More studies with interventional designs are required to elucidate the causality of the observed association between DII® and the risk of abnormal lipid profile.
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Affiliation(s)
- Mahdi Vajdi
- Research Center for Evidence Based Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | | | - Mahsa Mahmoudi-Nezhad
- Molecular Medicine Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
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18
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Gherasim A, Arhire LI, Niță O, Popa AD, Graur M, Mihalache L. The relationship between lifestyle components and dietary patterns. Proc Nutr Soc 2020; 79:311-323. [PMID: 32234085 PMCID: PMC7663317 DOI: 10.1017/s0029665120006898] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
We conducted a narrative review on the interaction between dietary patterns with demographic and lifestyle variables in relation to health status assessment. The food pattern has the advantage of taking into account the correlations that may exist between foods or groups of foods, but also between nutrients. It is an alternative and complementary approach in analysing the relationship between nutrition and the risk of chronic diseases. For the determination of dietary patterns one can use indices/scores that evaluate the conformity of the diet with the nutrition guidelines or the established patterns (a priori approach). The methods more commonly used are based on exploratory data (a posteriori): cluster analysis and factor analysis. Dietary patterns may vary according to sex, socio-economic status, ethnicity, culture and other factors, but more, they may vary depending on different associations between these factors. The dietary pattern exerts its effects on health in a synergistic way or even in conjunction with other lifestyle factors, and we can therefore refer to a 'pattern of lifestyle'.
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Affiliation(s)
- Andreea Gherasim
- ‘Grigore T. Popa’ University of Medicine and Pharmacy, Faculty of Medicine, 16 Universității street, Iași 700115, Romania
- ‘Sf. Spiridon’ Clinical Emergency Hospital, 1 Independenței boulevard, Iași 700111, Romania
| | - Lidia I. Arhire
- ‘Grigore T. Popa’ University of Medicine and Pharmacy, Faculty of Medicine, 16 Universității street, Iași 700115, Romania
- ‘Sf. Spiridon’ Clinical Emergency Hospital, 1 Independenței boulevard, Iași 700111, Romania
| | - Otilia Niță
- ‘Grigore T. Popa’ University of Medicine and Pharmacy, Faculty of Medicine, 16 Universității street, Iași 700115, Romania
- ‘Sf. Spiridon’ Clinical Emergency Hospital, 1 Independenței boulevard, Iași 700111, Romania
| | - Alina D. Popa
- ‘Grigore T. Popa’ University of Medicine and Pharmacy, Faculty of Medicine, 16 Universității street, Iași 700115, Romania
- ‘Sf. Spiridon’ Clinical Emergency Hospital, 1 Independenței boulevard, Iași 700111, Romania
| | - Mariana Graur
- ‘Grigore T. Popa’ University of Medicine and Pharmacy, Faculty of Medicine, 16 Universității street, Iași 700115, Romania
- ‘Sf. Spiridon’ Clinical Emergency Hospital, 1 Independenței boulevard, Iași 700111, Romania
| | - Laura Mihalache
- ‘Grigore T. Popa’ University of Medicine and Pharmacy, Faculty of Medicine, 16 Universității street, Iași 700115, Romania
- ‘Sf. Spiridon’ Clinical Emergency Hospital, 1 Independenței boulevard, Iași 700111, Romania
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Cai Q, Dekker LH, Bakker SJL, de Borst MH, Navis GJ. Dietary Patterns Based on Estimated Glomerular Filtration Rate and Kidney Function Decline in the General Population: The Lifelines Cohort Study. Nutrients 2020; 12:nu12041099. [PMID: 32316088 PMCID: PMC7230954 DOI: 10.3390/nu12041099] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 04/10/2020] [Accepted: 04/13/2020] [Indexed: 02/07/2023] Open
Abstract
No specific dietary patterns have been established that are linked with loss of kidney function. We aimed to identify an estimated glomerular filtration rate-based dietary pattern (eGFR-DP) and to evaluate its association with eGFR decline and chronic kidney disease (CKD) incidence in the general population. We included 78,335 participants from the Lifelines cohort in the Northern Netherlands. All participants had an eGFR >60 mL/min/1.73 m2 at baseline and completed a second visit five years later. The eGFR-DP was constructed at baseline using a 110-item food frequency questionnaire by reduced rank regression, stratified by sex. Logistic regression was performed to evaluated the association between the eGFR-DP score and either a ≥20% eGFR decline or incident CKD. Among women, eGFR-DP were characterized by high consumption of egg, cheese, and legumes and low consumption of sweets, white meat, and commercially prepared dishes. In men, eGFR-DP were characterized by high consumption of cheese, bread, milk, fruits, vegetables, and beer and low consumption of white and red meat. A higher eGFR-DP score was associated with a lower risk of a ≥20% eGFR decline (OR 4th vs. 1st quartile, women: 0.79 [95% CI: 0.73-0.87]; men: 0.67 [0.59-0.76]). The association between the eGFR-DP score and CKD incidence was lost upon adjustment for baseline eGFR. Our results provide support for dietary interventions to prevent kidney function decline in the general population.
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Affiliation(s)
- Qingqing Cai
- Department of Medicine, Division of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands; (L.H.D.); (S.J.L.B.); (M.H.d.B.); (G.J.N.)
- Correspondence:
| | - Louise H. Dekker
- Department of Medicine, Division of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands; (L.H.D.); (S.J.L.B.); (M.H.d.B.); (G.J.N.)
- Aletta Jacobs School of Public Health, 9747 AD Groningen, The Netherlands
| | - Stephan J. L. Bakker
- Department of Medicine, Division of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands; (L.H.D.); (S.J.L.B.); (M.H.d.B.); (G.J.N.)
| | - Martin H. de Borst
- Department of Medicine, Division of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands; (L.H.D.); (S.J.L.B.); (M.H.d.B.); (G.J.N.)
| | - Gerjan J. Navis
- Department of Medicine, Division of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands; (L.H.D.); (S.J.L.B.); (M.H.d.B.); (G.J.N.)
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20
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Bhat S, Mocciaro G, Ray S. The association of dietary patterns and carotid intima-media thickness: A synthesis of current evidence. Nutr Metab Cardiovasc Dis 2019; 29:1273-1287. [PMID: 31669106 DOI: 10.1016/j.numecd.2019.08.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Revised: 08/15/2019] [Accepted: 08/20/2019] [Indexed: 02/06/2023]
Abstract
AIMS Dietary pattern (DP) analysis has emerged as a holistic method to understand the effects of food intake on health outcomes. Though dietary intake has been associated with cardiovascular disease, the association of DPs and carotid intima-media thickness (CIMT), a robust early marker of cardiovascular disease progression has not been comprehensively investigated. This study systematically explores the association of a posteriori and a priori DPs and CIMT. DATA SYNTHESIS Through a systematic search of MEDLINE, CINAHL, and Web of Science, twenty studies that derived DPs using a posteriori or a priori methods with CIMT as an outcome were included. Four cross-sectional studies and 1 cohort paper reported a statistically significant association between increased consumption of 'unhealthy' foods (i.e processed meat, soda drinks and refined grain) and increased CIMT. While four cross-sectional studies reported a statistically significant association of DPs characterized by increased consumption of 'healthy' foods (i.e fruit and vegetables, fish) and decreased CIMT. DPs derived from each study varied depending on derivation method, study design and use of dietary data collection method. CONCLUSION Findings from this review are generally supportive of a trend between DPs with higher consumption of 'healthy' foods and lower consumption of 'unhealthy' foods and decreased CIMT; however, the association was largely not statistically significant. Evidence was overwhelmingly heterogeneous due to differences seen in DPs based on location and culture, sample characteristics and adjustment for confounders. Long-term prospective observational and interventional studies with standardized sample selection and dietary data collection are needed to significantly establish the role of DPs on CIMT.
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Affiliation(s)
- S Bhat
- Division of Health and Social Care Research, Faculty of Life Sciences and Medicine, King's College London, London, SE1 1UL, UK; MRC Elsie Widdowson Laboratory, Cambridge, CB1 9NL, UK; NNEdPro Global Centre for Nutrition and Health, St John's Innovation Centre, Cambridge, CB4 0WS, UK.
| | - G Mocciaro
- MRC Elsie Widdowson Laboratory, Cambridge, CB1 9NL, UK; NNEdPro Global Centre for Nutrition and Health, St John's Innovation Centre, Cambridge, CB4 0WS, UK
| | - S Ray
- MRC Elsie Widdowson Laboratory, Cambridge, CB1 9NL, UK; NNEdPro Global Centre for Nutrition and Health, St John's Innovation Centre, Cambridge, CB4 0WS, UK
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21
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Andrade VMB, de Santana MLP, Fukutani KF, Queiroz ATL, Arriaga MB, Conceição-Machado MEP, Silva RDCR, Andrade BB. Multidimensional Analysis of Food Consumption Reveals a Unique Dietary Profile Associated with Overweight and Obesity in Adolescents. Nutrients 2019; 11:nu11081946. [PMID: 31430906 PMCID: PMC6723851 DOI: 10.3390/nu11081946] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Revised: 08/12/2019] [Accepted: 08/15/2019] [Indexed: 12/12/2022] Open
Abstract
There is a significant increase in overweight and obesity in adolescents worldwide. Here, we performed a cross-sectional study to examine the potential association between food consumption profiles and overweight in a large number of adolescents from Brazil. Sampling by clusters and conglomerates was carried out in students of public schools in Salvador, Brazil, between June and December 2009 and 1496 adolescents were evaluated. Data on socio-epidemiological data, anthropometric status and food consumption were captured. Multivariate analyses, such as hierarchical clustering and correlation networks, were used to perform a detailed description of food consumption profiles. There were differences in age and anthropometric status related to sex. Four clusters of food groups were identified based on the intake profile in the study population. No disparities in food intake were observed in individuals stratified by sex or anthropometric status. Furthermore, network analysis revealed that overweight or obesity were hallmarked by a selectivity in the ingestion of food groups that resulted in the appearance of inverse correlations of consumption, which was not present in eutrophic adolescents. Thus, overweight and obesity are associated with preferential choices of ingestion of specific food groups, which result in the appearance of inverse correlations of consumption. Such knowledge may serve as basis for future targeted nutritional interventions in adolescents.
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Affiliation(s)
- Vanessa M B Andrade
- Programa de Pós-Graduação em Alimentos, Nutrição e Saúde, Escola de Nutrição, Universidade Federal da Bahia, Salvador 40110-150, Brazil
| | - Mônica L P de Santana
- Programa de Pós-Graduação em Alimentos, Nutrição e Saúde, Escola de Nutrição, Universidade Federal da Bahia, Salvador 40110-150, Brazil
| | - Kiyoshi F Fukutani
- Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador 40296-710, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Fundação José Silveira, Salvador 45204-040, Brazil
- Curso de Medicina, Faculdade de Tecnologia e Ciências, Salvador 41741-590, Brazil
| | - Artur T L Queiroz
- Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador 40296-710, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Fundação José Silveira, Salvador 45204-040, Brazil
| | - Maria B Arriaga
- Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador 40296-710, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Fundação José Silveira, Salvador 45204-040, Brazil
| | - Maria Ester P Conceição-Machado
- Programa de Pós-Graduação em Alimentos, Nutrição e Saúde, Escola de Nutrição, Universidade Federal da Bahia, Salvador 40110-150, Brazil
| | - Rita de Cássia R Silva
- Programa de Pós-Graduação em Alimentos, Nutrição e Saúde, Escola de Nutrição, Universidade Federal da Bahia, Salvador 40110-150, Brazil
| | - Bruno B Andrade
- Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador 40296-710, Brazil.
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Fundação José Silveira, Salvador 45204-040, Brazil.
- Curso de Medicina, Faculdade de Tecnologia e Ciências, Salvador 41741-590, Brazil.
- Escola Bahiana de Medicina e Saúde Pública (EBMSP), Salvador 40290-000, Brazil.
- Curso de Medicina, Universidade Salvador (UNIFACS), Laureate Universities, Salvador 41720-200, Brazil.
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22
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Fukuda Y, Umeno Y, Taniguchi Y, Marukawa S, Kurihara H, Nakajima H, Yamasaki T. Analysis of Dietary Factors Affecting Body Mass Index in Elderly Patients With Type 2 Diabetes Mellitus. J Clin Med Res 2019; 11:563-571. [PMID: 31413768 PMCID: PMC6681859 DOI: 10.14740/jocmr3893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Accepted: 07/05/2019] [Indexed: 11/29/2022] Open
Abstract
Background Body mass index (BMI) is correlated with the outcomes of various metabolic and pathological conditions. To elucidate the factors affecting BMI in elderly persons, we studied elderly persons with and without diabetes mellitus for BMI management target values using receiver operating characteristic (ROC) analysis. Methods We conducted a dietary survey targeting 60 elderly outpatients with type 2 diabetes mellitus (diabetes group, 70.1 ± 7.8 years) and 66 elderly persons who participated in a health class offered by the municipality (health class group, 72.5 ± 5.7 years). Results In the diabetes group, positive correlations were observed between BMI and several variables including blood glucose levels (all P < 0.05), whereas BMI had negative correlations with the third principal component (positive weight for oils and fats). In addition, BMI was negatively correlated with the intake of oils and fats. In the health class group, BMI was positively correlated (all P < 0.05) with grip strength/sixth principal component (positive weight for sweets)/condiments. An analysis of dietary patterns revealed that dietary factors correlated with BMI in each group. The cutoff value of BMI was suggested to be near the normal upper limit or slightly higher in the subject group. Conclusion We considered that BMI management was useful as an indicator for maintaining grip and muscle strength in elderly persons and as an indicator for diabetes care management. From the present study, we may propose the utility of a careful dietary survey as one of the approaches for these aims.
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Affiliation(s)
- Yasuko Fukuda
- Department of Food Sciences and Nutrition, School of Human Environmental Sciences, Mukogawa Women's University, Nishinomiya, Hyogo, Japan
| | - Yumi Umeno
- Health Guidance Section, National Pension and Insurance, Kaizuka City Hall, Kaizuka, Osaka, Japan
| | - Yuko Taniguchi
- Department of Nutrition Management, Osaka Medical Center for Cancer and Cardiovascular Diseases, Osaka, Japan.,Current Address: Osaka International Cancer Institute, Osaka, Japan
| | - Satoko Marukawa
- Department of Endocrinology and Metabolism/Clinical Laboratory, Osaka Medical Center for Cancer and Cardiovascular Diseases, Osaka, Japan.,Current Address: Osaka International Cancer Institute, Osaka, Japan
| | - Hiroko Kurihara
- Department of Endocrinology and Metabolism/Clinical Laboratory, Osaka Medical Center for Cancer and Cardiovascular Diseases, Osaka, Japan.,Current Address: Osaka International Cancer Institute, Osaka, Japan
| | - Hiromu Nakajima
- Department of Endocrinology and Metabolism/Clinical Laboratory, Osaka Medical Center for Cancer and Cardiovascular Diseases, Osaka, Japan.,Current Address: Osaka International Cancer Institute, Osaka, Japan
| | - Tomoyuki Yamasaki
- Department of Endocrinology and Metabolism/Clinical Laboratory, Osaka Medical Center for Cancer and Cardiovascular Diseases, Osaka, Japan.,Current Address: Osaka International Cancer Institute, Osaka, Japan
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23
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A Western dietary pattern is prospectively associated with cardio-metabolic traits and incidence of the metabolic syndrome. Br J Nutr 2019; 119:1168-1176. [PMID: 29759108 DOI: 10.1017/s000711451800079x] [Citation(s) in RCA: 83] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
The aim of this study was to derive dietary patterns associated with cardio-metabolic traits and to examine whether these predict prospective changes in these traits and incidence of the metabolic syndrome (iMetS). Subjects from the Malmö Diet and Cancer Study cardiovascular cohort without cardio-metabolic disease and related drug treatments at baseline (n 4071; aged 45-67 years, 40 % men) were included. We applied reduced rank regression on thirty-eight foods to derive patterns that explain variation in response variables measured at baseline (waist circumference, TAG, HDL- and LDL-cholesterol, systolic and diastolic blood pressure, fasting glucose and insulin). Patterns were examined in relation to change in cardio-metabolic traits and iMetS in subjects who were re-examined after 16·7 years (n 2704). Two dietary patterns ('Western' and 'Drinker') were retained and explained 3·2 % of the variation in response variables. The 'Western' dietary pattern was inversely associated with HDL-cholesterol and positively with all other response variables (both at baseline and follow-up), but there was no association with LDL at follow-up. After adjustment for potential confounders, the 'Western' dietary pattern was associated with higher risk of iMetS (hazard ratio Q4 v. Q1: 1·47; 95 % CI 1·23, 1·77; P trend=1·5×10-5). The 'Drinker' dietary pattern primarily explained variation in HDL and was not associated with iMetS. In conclusion, this study supports current food-based dietary guidelines suggesting that a 'Western' dietary pattern with high intakes of sugar-sweetened beverages and red and processed meats and low intakes of wine, cheese, vegetables and high-fibre foods is associated with detrimental effects on cardio-metabolic health.
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Lee HA, Son N, Lee WK, Park H. A Diabetes-Related Dietary Pattern Is Associated with Incident Diabetes in Obese Men in the Korean Genome Epidemiology Study. J Nutr 2019; 149:323-329. [PMID: 30590687 DOI: 10.1093/jn/nxy274] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2018] [Revised: 06/25/2018] [Accepted: 10/06/2018] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND Diet plays an important role in both the development and management of diabetes. OBJECTIVE Using data from the Korean Genome Epidemiology Study, we assessed dietary patterns associated with the clinical indicators of diabetes. METHODS This study included 7255 subjects aged 40-69 y. Individuals with chronic diseases were excluded. The daily intakes of specific food items were assessed using a dish-based semiquantitative food-frequency questionnaire comprising 103 items; the food items were then grouped into 26 food groups. Dietary patterns were analyzed by the reduced rank regression method using glycated hemoglobin, the homeostasis model of insulin resistance, and fasting glucose concentrations as dependent variables. We investigated the associations between dietary patterns and incident diabetes using the Cox proportional hazards model. RESULTS During an 11.5-y follow-up, the incidence of diabetes was 11.8/1000 person-years. The dietary pattern related to selected biomarkers of diabetes was characterized by a relatively high intake of kimchi, beef, other meat, fish, and coffee in men and a high intake of rice, kimchi, and fruit in women. In men, the association of dietary patterns with incident diabetes was significant only in the obese group, and those in the top quartile of the dietary pattern score had a 1.72 times (95% CI: 1.15, 2.56 times) greater risk of incident diabetes than those in the bottom quartile. Conversely, dietary patterns in women were not associated with incident diabetes. CONCLUSION Using reduced rank regression, we identified dietary patterns related to selected biomarkers of diabetes in a long-term study with follow-up data in Korea.
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Affiliation(s)
| | - NaYeong Son
- Departments of Statistics and.,Office of Pharmacoepidemiology, Korea Institute of Drug Safety and Risk Management, Anyang-si, Korea
| | - Won Kyung Lee
- Department of Social and Preventive Medicine, Inha University School of Medicine, Incheon, Korea
| | - Hyesook Park
- Preventive Medicine, School of Medicine, Ewha Womans University, Seoul, Korea
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Abstract
OBJECTIVE An index of biomarkers derived from dietary factors (diet-biomarker-related index) identifies foods and nutrients that encompass physiological potentials and provides scientific evidence for dietary patterns that increase the risk of disease associated with specific biomarkers. Although men and women have different dietary patterns and physiological characteristics, sex is not often considered when investigators develop a diet-biomarker-related index. We aimed to review whether epidemiological studies developed diet-biomarker-related indices in a sex-specific way. DESIGN We systematically searched for epidemiological studies that developed diet-biomarker-related indices, including (i) biomarker prediction indices that include dietary factors as explanatory variables and (ii) dietary patterns to explain biomarker variations, in the PubMed and EMBASE databases. We qualitatively reviewed the sex consideration in index development. RESULTS We identified seventy-nine studies that developed a diet-biomarker-related index. We found that fifty-four studies included both men and women. Of these fifty-four studies, twenty-nine (53·7 %) did not consider sex, eleven (20·3 %) included sex in the development model, seven (13·0 %) considered sex but did not include sex in the development model, and seven (13·0 %) derived a diet-biomarker-related index for men and women separately. A list of selected dietary factors that explained levels of biomarkers generally differed by sex in the studies that developed a diet-biomarker-related index in a sex-specific way. CONCLUSIONS Most studies that included both men and women did not develop the diet-biomarker-related index in a sex-specific way. Further research is needed to identify whether a sex-specific diet-biomarker-related index is more predictive of the disease of interest than an index without sex consideration.
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26
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Cho YA, Lee J, Oh JH, Chang HJ, Sohn DK, Shin A, Kim J. Inflammatory Dietary Pattern, IL-17F Genetic Variant, and the Risk of Colorectal Cancer. Nutrients 2018; 10:nu10060724. [PMID: 29874787 PMCID: PMC6024771 DOI: 10.3390/nu10060724] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Revised: 05/22/2018] [Accepted: 05/31/2018] [Indexed: 12/17/2022] Open
Abstract
A proinflammatory diet may increase the risk of colorectal cancer, but its role may differ according to individuals’ genetic variants. We aimed to examine whether a specific dietary pattern reflecting inflammation was associated with a risk of colorectal cancer and whether IL-17F genetic variant altered this association. In a study of 695 colorectal cancer cases and 1846 controls, we derived a reduced rank regression dietary pattern using 32 food groups as predictors and the plasma C-reactive protein (CRP) concentration as the response. High CRP levels were associated with a high risk of colorectal cancer (OR (95% CI) = 3.58 (2.65–4.82) for the highest quartile vs. lowest quartile). After adjusting for potential confounding factors, high pattern scores were associated with a high risk of colorectal cancer (OR (95% CI) = 9.98 (6.81–14.62) for the highest quartile vs. lowest quartile). When stratified by the IL-17F rs763780 genotype, this association was stronger for individuals carrying the C allele (p for interaction = 0.034), particularly for individuals with rectal cancer (p for interaction = 0.011). In conclusion, a dietary pattern reflecting inflammation was significantly associated with colorectal cancer risk. Moreover, this association could be modified according to the IL-17F rs763780 genotype and anatomic site.
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Affiliation(s)
- Young Ae Cho
- Department of Cancer Biomedical Science, Graduate School of Cancer Science and Policy, National Cancer Center, Goyang 10408, Gyeonggi-do, Korea.
| | - Jeonghee Lee
- Department of Cancer Biomedical Science, Graduate School of Cancer Science and Policy, National Cancer Center, Goyang 10408, Gyeonggi-do, Korea.
| | - Jae Hwan Oh
- Center for Colorectal Cancer, National Cancer Center Hospital, National Cancer Center, Goyang 10408, Gyeonggi-do, Korea.
| | - Hee Jin Chang
- Center for Colorectal Cancer, National Cancer Center Hospital, National Cancer Center, Goyang 10408, Gyeonggi-do, Korea.
| | - Dae Kyung Sohn
- Center for Colorectal Cancer, National Cancer Center Hospital, National Cancer Center, Goyang 10408, Gyeonggi-do, Korea.
| | - Aesun Shin
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul 03080, Korea.
| | - Jeongseon Kim
- Department of Cancer Biomedical Science, Graduate School of Cancer Science and Policy, National Cancer Center, Goyang 10408, Gyeonggi-do, Korea.
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Iglesia I, Huybrechts I, Mouratidou T, Santabárbara J, Fernández-Alvira JM, Santaliestra-Pasías AM, Manios Y, De la O Puerta A, Kafatos A, Gottrand F, Marcos A, Sette S, Plada M, Stehle P, Molnár D, Widhalm K, Kersting M, De Henauw S, Moreno LA, González-Gross M. Do dietary patterns determine levels of vitamin B 6, folate, and vitamin B 12 intake and corresponding biomarkers in European adolescents? The Healthy Lifestyle in Europe by Nutrition in Adolescence (HELENA) study. Nutrition 2018; 50:8-17. [PMID: 29518603 DOI: 10.1016/j.nut.2017.10.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2016] [Revised: 10/04/2017] [Accepted: 10/18/2017] [Indexed: 10/18/2022]
Abstract
OBJECTIVES To determine dietary patterns (DPs) and explain the highest variance of vitamin B6, folate, and B12 intake and related concentrations among European adolescents. METHODS A total of 2173 adolescents who participated in the Healthy Lifestyle in Europe by Nutrition in Adolescence study met the eligibility criteria for the vitamin B intake analysis (46% boys) and 586 adolescents for the biomarkers analysis (47% boys). Two non-consecutive, 24-h, dietary recalls were used to assess the mean intakes. Concentrations were measured by chromatography and immunoassay testing. A reduced rank regression was applied to elucidate the combined effect of food intake of vitamin B and related concentrations. RESULTS The identified DPs (one per vitamin B intake and biomarker and by sex) explained a variability between 34.2% and 23.7% of the vitamin B intake and between 17.2% and 7% of the biomarkers. In the reduced rank regression models, fish, eggs, cheese, whole milk and buttermilk intakes were loaded positively for vitamin B intake in both sexes; however, soft drinks and chocolate were loaded negatively. For the biomarkers, a higher variability was observed in the patterns in terms of food loads such as alcoholic drinks, sugars, and soft drinks. Some food items were loaded differently between intakes and biomarkers such as fish products, which was loaded positively for intakes but negatively for plasma folate in girls. CONCLUSIONS The identified DPs explained up to 34.2% and 17.2% of the variability of the vitamin B intake and plasma concentrations, respectively, in European adolescents. Further studies are needed to elucidate the factors that determine such patterns.
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Affiliation(s)
- Iris Iglesia
- Growth, Exercise, NUtrition and Development (GENUD) Research group, Universidad de Zaragoza, Zaragoza, Spain; Instituto Agroalimentario de Aragón (IA2), Instituto de Investigación Sanitaria Aragón (IIS Aragón), Aragón, Spain; Red de Salud Materno-infantil y del Desarrollo (SAMID), Barakaldo, Spain.
| | - Inge Huybrechts
- Department of Public Health, Ghent University, Ghent, Belgium; International Agency for Research on Cancer (IARC), Lyon, France
| | - Theodora Mouratidou
- Growth, Exercise, NUtrition and Development (GENUD) Research group, Universidad de Zaragoza, Zaragoza, Spain
| | - Javier Santabárbara
- Department of Preventive Medicine and Public Health, Universidad de Zaragoza, Zaragoza, Spain
| | - Juan M Fernández-Alvira
- Growth, Exercise, NUtrition and Development (GENUD) Research group, Universidad de Zaragoza, Zaragoza, Spain; Fundación Centro Nacional de Investigaciones Cardiovasculares Carlos III, Madrid, Spain
| | - Alba M Santaliestra-Pasías
- Growth, Exercise, NUtrition and Development (GENUD) Research group, Universidad de Zaragoza, Zaragoza, Spain; Instituto Agroalimentario de Aragón (IA2), Instituto de Investigación Sanitaria Aragón (IIS Aragón), Aragón, Spain; Centro de Investigación Biomédica en Red de Fisiopatología de la Obesidad y Nutrición (CIBERObn), Madrid, Spain
| | - Yannis Manios
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | | | | | | | - Ascensión Marcos
- Immunonutrition Research Group, Department of Metabolism and Nutrition, Institute of Food Science, Technology and Nutrition (ICTAN), Spanish National Research Council (CSIC), Madrid, Spain
| | - Stefania Sette
- CREA, Research Centre for Food and Nutrition, Rome, Italy
| | - Maria Plada
- University of Crete School of Medicine, Crete, Greece
| | - Peter Stehle
- Department of Nutrition and Food Science, University of Bonn, Bonn, Germany
| | - Dénes Molnár
- Department of Pediatrics, University of Pécs, Pécs, Hungary
| | - Kurt Widhalm
- Division of Clinical Nutrition and Prevention, Department of Pediatrics, Medical University of Vienna, Vienna, Austria
| | - Mathilde Kersting
- Research Institute of Child Nutrition, Pediatric University Clinic, Ruhr University, Bochum, Germany
| | | | - Luis A Moreno
- Growth, Exercise, NUtrition and Development (GENUD) Research group, Universidad de Zaragoza, Zaragoza, Spain; Instituto Agroalimentario de Aragón (IA2), Instituto de Investigación Sanitaria Aragón (IIS Aragón), Aragón, Spain; Centro de Investigación Biomédica en Red de Fisiopatología de la Obesidad y Nutrición (CIBERObn), Madrid, Spain
| | - Marcela González-Gross
- ImFINE Research Group, Department of Health and Human Performance, Universidad Politécnica de Madrid, Madrid, Spain
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Bahari T, Uemura H, Katsuura-Kamano S, Yamaguchi M, Nakamoto M, Miki K, Ishizu M, Arisawa K. Nutrient-Derived Dietary Patterns and Their Association With Metabolic Syndrome in a Japanese Population. J Epidemiol 2017; 28:194-201. [PMID: 29151477 PMCID: PMC5865010 DOI: 10.2188/jea.je20170010] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Background Nutrients have been proposed to be related to metabolic syndrome (MetS). The aims of this study were to identify dietary patterns that correlated with several nutrients using reduced rank regression (RRR) and to examine the association between extracted dietary patterns and prevalence of MetS in a Japanese population. Methods The study population comprised 1,092 Japanese men and women (35–69 years old) who had participated in the baseline survey of the Japan Multi-Institutional Collaborative Cohort Study in Tokushima Prefecture. Dietary patterns were derived with RRR using 46 food items as predictors and six established nutrients (potassium, calcium, vitamin D, vitamin C, insoluble dietary fiber, and carotene) as response variables. Associations between extracted dietary patterns and MetS were then examined with logistic regression models. Results Among the six dietary patterns, dietary pattern 1 (DP1) explained the largest proportion (60.1%) of variance in the six nutrients. Therefore, only DP1 was selected for further analysis. DP1 was characterized by high intake frequency of vegetables, fruits, fish and small fish, natto (fermented soybeans), and deep-fried tofu. After adjustment for potential confounders, significant inverse associations were found between DP1 score and MetS (odds ratio [OR] for each quartile: 1.00, 0.58, 0.60, 0.52; Ptrend = 0.02); DP1 and high blood pressure (Ptrend = 0.0002); and DP1 and high blood glucose (Ptrend = 0.02). Conclusion A dietary pattern characterized by high intake of vegetables, fruits, fish and small fish, natto, and deep-fried tofu was associated with reduced prevalence of MetS in a Japanese population.
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Affiliation(s)
- Tirani Bahari
- Department of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School
| | - Hirokazu Uemura
- Department of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School
| | - Sakurako Katsuura-Kamano
- Department of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School
| | - Miwa Yamaguchi
- Department of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School
| | - Mariko Nakamoto
- Department of Public Health and Applied Nutrition, Institute of Biomedical Sciences, Tokushima University Graduate School
| | - Keisuke Miki
- Department of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School
| | - Masashi Ishizu
- Department of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School
| | - Kokichi Arisawa
- Department of Preventive Medicine, Institute of Biomedical Sciences, Tokushima University Graduate School
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Thiele S, Peltner J, Richter A, Mensink GBM. Food purchase patterns: empirical identification and analysis of their association with diet quality, socio-economic factors, and attitudes. Nutr J 2017; 16:69. [PMID: 29025418 PMCID: PMC5639753 DOI: 10.1186/s12937-017-0292-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2017] [Accepted: 10/05/2017] [Indexed: 11/23/2022] Open
Abstract
Background Empirically derived food purchase patterns provide information about which combinations of foods were purchased from households. The objective of this study was to identify what kinds of patterns exist, which level of diet quality they represent and which factors are associated with the patterns. Methods The study made use of representative German consumption data in which approximately 12 million food purchases from 13,125 households are recorded. In accordance with healthy diet criteria the food purchases were assigned to 18 food groups of the German Food Pyramid. Based on these groups a factor analysis with a principal component technique was applied to identify food patterns. For these patterns nutrient and energy densities were examined. Using regression analysis, associations between pattern scores and socio-economic as well as attitude variables, reflecting personal statements about healthy eating, were analyzed. Results In total, three food purchase patterns could be identified: a natural, a processed and a traditional one. The first one was characterized by a higher purchasing of natural foods, the second by an increased purchasing of processed foods and the third by a meat-oriented diet. In each pattern there were specific diet quality criteria that could be improved whereas others were in line with actual dietary guidelines. In addition to socio-demographic factors, attitudes were significantly associated with the purchase patterns. Conclusions The findings of this study are interesting from a public health perspective, as it can be assumed that measures focusing on specific aspects of diet quality are more promising than general ones. However, it is a major challenge to identify the population groups with their specific needs of improvement. As the patterns were associated with both socio-economic and attitude variables these grouping criteria could be used to define target groups.
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Affiliation(s)
- Silke Thiele
- Department of Food Economics and Consumption Studies, University of Kiel, Olshausenstrasse 40, D-24098, Kiel, Germany. .,ife, Institute of Food Economics, Fraunhoferstrasse 13, D-24118, Kiel, Germany.
| | - Jonas Peltner
- Department of Food Economics and Consumption Studies, University of Kiel, Olshausenstrasse 40, D-24098, Kiel, Germany
| | - Almut Richter
- Department of Epidemiology and Health Monitoring, Robert Koch Institute Berlin, Post box 65 02 61, D-13302, Berlin, Germany
| | - Gert B M Mensink
- Department of Epidemiology and Health Monitoring, Robert Koch Institute Berlin, Post box 65 02 61, D-13302, Berlin, Germany
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Borges CA, Rinaldi AE, Conde WL, Mainardi GM, Behar D, Slater B. Dietary patterns: a literature review of the methodological characteristics of the main step of the multivariate analyzes. REVISTA BRASILEIRA DE EPIDEMIOLOGIA 2017; 18:837-57. [PMID: 26982299 DOI: 10.1590/1980-5497201500040013] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2015] [Accepted: 05/14/2015] [Indexed: 12/25/2022] Open
Abstract
OBJECTIVE To describe the solutions adopted in the multiple steps of the use of multivariate techniques to obtain a dietary pattern (DP) concerning: the objective of the studies, the selection of the method for measuring food intake, the criteria for grouping the foods, the number of food groups used, the number of DP obtained, and the nomenclature criteria. METHODS The articles were selected from MEDLINE and Lilacs scientific databases using the following keywords: "dietary patterns" versus "factor analysis"; "principal components analysis"; "cluster analysis" and "reduced regression rank." The initial search resulted in 1,752 articles. After inclusion and exclusion criteria, 189 publications were selected. RESULTS The following aspects were relevant among the studies: the prevalence of the principal component analysis (PCA); the prevalence of the use of 4 to 5 DPs in the studies of association with health outcomes; the use of 30 or more food groups from the food frequency questionnaire (FFQ); the prevalence of studies that associated DPs with health outcomes and socioeconomic factors; and the heterogeneity of criteria used throughout the analytical stages of the multivariate techniques. CONCLUSION The heterogeneity between the publications concentrates on the criteria for food grouping, the nomenclature, and the number of dietary patterns calculated, which varied depending on the number of food groups present in these analyses. To understand, apply, and explore in full, the multivariate techniques has become necessary in order to improve the reliability of the results and, consequently, to improve the relationships with health outcomes and socioeconomic factors.
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Affiliation(s)
| | - Ana Elisa Rinaldi
- Faculdade de Saúde Pública, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Wolney Lisboa Conde
- Departamento de Nutrição, Faculdade de Saúde Pública, Universidade de São Paulo, São Paulo, SP, Brazil
| | | | - Dora Behar
- Faculdade de Saúde Pública, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Betzabeth Slater
- Departamento de Nutrição, Faculdade de Saúde Pública, Universidade de São Paulo, São Paulo, SP, Brazil
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Associations between dietary patterns and serum lipids, apo and C-reactive protein in an adult population: evidence from a multi-city cohort in South America. Br J Nutr 2017; 117:548-555. [PMID: 28382894 DOI: 10.1017/s0007114517000514] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Several previous epidemiological studies from developed countries have shown that an unhealthy dietary pattern affects plasma lipid levels and inflammation biomarkers. We assessed the cross-sectional associations between dietary patterns and cardiovascular risk factors among 961 adults from a multi-city cohort in South America. We conducted a principal component analysis to derive dietary patterns. As outcomes, we examined plasma levels of apo A-I, apo B, high-sensitivity C-reactive protein (hs-CRP), LDL-, HDL- and serum total cholesterol and TAG. The crude and adjusted changes in each outcome were estimated for quartiles of dietary patterns using multivariable linear regression models. The prudent pattern (PP) characterised by higher intake of fruits, vegetables, fish, seafood, whole cereal and low-fat dairy products was associated with reduced plasma concentrations of apo B (-8·5 mg/l), total cholesterol (-18·8 mg/dl) and LDL-cholesterol (-16·5 mg/dl) and hs-CRP (-1·6 mg/l) in men. In women also reduced plasma concentrations of apo B (-6·6 mg/l), total (-12·0 mg/dl) and LDL (-9·3 mg/dl). The 'Western-like' pattern characterised by higher intake of eggs, pastry and cakes, pizza, snacks, refined grains, red meat, vegetable oils and poultry was not significantly associated with any of the selected serum lipid or inflammatory biomarkers. The explained variances were 10·3 and 7·4 %, respectively. The PP was associated with better lipid profile, mainly lower atherogenic particles (apo B) and LDL-cholesterol and serum total cholesterol. This study provides possible evidence of a prudent diet in South American populations to help reduce the burden of CVD.
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Jacobs S, Kroeger J, Schulze MB, Frank LK, Franke AA, Cheng I, Monroe KR, Haiman CA, Kolonel LN, Wilkens LR, Le Marchand L, Boushey CJ, Maskarinec G. Dietary Patterns Derived by Reduced Rank Regression Are Inversely Associated with Type 2 Diabetes Risk across 5 Ethnic Groups in the Multiethnic Cohort. Curr Dev Nutr 2017; 1:e000620. [PMID: 29955702 PMCID: PMC5998352 DOI: 10.3945/cdn.117.000620] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2017] [Revised: 02/22/2017] [Accepted: 04/17/2007] [Indexed: 12/15/2022] Open
Abstract
Background: Reduced rank regression (RRR) is an approach to identify dietary patterns associated with biochemical markers and risk of type 2 diabetes (T2D). Objective: We aimed to derive dietary patterns associated with adiponectin, leptin, C-reactive protein (CRP), and triglycerides (TGs) and to examine the prospective associations of these patterns with T2D risk in 5 ethnic/racial groups with differences in T2D rates. Methods: The Multiethnic Cohort (MEC) included 215,831 African-American, Japanese-American, Latino, Native Hawaiian, and white adults living in Hawaii and California who completed a validated quantitative food-frequency questionnaire in 1993-1996. T2D status was based on self-report with confirmation by administrative data. Serum CRP and TGs and plasma adiponectin and leptin were measured ∼10 y after baseline in a subset (n = 10,008) of participants. RRR was applied to dietary data and biomarker information of 10,008 MEC participants in the combined population and in each ethnic/racial group. RRR-derived dietary patterns, simplified by removal of foods that were not found to be important, were subsequently evaluated for association with T2D risk in 155,316 cohort members (8687 incident T2D cases diagnosed by 2010) by using Cox proportional hazards regression. Results: Combining ethnic/racial groups, we identified a dietary pattern low in processed and red meat, sugar-sweetened beverages, diet soft drinks, and white rice and high in whole grains, fruit, yellow-orange vegetables, green vegetables, and low-fat dairy that was inversely associated with CRP, TGs, and leptin and positively related to adiponectin. Comparing extreme tertiles, the dietary pattern predicted a 16-28% significantly lower T2D risk in the combined study population and also separately in African Americans, Japanese Americans, Latinos, Native Hawaiians, and whites. Ethnicity-specific derived patterns varied only modestly from the overall pattern and resulted in comparable associations with T2D. Conclusion: This identified dietary pattern may lower T2D risk through its impact on adipokines, by lowering chronic inflammation and dyslipidemia across 5 ethnic/racial groups.
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Affiliation(s)
- Simone Jacobs
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
- Epidemiology and Biostatistics Unit, Institute of Public Health, Heidelberg University, Heidelberg, Germany
| | - Janine Kroeger
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
- German Center for Diabetes Research (DZD), Munich-Neuherberg, Germany
| | - Matthias B Schulze
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
- German Center for Diabetes Research (DZD), Munich-Neuherberg, Germany
| | - Laura K Frank
- Unit of Social Determinants of Health, Department of Epidemiology and Health Monitoring, Robert Koch Institute, Berlin, Germany
| | - Adrian A Franke
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
| | - Iona Cheng
- Cancer Prevention Institute of California, Fremont, CA
| | - Kristine R Monroe
- Department of Preventive Medicine, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Christopher A Haiman
- Department of Preventive Medicine, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | | | - Lynne R Wilkens
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
| | - Loic Le Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
| | - Carol J Boushey
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
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Wang D, Hawley NL, Thompson AA, Lameko V, Reupena MS, McGarvey ST, Baylin A. Dietary Patterns Are Associated with Metabolic Outcomes among Adult Samoans in a Cross-Sectional Study. J Nutr 2017; 147:628-635. [PMID: 28202634 PMCID: PMC5368585 DOI: 10.3945/jn.116.243733] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Revised: 11/30/2016] [Accepted: 01/24/2017] [Indexed: 01/25/2023] Open
Abstract
Background: The Samoan population has been undergoing a nutrition transition toward more imported and processed foods and a more sedentary lifestyle.Objectives: We aimed to identify dietary patterns in Samoa and to evaluate their associations with metabolic outcomes.Methods: The sample of this cross-sectional study includes 2774 Samoan adults recruited in 2010 (1104 with metabolic syndrome compared with 1670 without). Principal component analysis on food items from a 104-item food-frequency questionnaire was used to identify dietary patterns. Adjusted least squares means of each component of metabolic syndrome were estimated by quintiles of factor scores for each dietary pattern. Metabolic syndrome status was regressed on quintiles of scores by using log-binomial models to obtain prevalence ratios.Results: We identified a modern pattern, a mixed-traditional pattern, and a mixed-modern pattern. The modern pattern included a high intake of imported and processed foods, including pizza, cheeseburgers, margarine, sugary drinks, desserts, snacks, egg products, noodles, nuts, breads, and cakes and a low intake of traditional agricultural products and fish. The mixed-traditional pattern had a high intake of neotraditional foods, including fruits, vegetables, soup, poultry, and fish, and imported and processed foods, including dairy products, breads, and cakes. The mixed-modern pattern was loaded with imported and processed foods, including pizza, cheeseburgers, red meat, egg products, noodles, and grains, but also with neotraditional foods, such as seafood and coconut. It also included a low intake of fish, tea, coffee, soup, and traditional agricultural staples. Higher adherence to the mixed-modern pattern was associated with lower abdominal circumference (P-trend < 0.0001), lower serum triglycerides (P-trend = 0.03), and higher serum HDL cholesterol (P-trend = 0.0003). The mixed-modern pattern was inversely associated with prevalence of metabolic syndrome (the highest quintile: prevalence ratio = 0.79; 95% CI: 0.69, 0.91; P-trend = 0.006).Conclusion: Mixed dietary patterns containing healthier foods, rather than a largely imported and processed modern diet, may help prevent metabolic syndrome in Samoa.
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Affiliation(s)
| | - Nicola L Hawley
- Department of Chronic Disease Epidemiology, School of Public Health, and
| | | | | | | | - Stephen T McGarvey
- International Health Institute and Department of Epidemiology, Brown University, Providence, RI
| | - Ana Baylin
- Departments of Epidemiology and .,Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI
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Using reduced rank regression methods to identify dietary patterns associated with obesity: a cross-country study among European and Australian adolescents. Br J Nutr 2017; 117:295-305. [PMID: 28166853 DOI: 10.1017/s0007114516004669] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
This study aims to examine repeatability of reduced rank regression (RRR) methods in calculating dietary patterns (DP) and cross-sectional associations with overweight (OW)/obesity across European and Australian samples of adolescents. Data from two cross-sectional surveys in Europe (2006/2007 Healthy Lifestyle in Europe by Nutrition in Adolescence study, including 1954 adolescents, 12-17 years) and Australia (2007 National Children's Nutrition and Physical Activity Survey, including 1498 adolescents, 12-16 years) were used. Dietary intake was measured using two non-consecutive, 24-h recalls. RRR was used to identify DP using dietary energy density, fibre density and percentage of energy intake from fat as the intermediate variables. Associations between DP scores and body mass/fat were examined using multivariable linear and logistic regression as appropriate, stratified by sex. The first DP extracted (labelled 'energy dense, high fat, low fibre') explained 47 and 31 % of the response variation in Australian and European adolescents, respectively. It was similar for European and Australian adolescents and characterised by higher consumption of biscuits/cakes, chocolate/confectionery, crisps/savoury snacks, sugar-sweetened beverages, and lower consumption of yogurt, high-fibre bread, vegetables and fresh fruit. DP scores were inversely associated with BMI z-scores in Australian adolescent boys and borderline inverse in European adolescent boys (so as with %BF). Similarly, a lower likelihood for OW in boys was observed with higher DP scores in both surveys. No such relationships were observed in adolescent girls. In conclusion, the DP identified in this cross-country study was comparable for European and Australian adolescents, demonstrating robustness of the RRR method in calculating DP among populations. However, longitudinal designs are more relevant when studying diet-obesity associations, to prevent reverse causality.
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Dietary patterns by reduced rank regression are associated with obesity and hypertension in Australian adults. Br J Nutr 2017; 117:248-259. [DOI: 10.1017/s0007114516004505] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
AbstractEvidence linking dietary patterns (DP) and obesity and hypertension prevalence is inconsistent. We aimed to identify DP derived from energy density, fibre and sugar intakes, as well as Na, K, fibre, SFA and PUFA, and investigate associations with obesity and hypertension. Adults (n 4908) were included from the cross-sectional Australian Health Survey 2011–2013. Two 24-h dietary recalls estimated food and nutrient intakes. Reduced rank regression derived DP with dietary energy density (DED), fibre density and total sugar intake as response variables for obesity and Na:K, SFA:PUFA and fibre density as variables for hypertension. Poisson regression investigated relationships between DP and prevalence ratios (PR) of overweight/obesity (BMI≥25 kg/m2) and hypertension (blood pressure≥140/90 mmHg). Obesity-DP1 was positively correlated with fibre density and sugars and inversely with DED. Obesity-DP2 was positively correlated with sugars and inversely with fibre density. Individuals in the highest tertile of Obesity-DP1 and Obesity-DP2, compared with the lowest, had lower (PR 0·88; 95 % CI 0·81, 0·95) and higher (PR 1·09; 95 % CI 1·01, 1·18) prevalence of obesity, respectively. Na:K and SFA:PUFA were positively correlated with Hypertension-DP1 and inversely correlated with Hypertension-DP2, respectively. There was a trend towards higher hypertension prevalence in the highest tertile of Hypertension-DP1 compared with the lowest (PR 1·18; 95 % CI 0·99, 1·41). Hypertension-DP2 was not associated with hypertension. Obesity prevalence was inversely associated with low-DED, high-fibre and high-sugar (natural sugars) diets and positively associated with low-fibre and high-sugar (added sugars) diets. Hypertension prevalence was higher on low-fibre and high-Na and SFA diets.
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Associations between explorative dietary patterns and serum lipid levels and their interactions with ApoA5 and ApoE haplotype in patients with recently diagnosed type 2 diabetes. Cardiovasc Diabetol 2016; 15:138. [PMID: 27677442 PMCID: PMC5039878 DOI: 10.1186/s12933-016-0455-9] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Accepted: 09/20/2016] [Indexed: 01/09/2023] Open
Abstract
Aims In patients with type 2 diabetes (T2D), responsiveness of serum lipid concentrations to dietary patterns may vary by genotype. The aims of the present study were to identify explorative dietary patterns and to examine their independent associations with serum lipid levels and interactions with apolipoprotein (Apo)A5 and ApoE variants among patients recently diagnosed with T2D. Methods Within a cross-sectional analysis, participants of the German Diabetes Study (n = 348) with mean T2D duration of 6 months were investigated for fasting serum lipid levels, ApoA5 and ApoE genotypes; food consumption frequencies were assessed by a food propensity questionnaire. Dietary patterns were derived using principal component analysis (PCA) and reduced rank regression (RRR), which extracts patterns explaining variation in serum lipid concentrations. Results PCA yielded interpretable dietary patterns which were, however, not related to serum lipid levels. Relevance of the RRR patterns varied by genotype: a preferred consumption of fruit gum, fruit juice, and potato dumpling, whilst avoiding fruits and vegetables independently associated with higher triglyceride levels among ApoA5*2. Patients in the highest compared to the lowest tertile of pattern adherence had 99 % higher triglycerides. Lower consumption frequencies of butter, cream cake, French fries, or high-percentage alcoholic beverages were independently related to lower LDL-cholesterol among ApoE2 carriers, with those in the highest compared to the lowest tertile of pattern adherence having 40 % lower LDL-cholesterol (both Pinteraction < 0.05). Conclusions Our explorative data analyses suggest that associations of dietary patterns with triglycerides and LDL-cholesterol differ by ApoA5 and ApoE haplotype in recently diagnosed T2D. Trial registration Clinicaltrials.gov: NCT01055093. Date of registration: January 22, 2010 (retrospectively registered). Date of enrolment of first participant to the trial: September 2005 Electronic supplementary material The online version of this article (doi:10.1186/s12933-016-0455-9) contains supplementary material, which is available to authorized users.
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Sauvageot N, Leite S, Alkerwi A, Sisanni L, Zannad F, Saverio S, Donneau AF, Albert A, Guillaume M. Association of Empirically Derived Dietary Patterns with Cardiovascular Risk Factors: A Comparison of PCA and RRR Methods. PLoS One 2016; 11:e0161298. [PMID: 27548287 PMCID: PMC4993423 DOI: 10.1371/journal.pone.0161298] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2016] [Accepted: 08/01/2016] [Indexed: 01/31/2023] Open
Abstract
Introduction Principal component analysis is used to determine dietary behaviors of a population whereas reduced rank regression is used to construct disease-related dietary patterns. This study aimed to compare both types of DP and theirs associations with cardiovascular risk factors (CVRF). Materiel and Methods Data were derived from the cross sectional NESCAV (Nutrition, Environment and Cardiovascular Health) study, aiming to describe the cardiovascular health of the Greater region’s population (Grand duchy of Luxembourg, Wallonia (Belgium), Lorraine (France)). 2298 individuals were included for this study and dietary intake was assessed using a 134-item food frequency questionnaire. Results We found that CVRF-related patterns also reflect eating behaviours of the population. Comparing concordant food groups between both dietary pattern methods, a diet high in fruits, oleaginous and dried fruits, vegetables, olive oil, fats rich in omega 6 and tea and low in fried foods, lean and fatty meat, processed meat, ready meal, soft drink and beer was associated with lower prevalence of CVRF. In the opposite, a pattern characterized by high intakes of fried foods, meat, offal, beer, wine and aperitifs and spirits, and low intakes of cereals, sugar and sweets and soft drinks was associated with higher prevalence of CVRF. Conclusion In sum, we found that a “Prudent” and “Animal protein and alcohol” patterns were both associated with CVRF and behaviourally meaningful. Moreover, the relationships of those dietary patterns with lifestyle characteristics support the theory that food choices are part of a larger pattern of healthy lifestyle.
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Affiliation(s)
| | - Sonia Leite
- Luxembourg Institute of Health (LIH), Strassen, Luxembourg
| | - Ala’a Alkerwi
- Luxembourg Institute of Health (LIH), Strassen, Luxembourg
| | - Leila Sisanni
- APHP, Department of Neurology and Stroke center, Bichat Hospital, INSERM LVTS-U1148, DHU FIRE, Université Paris-Diderot, Sorbonne-Paris Cité, Paris, France
| | - Faiez Zannad
- Hypertension Unit, Département des maladies cardiovasculaires, Centre Hospitalier Universitaire, Vandœuvre-lès-Nancy, France
| | | | | | - Adelin Albert
- Ecole de Santé Publique, Université de Liège, Liège, Belgium
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Tabung FK, Smith-Warner SA, Chavarro JE, Wu K, Fuchs CS, Hu FB, Chan AT, Willett WC, Giovannucci EL. Development and Validation of an Empirical Dietary Inflammatory Index. J Nutr 2016; 146:1560-70. [PMID: 27358416 PMCID: PMC4958288 DOI: 10.3945/jn.115.228718] [Citation(s) in RCA: 303] [Impact Index Per Article: 33.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2016] [Accepted: 05/23/2016] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Knowledge on specific biological pathways mediating disease occurrence (e.g., inflammation) may be utilized to construct hypotheses-driven dietary patterns that take advantage of current evidence on disease-related hypotheses and the statistical methods of a posteriori patterns. OBJECTIVE We developed and validated an empirical dietary inflammatory index (EDII) based on food groups. METHODS We entered 39 pre-defined food groups in reduced rank regression models followed by stepwise linear regression analyses in the Nurses' Health Study (NHS, n = 5230) to identify a dietary pattern most predictive of 3 plasma inflammatory markers: interleukin-6 (IL-6), C-reactive protein (CRP), and tumor necrosis factor α receptor 2 (TNFαR2). We evaluated the construct validity of the EDII in 2 independent samples from NHS-II (n = 1002) and Health Professionals Follow-up Study (HPFS, n = 2632) using multivariable-adjusted linear regression models to examine how well the EDII predicted concentrations of IL-6, CRP, TNFαR2, adiponectin, and an overall inflammatory marker score combining all biomarkers. RESULTS The EDII is the weighted sum of 18 food groups; 9 are anti-inflammatory and 9 proinflammatory. In NHS-II and HPFS, the EDII significantly predicted concentrations of all biomarkers. For example, the relative concentrations comparing extreme EDII quintiles in NHS-II were: adiponectin, 0.88 (95% CI, 0.80, 0.96), P-trend = 0.003; and CRP, 1.52 (95% CI, 1.18, 1.97), P-trend = 0.002. Corresponding associations in HPFS were: 0.87 (95% CI, 0.82, 0.92), P-trend < 0.0001; and 1.23 (95% CI, 1.09, 1.40), P-trend = 0.002. CONCLUSION The EDII represents, to our knowledge, a novel, hypothesis-driven, empirically derived dietary pattern that assesses diet quality based on its inflammatory potential. Its strong construct validity in independent samples of women and men indicates its usefulness in assessing the inflammatory potential of whole diets. Additionally, the EDII may be calculated in a standardized and reproducible manner across different populations thus circumventing a major limitation of dietary patterns derived from the same study in which they are applied.
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Affiliation(s)
- Fred K Tabung
- Department of Nutrition and Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA;
| | - Stephanie A Smith-Warner
- Department of Nutrition and,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA
| | - Jorge E Chavarro
- Department of Nutrition and,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA;,Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA;,Department of Medicine, Harvard Medical School, Boston, MA
| | | | - Charles S Fuchs
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA;,Department of Medicine, Harvard Medical School, Boston, MA;,Department of Medical Oncology, Dana–Farber Cancer Institute, Boston, MA; and
| | - Frank B Hu
- Department of Nutrition and,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA;,Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA;,Department of Medicine, Harvard Medical School, Boston, MA
| | - Andrew T Chan
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA;,Division of Gastroenterology and,Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, Boston, MA
| | - Walter C Willett
- Department of Nutrition and,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA;,Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA;,Department of Medicine, Harvard Medical School, Boston, MA
| | - Edward L Giovannucci
- Department of Nutrition and,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA;,Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA;,Department of Medicine, Harvard Medical School, Boston, MA
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Voortman T, Leermakers ETM, Franco OH, Jaddoe VWV, Moll HA, Hofman A, van den Hooven EH, Kiefte-de Jong JC. A priori and a posteriori dietary patterns at the age of 1 year and body composition at the age of 6 years: the Generation R Study. Eur J Epidemiol 2016; 31:775-83. [PMID: 27384175 PMCID: PMC5005385 DOI: 10.1007/s10654-016-0179-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2016] [Accepted: 06/29/2016] [Indexed: 12/14/2022]
Abstract
Dietary patterns have been linked to obesity in adults, however, not much is known about this association in early childhood. We examined associations of different types of dietary patterns in 1-year-old children with body composition at school age in 2026 children participating in a population-based cohort study. Dietary intake at the age of 1 year was assessed with a food-frequency questionnaire. At the children's age of 6 years we measured their body composition with dual-energy X-ray absorptiometry and we calculated body mass index, fat mass index (FMI), and fat-free mass index (FFMI). Three dietary pattern approaches were used: (1) An a priori-defined diet quality score; (2) dietary patterns based on variation in food intake, derived from principal-component-analysis (PCA); and (3) dietary patterns based on variations in FMI and FFMI, derived with reduced-rank-regression (RRR). Both the a priori-defined diet score and a 'Health-conscious' PCA-pattern were characterized by a high intake of fruit, vegetables, grains, and vegetable oils, and, after adjustment for confounders, children with higher adherence to these patterns had a higher FFMI at 6 years [0.19 SD (95 % CI 0.08;0.30) per SD increase in diet score], but had no different FMI. One of the two RRR-patterns was also positively associated with FFMI and was characterized by intake of whole grains, pasta and rice, and vegetable oils. Our results suggest that different a priori- and a posteriori-derived health-conscious dietary patterns in early childhood are associated with a higher fat-free mass, but not with fat mass, in later childhood.
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Grants
- The design of the Generation R Study was made possible with financial support from the Erasmus Medical Center, Rotterdam; the Erasmus University, Rotterdam; the Dutch Ministry of Health, Welfare and Sport; and the Netherlands Organization for Health Research and Development (ZonMw).
- The authors TV, ETML, OHF, EHH, and JCKJ work in ErasmusAGE, a research centre funded by Nestlé Nutrition (Nestec Ltd.), Metagenics Inc. and AXA. The funders had no role in design or conduct of the study; collection, management, analysis, or interpretation of the data; or preparation, review or approval of the manuscript.
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Affiliation(s)
- Trudy Voortman
- The Generation R Study Group, Erasmus MC, University Medical Center, Rotterdam, the Netherlands.
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands.
| | - Elisabeth T M Leermakers
- The Generation R Study Group, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
| | - Vincent W V Jaddoe
- The Generation R Study Group, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
- Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
| | - Henriette A Moll
- Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
| | - Edith H van den Hooven
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
| | - Jessica C Kiefte-de Jong
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands
- Leiden University College, The Hague, the Netherlands
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40
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Ward KA, Prentice A, Kuh DL, Adams JE, Ambrosini GL. Life Course Dietary Patterns and Bone Health in Later Life in a British Birth Cohort Study. J Bone Miner Res 2016; 31:1167-76. [PMID: 26817442 PMCID: PMC4982044 DOI: 10.1002/jbmr.2798] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2015] [Revised: 01/20/2016] [Accepted: 01/22/2016] [Indexed: 01/16/2023]
Abstract
Evidence for the contribution of individual foods and nutrients to bone health is weak. Few studies have considered hypothesis-based dietary patterns and bone health. We investigated whether a protein-calcium-potassium-rich (PrCaK-rich) dietary pattern over the adult life course, was positively associated with bone outcomes at 60 to 64 years of age. Diet diaries were collected at ages 36, 46, 53, and 60 to 64 years in 1263 participants (661 women) from the MRC National Survey of Health and Development. DXA and pQCT measurements were obtained at age 60 to 64 years, including size-adjusted bone mineral content (SA-BMC) and volumetric bone mineral density (vBMD). A food-based dietary pattern best explaining dietary calcium, potassium, and protein intakes (g/1000 kcal) was identified using reduced rank regression. Dietary pattern Z-scores were calculated for each individual, at each time point. Individual trajectories in dietary pattern Z-scores were modeled to summarize changes in Z-scores over the study period. Regression models examined associations between these trajectories and bone outcomes at age 60 to 64 years, adjusting for baseline dietary pattern Z-score and other confounders. A consistent PrCaK-rich dietary pattern was identified within the population, over time. Mean ± SD dietary pattern Z-scores at age 36 years and age 60 to 64 years were -0.32 ± 0.97 and 2.2 ± 1.5 (women) and -0.35 ± 0.98 and 1.7 ± 1.6 (men), respectively. Mean trajectory in dietary pattern Z-scores ± SD was 0.07 ± 0.02 units/year. Among women, a 0.02-SD unit/year higher trajectory in dietary pattern Z-score over time was associated with higher SA-BMC (spine 1.40% [95% CI, 0.30 to 2.51]; hip 1.35% [95% CI, 0.48 to 2.23]), and vBMD (radius 1.81% [95% CI, 0.13 to 3.50]) at age 60 to 64 years. No statistically significant associations were found in men. During adulthood, an increasing score for a dietary pattern rich in protein, calcium, and potassium was associated with greater SA-BMC at fracture-prone sites in women. This study emphasizes the importance of these nutrients, within the context of the whole diet, to bone health. © 2016 The Authors. Journal of Bone and Mineral Research published by Wiley Periodicals, Inc. on behalf of American Society for Bone and Mineral Research (ASBMR).
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Affiliation(s)
| | | | - Diana L Kuh
- MRC Unit for Lifelong Healthy Ageing at University College London, London, UK
| | - Judith E Adams
- Manchester Academic Health Sciences & University of Manchester, Central Manchester University Hospitals NHS Foundation Trust, Manchester, UK
| | - Gina L Ambrosini
- MRC Human Nutrition Research, Cambridge, UK.,School of Population Health, The University of Western Australia, Perth, Australia
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41
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Shin D, Lee KW, Song WO. Dietary Patterns during Pregnancy Are Associated with Risk of Gestational Diabetes Mellitus. Nutrients 2015; 7:9369-82. [PMID: 26569302 PMCID: PMC4663600 DOI: 10.3390/nu7115472] [Citation(s) in RCA: 101] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Revised: 11/01/2015] [Accepted: 11/04/2015] [Indexed: 12/14/2022] Open
Abstract
Maternal dietary patterns before and during pregnancy play important roles in the development of gestational diabetes mellitus (GDM). We aimed to identify dietary patterns during pregnancy that are associated with GDM risk in pregnant U.S. women. From a 24 h dietary recall of 253 pregnant women (16–41 years) included in the National Health and Nutrition Examination Survey (NHANES) 2003–2012, food items were aggregated into 28 food groups based on Food Patterns Equivalents Database. Three dietary patterns were identified by reduced rank regression with responses including prepregnancy body mass index (BMI), dietary fiber, and ratio of poly- and monounsaturated fatty acids to saturated fatty acid: “high refined grains, fats, oils and fruit juice”, “high nuts, seeds, fat and soybean; low milk and cheese”, and “high added sugar and organ meats; low fruits, vegetables and seafood”. GDM was diagnosed using fasting plasma glucose levels ≥5.1 mmol/L for gestation <24 weeks. Multivariable logistic regression models were used to estimate adjusted odds ratio (AOR) and 95% confidence intervals (CIs) for GDM, after controlling for maternal age, race/ethnicity, education, family poverty income ratio, marital status, prepregnancy BMI, gestational weight gain, energy intake, physical activity, and log-transformed C-reactive protein (CRP). All statistical analyses accounted for the appropriate survey design and sample weights of the NHANES. Of 249 pregnant women, 34 pregnant women (14%) had GDM. Multivariable AOR (95% CIs) of GDM for comparisons between the highest vs. lowest tertiles were 4.9 (1.4–17.0) for “high refined grains, fats, oils and fruit juice” pattern, 7.5 (1.8–32.3) for “high nuts, seeds, fat and soybean; low milk and cheese” pattern, and 22.3 (3.9–127.4) for “high added sugar and organ meats; low fruits, vegetables and seafood” pattern after controlling for maternal sociodemographic variables, prepregnancy BMI, gestational weight gain, energy intake and log-transformed CRP. These findings suggest that dietary patterns during pregnancy are associated with risk of GDM after controlling for potential confounders. The observed connection between a high consumption of refined grains, fat, added sugars and low intake of fruits and vegetables during pregnancy with higher odds for GDM, are consistent with general health benefits of healthy diets, but warrants further research to understand underlying pathophysiology of GDM associated with dietary behaviors during pregnancy.
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Affiliation(s)
- Dayeon Shin
- Department of Food Science and Human Nutrition, Michigan State University, 469 Wilson Road, Trout FSHN Building, East Lansing, MI 48824, USA.
| | - Kyung Won Lee
- Department of Food Science and Human Nutrition, Michigan State University, 469 Wilson Road, Trout FSHN Building, East Lansing, MI 48824, USA.
| | - Won O Song
- Department of Food Science and Human Nutrition, Michigan State University, 469 Wilson Road, Trout FSHN Building, East Lansing, MI 48824, USA.
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42
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Zhang XY, Shu L, Si CJ, Yu XL, Liao D, Gao W, Zhang L, Zheng PF. Dietary Patterns, Alcohol Consumption and Risk of Coronary Heart Disease in Adults: A Meta-Analysis. Nutrients 2015; 7:6582-605. [PMID: 26262641 PMCID: PMC4555139 DOI: 10.3390/nu7085300] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2015] [Revised: 07/22/2015] [Accepted: 07/24/2015] [Indexed: 12/14/2022] Open
Abstract
Previous studies reported the potential associations between dietary patterns and the risk of coronary heart disease (CHD) in adulthood, however a consistent perspective has not been established to date. Herein, we carried out this meta-analysis to evaluate the associations between dietary patterns and the risk of CHD. MEDLINE and EBSCO were searched for relevant articles published up to April 2015. A total of 35 articles (reporting 37 original studies) met the inclusion criteria and were included in the present meta-analysis. The decreased risk of CHD was shown for the highest compared with the lowest categories of healthy/prudent dietary patterns (odds ratio (OR) = 0.67; 95% confidence interval (CI): 0.60, 0.75; p < 0.00001) and alcohol consumption (OR = 0.68; 95% CI: 0.59, 0.78; p < 0.00001). There was evidence of an increased risk of CHD in the highest compared with the lowest categories of the unhealthy/Western-type dietary patterns (OR = 1.45; 95% CI: 1.05, 2.01; p = 0.02). The results of this meta-analysis indicate that different dietary patterns may be associated with the risk of CHD.
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Affiliation(s)
- Xiao-Yan Zhang
- Department of Nutrition, Zhejiang Hospital, Hangzhou 310013, China.
| | - Long Shu
- Department of Nutrition, Zhejiang Hospital, Hangzhou 310013, China.
| | - Cai-Juan Si
- Department of Nutrition, Zhejiang Hospital, Hangzhou 310013, China.
| | - Xiao-Long Yu
- Department of Nutrition, Zhejiang Hospital, Hangzhou 310013, China.
| | - Dan Liao
- Department of Nutrition, Zhejiang Hospital, Hangzhou 310013, China.
| | - Wei Gao
- Department of Nutrition, Zhejiang Hospital, Hangzhou 310013, China.
| | - Lun Zhang
- Department of Nutrition, Zhejiang Hospital, Hangzhou 310013, China.
| | - Pei-Fen Zheng
- Department of Nutrition, Zhejiang Hospital, Hangzhou 310013, China.
- Department of Digestion, Zhejiang Hospital, Hangzhou 310013, China.
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43
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Frank LK, Jannasch F, Kröger J, Bedu-Addo G, Mockenhaupt FP, Schulze MB, Danquah I. A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population. Nutrients 2015. [PMID: 26198248 PMCID: PMC4517010 DOI: 10.3390/nu7075233] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Reduced rank regression (RRR) is an innovative technique to establish dietary patterns related to biochemical risk factors for type 2 diabetes, but has not been applied in sub-Saharan Africa. In a hospital-based case-control study for type 2 diabetes in Kumasi (diabetes cases, 538; controls, 668) dietary intake was assessed by a specific food frequency questionnaire. After random split of our study population, we derived a dietary pattern in the training set using RRR with adiponectin, HDL-cholesterol and triglycerides as responses and 35 food items as predictors. This pattern score was applied to the validation set, and its association with type 2 diabetes was examined by logistic regression. The dietary pattern was characterized by a high consumption of plantain, cassava, and garden egg, and a low intake of rice, juice, vegetable oil, eggs, chocolate drink, sweets, and red meat; the score correlated positively with serum triglycerides and negatively with adiponectin. The multivariate-adjusted odds ratio of type 2 diabetes for the highest quintile compared to the lowest was 4.43 (95% confidence interval: 1.87–10.50, p for trend < 0.001). The identified dietary pattern increases the odds of type 2 diabetes in urban Ghanaians, which is mainly attributed to increased serum triglycerides.
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Affiliation(s)
- Laura K Frank
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Arthur-Scheunert-Allee 114-116, 14558 Nuthetal, Germany.
| | - Franziska Jannasch
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Arthur-Scheunert-Allee 114-116, 14558 Nuthetal, Germany.
| | - Janine Kröger
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Arthur-Scheunert-Allee 114-116, 14558 Nuthetal, Germany.
| | - George Bedu-Addo
- Komfo Anokye Teaching Hospital, School of Medical Sciences, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana.
| | - Frank P Mockenhaupt
- Institute of Tropical Medicine and International Health, Charité-University Medicine Berlin, Campus Virchow-Klinikum, Augustenburger Platz 1, 13353 Berlin, Germany.
| | - Matthias B Schulze
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Arthur-Scheunert-Allee 114-116, 14558 Nuthetal, Germany.
| | - Ina Danquah
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Arthur-Scheunert-Allee 114-116, 14558 Nuthetal, Germany.
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44
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Appannah G, Pot GK, Huang RC, Oddy WH, Beilin LJ, Mori TA, Jebb SA, Ambrosini GL. Identification of a dietary pattern associated with greater cardiometabolic risk in adolescence. Nutr Metab Cardiovasc Dis 2015; 25:643-650. [PMID: 26026208 PMCID: PMC4510146 DOI: 10.1016/j.numecd.2015.04.007] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2014] [Revised: 04/17/2015] [Accepted: 04/20/2015] [Indexed: 12/19/2022]
Abstract
BACKGROUND AND AIMS Energy dense, high fat, low fibre diets may contribute to obesity in young people, however their relationships with other cardiometabolic risk factors are unclear. We examined associations between an 'energy-dense, high-fat and low-fibre' dietary pattern (DP) and cardiometabolic risk factors, and the tracking of this DP in adolescence. METHODS AND RESULTS Data was sourced from participants in the Western Australian Pregnancy (Raine) Cohort Study. At 14 and 17 y, dietary intake, anthropometric and biochemical data were measured and z-scores for an 'energy dense, high fat and low fibre' DP were estimated using reduced rank regression (RRR). Associations between DP z-scores and cardiometabolic risk factors were examined using regression models. Tracking of DP z-scores was assessed using Pearson's correlation coefficient. A 1 SD unit increase in DP z-score between 14 and 17 y was associated with a 20% greater odds of high metabolic risk (95% CI: 1.01, 1.41) and a 0.04 mmol/L higher fasting glucose in boys (95% CI: 0.01, 0.08); a 28% greater odds of a high-waist circumference (95% CI: 1.00, 1.63) in girls. An increase of 3% and 4% was observed for insulin and HOMA (95% CI: 1%, 7%), respectively, in boys and girls, for every 1 SD increase in DP z-score and independently of BMI. The DP showed moderate tracking between 14 and 17 y of age (r = 0.51 for boys, r = 0.45 for girls). CONCLUSION An 'energy dense, high fat, low fibre' DP is positively associated with cardiometabolic risk factors and tends to persist throughout adolescence.
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Affiliation(s)
- G Appannah
- Department of Nutrition and Dietetics, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang, Malaysia; Medical Research Council Human Nutrition Research, Cambridge, United Kingdom
| | - G K Pot
- Diabetes and Nutritional Sciences Division, School of Medicine, King's College London, London, United Kingdom
| | - R C Huang
- Telethon Kids Institute, The University of Western Australia, Perth, Western Australia, Australia
| | - W H Oddy
- Telethon Kids Institute, The University of Western Australia, Perth, Western Australia, Australia
| | - L J Beilin
- School of Medicine and Pharmacology, The University of Western Australia, Perth, Western Australia, Australia
| | - T A Mori
- School of Medicine and Pharmacology, The University of Western Australia, Perth, Western Australia, Australia
| | - S A Jebb
- Nuffield Department of Primary Care Health Sciences, University of Oxford, United Kingdom
| | - G L Ambrosini
- Medical Research Council Human Nutrition Research, Cambridge, United Kingdom; Telethon Kids Institute, The University of Western Australia, Perth, Western Australia, Australia; School of Population Health, The University of Western Australia, Perth, Western Australia, Australia.
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45
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Biesbroek S, van der A DL, Brosens MCC, Beulens JWJ, Verschuren WMM, van der Schouw YT, Boer JMA. Identifying cardiovascular risk factor-related dietary patterns with reduced rank regression and random forest in the EPIC-NL cohort. Am J Clin Nutr 2015; 102:146-54. [PMID: 25971717 DOI: 10.3945/ajcn.114.092288] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2014] [Accepted: 04/03/2015] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Several methods are used to determine dietary patterns. Hybrid methods incorporate information on nutrient intake or biological factors to extract patterns relevant to disease etiology. OBJECTIVE We explore differences between patterns derived with 2 hybrid methods with those obtained by a posteriori methods and compare associations of these patterns with coronary artery disease (CAD) and stroke risk. DESIGN Food-frequency questionnaires were used to estimate dietary intake in 34,644 participants of European Prospective Investigation into Cancer-Netherlands at baseline (1993-1997). Follow-up was complete until 31 December 2007. Hybrid methods to determine dietary patterns were reduced rank regression (RRR) and random forest with classification tree analysis (RF-CTA). Included risk factors were body mass index, total:high-density lipoprotein cholesterol ratio, and systolic blood pressure. Results were compared with those from principal component analysis (PCA) and k-means cluster analysis (KCA), respectively. RESULTS Both RRR and PCA derived a "Western," "prudent," and "traditional pattern." All RRR patterns were significantly associated with CAD risk [highest vs. lowest quartile factor score; HR: 1.45 (95% CI: 1.25, 1.69), 0.86 (0.74, 0.99), and 1.25 (1.07, 1.47), respectively]. Only the prudent RRR factor was statistically significant associated with stroke (HR: 0.76; 95% CI: 0.59, 0.97). From the PCA patterns, only the traditional pattern was associated with CAD (HR: 1.29; 95% CI: 1.11, 1.50). RF-CTA derived 7 dietary patterns that could be categorized as "Western-like," "prudent-like," and "traditional-like." KCA established a prudent and Western cluster. Compared with the RF-CTA "prudent-like 1" pattern, only the "traditional-like 1" pattern was associated with CAD (HR: 1.36; 955 CI: 1.12, 1.65). None of the RF-CTA groups were associated with stroke. Compared with the Western KCA cluster, the prudent cluster was not associated with CAD or stroke. CONCLUSION Including risk factors in RRR and RF-CTA resulted in small differences in food groups, contributing to similar patterns that showed in general stronger associations with CAD than PCA and KCA, respectively.
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Affiliation(s)
- Sander Biesbroek
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands, and
| | - Daphne L van der A
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands, and
| | - Marinka C C Brosens
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands, and
| | - Joline W J Beulens
- Julius Center, University Medical Center Utrecht, Utrecht, The Netherlands
| | - W M Monique Verschuren
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands, and
| | | | - Jolanda M A Boer
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands, and
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46
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Tabung FK, Steck SE, Zhang J, Ma Y, Liese AD, Agalliu I, Hingle M, Hou L, Hurley TG, Jiao L, Martin LW, Millen AE, Park HL, Rosal MC, Shikany JM, Shivappa N, Ockene JK, Hebert JR. Construct validation of the dietary inflammatory index among postmenopausal women. Ann Epidemiol 2015; 25:398-405. [PMID: 25900255 PMCID: PMC4433562 DOI: 10.1016/j.annepidem.2015.03.009] [Citation(s) in RCA: 301] [Impact Index Per Article: 30.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2014] [Revised: 02/09/2015] [Accepted: 03/12/2015] [Indexed: 02/03/2023]
Abstract
PURPOSE Many dietary factors have either proinflammatory or anti-inflammatory properties. We previously developed a dietary inflammatory index (DII) to assess the inflammatory potential of diet. In this study, we conducted a construct validation of the DII based on data from a food frequency questionnaire and three inflammatory biomarkers in a subsample of 2567 postmenopausal women in the Women's Health Initiative Observational Study. METHODS We used multiple linear and logistic regression models, controlling for potential confounders, to test whether baseline DII predicted concentrations of interleukin-6, high-sensitivity C-reactive protein (hs-CRP), tumor necrosis factor alpha receptor 2, or an overall biomarker score combining all three inflammatory biomarkers. RESULTS The DII was associated with the four biomarkers with beta estimates (95% confidence interval) comparing the highest with lowest DII quintiles as follows: interleukin-6: 1.26 (1.15-1.38), Ptrend < .0001; tumor necrosis factor alpha receptor 2: 81.43 (19.15-143.71), Ptrend = .004; dichotomized hs-CRP (odds ratio for higher vs. lower hs-CRP): 1.30 (0.97-1.67), Ptrend = .34; and the combined inflammatory biomarker score: 0.26 (0.12-0.40), Ptrend = .0001. CONCLUSIONS The DII was significantly associated with inflammatory biomarkers. Construct validity of the DII indicates its utility for assessing the inflammatory potential of diet and for expanding its use to include associations with common chronic diseases in future studies.
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Affiliation(s)
- Fred K Tabung
- South Carolina Statewide Cancer Prevention and Control Program, University of South Carolina, Columbia; Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia
| | - Susan E Steck
- South Carolina Statewide Cancer Prevention and Control Program, University of South Carolina, Columbia; Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia; Center for Research in Nutrition and Health Disparities, University of South Carolina, Columbia.
| | - Jiajia Zhang
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia
| | - Yunsheng Ma
- Division of Preventive and Behavioral Medicine, University of Massachusetts Medical School, Boston
| | - Angela D Liese
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia; Center for Research in Nutrition and Health Disparities, University of South Carolina, Columbia
| | - Ilir Agalliu
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY
| | - Melanie Hingle
- Department of Nutritional Sciences, College of Agriculture and Life Sciences, The University of Arizona, Tucson
| | - Lifang Hou
- Department of Preventive Medicine and the Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Thomas G Hurley
- South Carolina Statewide Cancer Prevention and Control Program, University of South Carolina, Columbia
| | - Li Jiao
- Department of Medicine, Baylor College of Medicine, Houston, TX
| | - Lisa W Martin
- Cardiology Division, School of Medicine and Health Sciences, George Washington University, Washington, DC
| | - Amy E Millen
- Department of Epidemiology and Environmental Health, University at Buffalo, The State University of New York, Buffalo
| | - Hannah L Park
- Department of Epidemiology, School of Medicine, University of California at Irvine, Irvine
| | - Milagros C Rosal
- Division of Preventive and Behavioral Medicine, University of Massachusetts Medical School, Boston
| | - James M Shikany
- Division of Preventive Medicine, School of Medicine, University of Alabama at Birmingham, Birmingham
| | - Nitin Shivappa
- South Carolina Statewide Cancer Prevention and Control Program, University of South Carolina, Columbia; Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia
| | - Judith K Ockene
- Division of Preventive and Behavioral Medicine, University of Massachusetts Medical School, Boston
| | - James R Hebert
- South Carolina Statewide Cancer Prevention and Control Program, University of South Carolina, Columbia; Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia; Center for Research in Nutrition and Health Disparities, University of South Carolina, Columbia
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47
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Johns DJ, Lindroos AK, Jebb SA, Sjöström L, Carlsson LMS, Ambrosini GL. Dietary patterns, cardiometabolic risk factors, and the incidence of cardiovascular disease in severe obesity. Obesity (Silver Spring) 2015; 23:1063-70. [PMID: 25865622 PMCID: PMC6680188 DOI: 10.1002/oby.20920] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2014] [Accepted: 09/16/2014] [Indexed: 12/29/2022]
Abstract
OBJECTIVE The longitudinal associations between a dietary pattern (DP) and cardiometabolic risk factors and cardiovascular disease (CVD) incidence were investigated in a cohort of adults with severe obesity. METHODS The analysis included 2,037 individuals with severe obesity (>34 and >38 kg/m(2) for men and women, respectively) from the Swedish Obese Subjects study repeatedly followed up for 10 years. Reduced rank regression was used to identify a DP characterized by dietary energy density, saturated fat intake, and fiber density. Mixed models examined relationships between repeated measures of DP z-scores and cardiometabolic risk factors. Cox proportional hazards models assessed relationships between DP scores and CVD incidence. RESULTS An energy-dense, high-saturated-fat, and low-fiber DP was derived. A one-unit increase in the DP z-score between follow-ups was associated with an increase in weight [β (SE)] (1.71 ± 0.10 kg), waist circumference (1.49 ± 0.07 cm), BMI (0.60 ± 0.34 kg/m2), serum cholesterol (0.06 ± 0.01 mmol/l), and serum insulin (1.22 ± 0.17 mmol/l; all P < 0.0001), as well as in serum triglycerides (0.05 ± 0.02 mmol/l; P < 0.05), systolic blood pressure (1.05 ± 0.27 mmHg; P < 0.001), and diastolic blood pressure (0.55 ± 0.16 mmHg; P < 0.05). No significant association was observed between repeated measures of the DP z-scores and CVD incidence (HR = 0.96; 95% CI = 0.83-1.12). CONCLUSIONS An energy-dense, high-saturated-fat, and low-fiber DP was longitudinally associated with increases in cardiometabolic risk factors in severe obesity but not with CVD incidence.
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Affiliation(s)
- David J Johns
- Diet and Obesity Research, Medical Research Council, Human Nutrition Research, Elsie Widdowson Laboratory, Cambridge, UK
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Lamichhane AP, Liese AD, Urbina EM, Crandell JL, Jaacks LM, Dabelea D, Black MH, Merchant AT, Mayer-Davis EJ. Associations of dietary intake patterns identified using reduced rank regression with markers of arterial stiffness among youth with type 1 diabetes. Eur J Clin Nutr 2014; 68:1327-33. [PMID: 24865480 PMCID: PMC4247344 DOI: 10.1038/ejcn.2014.96] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2013] [Revised: 03/03/2014] [Accepted: 03/24/2014] [Indexed: 02/07/2023]
Abstract
BACKGROUND/OBJECTIVES Youth with type 1 diabetes (T1DM) are at substantially increased risk for adverse vascular outcomes, but little is known about the influence of dietary behavior on cardiovascular disease (CVD) risk profile. We aimed to identify dietary intake patterns associated with CVD risk factors and evaluate their impact on arterial stiffness (AS) measures collected thereafter in a cohort of youth with T1DM. SUBJECTS/METHODS Baseline diet data from a food frequency questionnaire and CVD risk factors (triglycerides, low density lipoprotein-cholesterol, systolic blood pressure, hemoglobin A1c, C-reactive protein and waist circumference) were available for 1153 youth aged ⩾10 years with T1DM from the SEARCH for Diabetes in Youth Study. A dietary intake pattern was identified using 33 food groups as predictors and six CVD risk factors as responses in reduced rank regression (RRR) analysis. Associations of this RRR-derived dietary pattern with AS measures (augmentation index (AIx75), n=229; pulse wave velocity, n=237; and brachial distensibility, n=228) were then assessed using linear regression. RESULTS The RRR-derived pattern was characterized by high intakes of sugar-sweetened beverages (SSB) and diet soda, eggs, potatoes and high-fat meats and low intakes of sweets/desserts and low-fat dairy; major contributors were SSB and diet soda. This pattern captured the largest variability in adverse CVD risk profile and was subsequently associated with AIx75 (β=0.47; P<0.01). The mean difference in AIx75 concentration between the highest and the lowest dietary pattern quartiles was 4.3% in fully adjusted model. CONCLUSIONS Intervention strategies to reduce consumption of unhealthy foods and beverages among youth with T1DM may significantly improve CVD risk profile and ultimately reduce the risk for AS.
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Affiliation(s)
- Archana P. Lamichhane
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC
| | - Angela D. Liese
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC
| | - Elaine M. Urbina
- Department of Pediatrics, University of Cincinnati School of Medicine, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH
| | - Jamie L. Crandell
- Departments of Nursing and Biostatistics, University of North Carolina, Chapel Hill, NC
| | - Lindsay M. Jaacks
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC
| | - Dana Dabelea
- Department of Epidemiology, Colorado School of Public Health, University of Colorado Denver, Aurora, CO
| | - Mary Helen Black
- Department of Research & Evaluation, Kaiser Permanente Southern California, Pasadena, CA
| | - Anwar T. Merchant
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC
| | - Elizabeth J. Mayer-Davis
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC
- School of Medicine, University of North Carolina, Chapel Hill, NC
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Esmaili H, Mohd Yusof R, Abu Saad H, Ghaemian A, Darani Zad N. Association of dietary patterns with sociodemographic and health-related factors among coronary artery disease (CAD) patients. Ecol Food Nutr 2014; 54:4-19. [PMID: 25347717 DOI: 10.1080/03670244.2014.930031] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
This study aimed to identify the association of dietary patterns with sociodemographic and health-related characteristics among coronary artery disease patients. In this cross-sectional study, the participants were 250 patients coronary artery disease aged ≥ 40 years old. Data collection was done using questionnaires related to sociodemographics, health-related factors, and food-frequency intake information. Three dietary patterns (traditional, western, and healthy) were obtained using principal component analysis. The result showed that dietary patterns were associated with sociodemographic and health-related factors. According to the result, all the factors were taken very seriously when planning a promotional program for healthy lifestyle in prevention of CAD.
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Affiliation(s)
- Haleh Esmaili
- a Department of Nutrition and Dietetics , Universiti Putra Malaysia , Selangor , Malaysia
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Abstract
Various indices and scores based on admittedly healthy dietary patterns or food guides for the general population, or aiming at the prevention of diet-related diseases have been developed to assess diet quality. The four indices preferred by most studies are: the Diet Quality Index; the Healthy Eating Index; the Mediterranean Diet Score; and the Overall Nutritional Quality Index. Other instruments based on these indices have been developed and the words 'adapted', 'revised', or 'new version I, II or III' added to their names. Even validated indices usually find only modest associations between diet and risk of disease or death, raising questions about their limitations and the complexity associated with measuring the causal relationship between diet and health parameters. The objective of this review is to describe the main instruments used for assessing diet quality, and the applications and limitations related to their use and interpretation.
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