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Andrews CJ, Raubenheimer D, Simpson SJ, Senior AM. Associations between national plant-based vs animal-based protein supplies and age-specific mortality in human populations. Nat Commun 2025; 16:3431. [PMID: 40210635 PMCID: PMC11986065 DOI: 10.1038/s41467-025-58475-1] [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: 05/09/2024] [Accepted: 03/20/2025] [Indexed: 04/12/2025] Open
Abstract
Transitions to sustainable food systems require shifts in food production and availability, particularly the replacement of animal-based protein with plant-based protein. To explore how this transition may relate to demographic patterns, we undertake an ecological analysis of global associations between age-specific mortality, total national macronutrient distributions, and protein substitution. Our dataset includes per capita daily food supply and demographic data for 101 countries from 1961-2018. After adjusting for time, population size, and economic factors, we find associations between low total protein supplies and higher mortality rates across all age groups. Early-life survivorship improves with higher animal-based protein and fat supplies, while later-life survival improves with increased plant-based protein and lower fat supplies. Here, we show that the optimal balance of protein and fat in national food supplies, which correlates with minimal mortality, varies with age, suggesting that reductions in dietary protein, especially from animal sources, may need to be managed with age-specific redistributions to balance health and environmental benefits.
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Affiliation(s)
- Caitlin J Andrews
- Charles Perkins Centre, The University of Sydney, NSW, Sydney, 2006, Australia.
- School of Life and Environmental Sciences, The University of Sydney, NSW, Sydney, 2006, Australia.
- Sydney Centre for Precision Data Science, The University of Sydney, NSW, Sydney, 2006, Australia.
| | - David Raubenheimer
- Charles Perkins Centre, The University of Sydney, NSW, Sydney, 2006, Australia
- School of Life and Environmental Sciences, The University of Sydney, NSW, Sydney, 2006, Australia
| | - Stephen J Simpson
- Charles Perkins Centre, The University of Sydney, NSW, Sydney, 2006, Australia
- School of Life and Environmental Sciences, The University of Sydney, NSW, Sydney, 2006, Australia
| | - Alistair M Senior
- Charles Perkins Centre, The University of Sydney, NSW, Sydney, 2006, Australia
- School of Life and Environmental Sciences, The University of Sydney, NSW, Sydney, 2006, Australia
- Sydney Centre for Precision Data Science, The University of Sydney, NSW, Sydney, 2006, Australia
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2
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Yuan M, Wang J, Jin L, Zhang L, Fang Y. Longitudinal Association Between the Consumption of Vegetables, Fruits, and Red Meat and Diabetes Disease Burden: An Analysis of Multiple Global Datasets. Nutrients 2025; 17:1256. [PMID: 40219013 PMCID: PMC11990858 DOI: 10.3390/nu17071256] [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: 02/25/2025] [Revised: 03/31/2025] [Accepted: 03/31/2025] [Indexed: 04/14/2025] Open
Abstract
Background: Dietary factors, such as vegetable, fruit, and red meat consumption, have varying effects on the disease burden of diabetes, the world's third leading health concern. This study aims to evaluate the global impact of vegetable/fruit/red meat consumption on disease burdens. Methods: Diabetes disease burden, vegetable/fruit/red meat consumption, and covariates data were obtained from the Global Burden of Disease Study (GBD) 2021, Food and Agriculture Organization (FAO), and WHO, respectively, and matched by country/region and year. Global vector maps assessed the status of diabetes disease burden and the consumption of three dietary factors in 2021, and their trends from 2010 to 2021 were illustrated through local regression curves. Generalized additive mixed models (GAMMs) were used to analyze relationships, with weights assigned based on log-transformed values relative to the mean population of each country. Results: A comprehensive dataset spanning 2010-2021, encompassing 175 countries/regions, was successfully matched and utilized in the analysis. In 2021, Oceania had the highest diabetes burden, whereas East Asia had a lower one. Globally, the disease burden increased from 2010 to 2021, accompanied by rising per capita vegetable and fruit consumption but declining red meat consumption. Vegetable consumption was inversely correlated with the age-standardized incidence rate (ASIR) and exhibited a "J-shaped" curve with the age-standardized mortality rate (ASMR) and age-standardized disability-adjusted life year (DALY) rate (ASDR) (nadir at approximately 80 kcal/capita/day (kcal/cap/day). Fruit consumption had a "U-shaped" relationship with ASDR (nadir at approximately 100 kcal/cap/day). Red meat consumption was negatively correlated to ASIR and had a "U-shaped" relationship with ASMR and ASDR (nadir at 200 kcal/cap/day). Conclusions: The global diabetes disease burden is heavy, and dietary consumption varies widely. Vegetable-related risks differ between diabetics and non-diabetics. Proper fruit consumption decreases ASDR. Moderate red meat increases can reduce the disease burden, but excessive consumption increases ASMR and ASDR.
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Affiliation(s)
- Manqiong Yuan
- Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen 361102, China; (M.Y.); (J.W.); (L.J.); (L.Z.)
- The Center for Aging and Health Research, School of Public Health, Xiamen University, Xiamen 361102, China
| | - Juan Wang
- Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen 361102, China; (M.Y.); (J.W.); (L.J.); (L.Z.)
- The Center for Aging and Health Research, School of Public Health, Xiamen University, Xiamen 361102, China
| | - Lifen Jin
- Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen 361102, China; (M.Y.); (J.W.); (L.J.); (L.Z.)
- The Center for Aging and Health Research, School of Public Health, Xiamen University, Xiamen 361102, China
| | - Liangwen Zhang
- Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen 361102, China; (M.Y.); (J.W.); (L.J.); (L.Z.)
- The Center for Aging and Health Research, School of Public Health, Xiamen University, Xiamen 361102, China
| | - Ya Fang
- Key Laboratory of Health Technology Assessment of Fujian Province, School of Public Health, Xiamen University, Xiamen 361102, China; (M.Y.); (J.W.); (L.J.); (L.Z.)
- The Center for Aging and Health Research, School of Public Health, Xiamen University, Xiamen 361102, China
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3
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Jensen PM, Sørensen M. In Search of Environmental Factors Associated With Global Differences in Birth Weight and BMI. Am J Hum Biol 2025; 37:e70038. [PMID: 40190075 PMCID: PMC11973537 DOI: 10.1002/ajhb.70038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Revised: 03/17/2025] [Accepted: 03/18/2025] [Indexed: 04/09/2025] Open
Abstract
OBJECTIVE The "fetal origin of adult diseases hypothesis" encompasses the notion that intrauterine growth restriction (IUGR) alters fetal development trajectories. Various neonatal metrics inform IUGR, but not all contributors to IUGR have an impact on development trajectories. Chronic IUGR (twins) and slowly varying IUGR (seasonal) have little to no effect on later life trajectories. Perhaps development trajectories may evolve through other mechanisms, as for example, multiple short-lived periods of IUGR and repeated stimulation of metabolic pathways. METHODS Daily temperature variation could deliver a frequent IUGR as pregnant women would experience some degree of placental vasoconstriction during maximum/midday temperatures. We assessed the association with daily temperature amplitudes for globally distributed records of crude fetal growth rates (CFGR) and BMI. Paired birthweight (BW) and gestational age (GA) data permitted analyses of CFGR in 70 countries and subsequent analysis of CFGR for association with daily temperature amplitude, seasonal temperature amplitude, mean annual temperature, calorie intake per day per-1 person-1, BMI, height, and socioeconomic conditions. Analog analyses were performed for gestational age, calorie intake, BMI, and height. RESULTS CFGR and BMI showed a clear association with daily temperature amplitudes, which was not the case for gestational age, calorie intake, and height. CONCLUSION We show that daily temperature amplitudes are associated with both CFGR and BMI. These results permit a wider ecological appreciation of the hypothesis because daily temperature amplitudes inform environmental aridity and food scarcity. We discuss how scarcity, affluence, and the epidemiological environment influence the prevalence of afflictions associated with the fetal origin of adult disease hypothesis.
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Affiliation(s)
- Per M. Jensen
- Department of Plant and Environmental SciencesUniversity of CopenhagenFrederiksbergDenmark
| | - Marten Sørensen
- Department of Plant and Environmental SciencesUniversity of CopenhagenFrederiksbergDenmark
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4
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Costlow L, Herforth A, Sulser TB, Cenacchi N, Masters WA. Global analysis reveals persistent shortfalls and regional differences in availability of foods needed for health. GLOBAL FOOD SECURITY 2025; 44:100825. [PMID: 40092428 PMCID: PMC11908977 DOI: 10.1016/j.gfs.2024.100825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Revised: 11/27/2024] [Accepted: 12/16/2024] [Indexed: 03/19/2025]
Abstract
Sufficient food is available in the world for all people to consume sufficient calories, but not healthy diets. This study traces historical and projected changes in global food systems toward alignment with the new Healthy Diet Basket (HDB) used by UN agencies and the World Bank to monitor the cost and affordability of healthy diets worldwide. Using the HDB as a standard to measure adequacy of national, regional and global supply-demand balances, we find substantial but inconsistent progress toward closer alignment with dietary guidelines, with large global shortfalls in fruits, vegetables, and legumes, nuts, and seeds, and large disparities among regions in use of animal source foods. Projections show that additional investments aimed at reducing chronic hunger would modestly accelerate improvements in adequacy where shortfalls are greatest, revealing the need for complementary investments to increase access to under-consumed food groups especially in low-income countries.
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Affiliation(s)
- Leah Costlow
- Friedman School of Nutrition Science and Policy, Tufts University, USA
| | | | - Timothy B. Sulser
- Foresight and Policy Modeling, International Food Policy Research Institute (IFPRI), Washington D.C, USA
| | - Nicola Cenacchi
- Foresight and Policy Modeling, International Food Policy Research Institute (IFPRI), Washington D.C, USA
| | - William A. Masters
- Friedman School of Nutrition Science and Policy, Tufts University, USA
- Department of Economics, Tufts University, USA
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5
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Passarelli S, Free CM, Shepon A, Beal T, Batis C, Golden CD. Global estimation of dietary micronutrient inadequacies: a modelling analysis. Lancet Glob Health 2024; 12:e1590-e1599. [PMID: 39218000 PMCID: PMC11426101 DOI: 10.1016/s2214-109x(24)00276-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 06/12/2024] [Accepted: 06/20/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND Inadequate micronutrient intakes and related deficiencies are a major challenge to global public health. Analyses over the past 10 years have assessed global micronutrient deficiencies and inadequate nutrient supplies, but there have been no global estimates of inadequate micronutrient intakes. We aimed to estimate the global prevalence of inadequate micronutrient intakes for 15 essential micronutrients and to identify dietary nutrient gaps in specific demographic groups and countries. METHODS In this modelling analysis, we adopted a novel approach to estimating micronutrient intake, which accounts for the shape of a population's nutrient intake distribution and is based on dietary intake data from 31 countries. Using a globally harmonised set of age-specific and sex-specific nutrient requirements, we then applied these distributions to publicly available data from the Global Dietary Database on modelled median intakes of 15 micronutrients for 34 age-sex groups from 185 countries, to estimate the prevalence of inadequate nutrient intakes for 99·3% of the global population. FINDINGS On the basis of estimates of nutrient intake from food (excluding fortification and supplementation), more than 5 billion people do not consume enough iodine (68% of the global population), vitamin E (67%), and calcium (66%). More than 4 billion people do not consume enough iron (65%), riboflavin (55%), folate (54%), and vitamin C (53%). Within the same country and age groups, estimated inadequate intakes were higher for women than for men for iodine, vitamin B12, iron, and selenium and higher for men than for women for magnesium, vitamin B6, zinc, vitamin C, vitamin A, thiamin, and niacin. INTERPRETATION To our knowledge, this analysis provides the first global estimates of inadequate micronutrient intakes using dietary intake data, highlighting highly prevalent gaps across nutrients and variability by sex. These results can be used by public health practitioners to target populations in need of intervention. FUNDING The National Institutes of Health and the Dutch Ministry of Foreign Affairs.
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Affiliation(s)
- Simone Passarelli
- Department of Nutrition, Harvard T H Chan School of Public Health, Boston, MA, USA; Office of Global Food Security, US Department of State, Washington, DC, USA.
| | - Christopher M Free
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, USA; Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - Alon Shepon
- Department of Environmental Studies, The Porter School of the Environment and Earth Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Ty Beal
- Institute for Social, Behavioral and Economic Research, University of California, Santa Barbara, Santa Barbara, CA, USA; Global Alliance for Improved Nutrition, Washington, DC, USA
| | - Carolina Batis
- Nutrition and Health Research Center, National Institute of Public Health, Cuernavaca, Morelos, Mexico
| | - Christopher D Golden
- Department of Nutrition, Harvard T H Chan School of Public Health, Boston, MA, USA; Department of Environmental Health, Harvard T H Chan School of Public Health, Boston, MA, USA; Department of Global Health and Population, Harvard T H Chan School of Public Health, Boston, MA, USA
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6
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Vonderschmidt A, Arendarczyk B, Jaacks LM, Bellows AL, Alexander P. Analysis combining the multiple FAO food balance sheet datasets needs careful treatment. Lancet Planet Health 2024; 8:e69-e71. [PMID: 38331531 DOI: 10.1016/s2542-5196(23)00276-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 12/12/2023] [Indexed: 02/10/2024]
Affiliation(s)
- Alexander Vonderschmidt
- Global Academy of Agriculture and Food Systems, The University of Edinburgh, Midlothian EH25 9RG, UK; School of Geosciences, The University of Edinburgh, Midlothian EH25 9RG, UK.
| | | | - Lindsay M Jaacks
- Global Academy of Agriculture and Food Systems, The University of Edinburgh, Midlothian EH25 9RG, UK
| | - Alexandra L Bellows
- Global Academy of Agriculture and Food Systems, The University of Edinburgh, Midlothian EH25 9RG, UK
| | - Peter Alexander
- Global Academy of Agriculture and Food Systems, The University of Edinburgh, Midlothian EH25 9RG, UK; School of Geosciences, The University of Edinburgh, Midlothian EH25 9RG, UK
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7
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Zhao C, Zhang Z, Matsubae K. Adequacy and Distribution Equity of Nutrition Supplies across China. Nutrients 2024; 16:426. [PMID: 38337710 PMCID: PMC10857370 DOI: 10.3390/nu16030426] [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: 12/22/2023] [Revised: 01/19/2024] [Accepted: 01/28/2024] [Indexed: 02/12/2024] Open
Abstract
Procuring food enriched with diverse nutrients is pivotal for maintaining a robust immune system. However, the food system is now unprecedentedly globalized and faces challenges arising from climate change, pandemics, and political unrest. This study aims to illuminate the gap in exploring the adequacy and distribution equity of nutrition supplies in response to potential trade fluctuations and restrictions on agrifood within China's local agriculture endowments. Also, it seeks to identify the role of trade in contributing to these indices. Accordingly, we analyzed the distribution of nutrients in agrifood categories from production to consumption and assessed the adequacy and distribution equity of corresponding available nutrition supply from the local food provision system in terms of meeting residents' nutritional requirements, across China, and compared with those in the practical market. The local self-supply system showed that 12 out of 31 provinces have difficulty achieving an iron supply with 11% to 108% deficiencies. Except for iron, 52% (folate)-90% (vitamin B12) of agricultural output was available for diet provisioning nationwide. While food trade emerges as a crucial factor in enhancing secure and equitable nutrition supply, risks associated with micronutrient deficiencies necessitate careful consideration in current global circumstances. Our analysis explored a regional pool of nutrient information in supplements to the conventional food profile in China and could implicate better knowledge toward healthier food supplies and tailored improvements for achieving a resilient nutrition supply.
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Affiliation(s)
- Chuan Zhao
- Graduate School of Environmental Studies, Tohoku University, Sendai 980-8577, Japan; (C.Z.); (K.M.)
| | - Zhengyang Zhang
- Graduate School of Environmental Studies, Tohoku University, Sendai 980-8577, Japan; (C.Z.); (K.M.)
- Research Institute for Humanity and Nature, Kyoto 603-8047, Japan
| | - Kazuyo Matsubae
- Graduate School of Environmental Studies, Tohoku University, Sendai 980-8577, Japan; (C.Z.); (K.M.)
- Research Institute for Humanity and Nature, Kyoto 603-8047, Japan
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8
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Sikorski C, Miller V, Dehghan M, Paré G, Teo K, Anand SS, Yusuf S, Mente A. Individual- and supply-level macronutrient intakes are well correlated over a 50-year period (1961-2011) in 18 countries in Asia, North America, and Europe. Nutr Res 2023; 119:109-118. [PMID: 37801760 DOI: 10.1016/j.nutres.2023.09.001] [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: 06/19/2023] [Revised: 09/03/2023] [Accepted: 09/04/2023] [Indexed: 10/08/2023]
Abstract
Reliable information on dietary trends is essential. We compared individual-level dietary estimates for total energy, carbohydrate, fat, and protein intake over time with national supply data from the Global Expanded Nutrient Supply Model (186 paired estimates from 1961 to 2011, 18 countries). We hypothesized that supply data would overestimate individual measures and that the two measures would be weakly correlated. Individual- and supply-level estimates were compared using Spearman correlation coefficients and linear mixed-effect models were used to estimate the differences between measures. Overall, the correlations between individual- and supply-level measures were moderate for energy (rs = 0.34) and carbohydrate (rs = 0.39), strong for fat (rs = 0.85), and protein (rs = 0.69). Trends in total energy measured by individual-level surveys and total energy supply were positively correlated in 38.9% of countries, whereas trends in macronutrients aligned between estimates in most countries. Supply-level dietary data overestimated individual-level intakes, especially in higher income countries in Europe and in the United States. In the United States, supply-level data exceeded individual-level estimates by 26.3% to 29.9% for energy, carbohydrate, and fat, whereas protein estimates were similar between measures. In Europe, supply-level estimates overestimated individual-level intake by 19.9% for energy, 17.0% for carbohydrate, 13.7% for fat, and 7.7% for protein, whereas estimates for energy and macronutrients were similar in Asia. In Asia and lower income countries, our findings generally support the use of supply-level data in the absence of individual-level data, though this finding may be related to smaller sample size and differences in underlying national statistics that inform supply data.
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Affiliation(s)
- Claudia Sikorski
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, L8S 4L8, Canada.
| | - Victoria Miller
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
| | - Mahshid Dehghan
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada
| | - Guillaume Paré
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, L8S 4L8, Canada; The Thrombosis and Atherosclerosis Research Institute (TaARI), Department of Medicine, David Braley Research Institute, McMaster University, Hamilton, Ontario, L8L 2X2, Canada
| | - Koon Teo
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, L8S 4L8, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
| | - Salim Yusuf
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
| | - Andrew Mente
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
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Smith KG, Scheelbeek P, Balmford A, Alexander P, Garnett EE. Discrepancies between two long-term dietary datasets in the United Kingdom (UK). Wellcome Open Res 2023; 6:350. [PMID: 36176332 PMCID: PMC9494176 DOI: 10.12688/wellcomeopenres.17245.3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/19/2022] [Indexed: 01/12/2023] Open
Abstract
Background: Studying dietary trends can help monitor progress towards healthier and more sustainable diets but longitudinal data are often confounded by lack of standardized methods. Two main data sources are used for longitudinal analysis of diets: food balance sheets on food supply (FBS) and household budget surveys on food purchased (HBS). Methods: We used UK longitudinal dietary data on food supply, provided by the Food and Agriculture Organisation (FAO) (FAO-FBS, 1961-2018), and food purchases, provided by the Department for Environment, Food and Rural Affairs (Defra) (Defra-HBS, 1942-2018). We assessed how trends in dietary change per capita compared between FAO-FBS and Defra-HBS for calories, meat and fish, nuts and pulses, and dairy, and how disparities have changed over time. Results: Estimates made by FAO-FBS were significantly higher (p<0.001) than Defra-HBS for calorie intake and all food types, except nuts and pulses which were significantly lower (p<0.001). These differences are partly due to inclusion of retail waste in FAO-FBS data and under-reporting in Defra- HBS data. The disparities between the two datasets increased over time for calories, meat and dairy; did not change for fish; and decreased for nuts and pulses. Between 1961 and 2018, both FAO-FBS and Defra-FBS showed an increase in meat intake (+23.4% and +1.4%, respectively) and a decrease in fish (-7.1% and -3.2%, respectively). Temporal trends did not agree between the two datasets for dairy, calories, and nuts and pulses. Conclusions: Our finding raises questions over the robustness of both data sources for monitoring UK dietary change, especially when used for evidence-based decision making around health, climate change and sustainability.
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Affiliation(s)
- Kerry G. Smith
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK,
| | - Pauline Scheelbeek
- Centre on Climate Change & Planetary Health, London School of Hygiene & Tropical Medicine, London, WC1E 7HT, UK
| | - Andrew Balmford
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK
| | - Peter Alexander
- School of Geosciences, University of Edinburgh, Drummond Street, Edinburgh, EH8 9XP, UK,Global Academy of Agriculture and Food Security, The Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Midlothian, EH25 9RG, UK
| | - Emma E. Garnett
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK,Cambridge Institute for Sustainability Leadership, University of Cambridge, Cambridge, CB2 1QA, UK
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10
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Smith KG, Scheelbeek P, Balmford A, Alexander P, Garnett EE. Discrepancies between two long-term dietary datasets in the United Kingdom (UK). Wellcome Open Res 2023; 6:350. [PMID: 36176332 PMCID: PMC9494176 DOI: 10.12688/wellcomeopenres.17245.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/08/2022] [Indexed: 12/04/2022] Open
Abstract
Background: Studying dietary trends can help monitor progress towards healthier and more sustainable diets but longitudinal data are often confounded by lack of standardized methods. Two main data sources are used for longitudinal analysis of diets: food balance sheets on food supply (FBS) and household budget surveys on food purchased (HBS). Methods: We used UK longitudinal dietary data on food supply, provided by the Food and Agriculture Organisation (FAO) (FAO-FBS, 1961-2018), and food purchases, provided by the Department for Environment, Food and Rural Affairs (Defra) (Defra-HBS, 1942-2018). We assessed how trends in dietary change per capita compared between FAO-FBS and Defra-HBS for calories, meat and fish, nuts and pulses, and dairy, and how disparities have changed over time. Results: Estimates made by FAO-FBS were significantly higher (p<0.001) than Defra-HBS for calorie intake and all food types, except nuts and pulses which were significantly lower (p<0.001). These differences are partly due to inclusion of retail waste in FAO-FBS data and under-reporting in Defra- HBS data. The disparities between the two datasets increased over time for calories, meat and dairy; did not change for fish; and decreased for nuts and pulses. Between 1961 and 2018, both FAO-FBS and Defra-FBS showed an increase in meat intake (+11.5% and +1.4%, respectively) and a decrease in fish (-3.3% and -3.2%, respectively) and dairy intake (-11.2% and -22.4%). Temporal trends did not agree between the two datasets for calories, and nuts and pulses. Conclusions: Our finding raises questions over the robustness of both data sources for monitoring UK dietary change, especially when used for evidence-based decision making around health, climate change and sustainability.
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Affiliation(s)
- Kerry G. Smith
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK,
| | - Pauline Scheelbeek
- Centre on Climate Change & Planetary Health, London School of Hygiene & Tropical Medicine, London, WC1E 7HT, UK
| | - Andrew Balmford
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK
| | - Peter Alexander
- School of Geosciences, University of Edinburgh, Drummond Street, Edinburgh, EH8 9XP, UK,Global Academy of Agriculture and Food Security, The Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Midlothian, EH25 9RG, UK
| | - Emma E. Garnett
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK,Cambridge Institute for Sustainability Leadership, University of Cambridge, Cambridge, CB2 1QA, UK
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11
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Smith KG, Scheelbeek P, Balmford A, Alexander P, Garnett EE. Discrepancies between two long-term dietary datasets in the United Kingdom (UK). Wellcome Open Res 2023; 6:350. [PMID: 36176332 PMCID: PMC9494176 DOI: 10.12688/wellcomeopenres.17245.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/03/2021] [Indexed: 11/20/2022] Open
Abstract
Background: Studying dietary trends can help monitor progress towards healthier and more sustainable diets but longitudinal data are often confounded by lack of standardized methods. Two main data sources are used for longitudinal analysis of diets: food balance sheets on food supply (FBS) and household budget surveys on food purchased (HBS). Methods: We used UK longitudinal dietary data on food supply, provided by the Food and Agriculture Organisation (FAO) (FAO-FBS, 1961-2018), and food purchases, provided by Defra (Defra-HBS, 1942-2018). We assessed how trends in dietary change per capita compared between FAO-FBS and Defra-HBS for calories, meat and fish, nuts and pulses, and dairy, and how disparities have changed over time. Results: FAO-FBS estimates were significantly higher (p<0.001) than Defra-HBS for calorie intake and all food types, except nuts and pulses which were significantly lower (p<0.001). These differences are partly due to inclusion of retail waste in FAO-FBS data and under-reporting in Defra- HBS data. The disparities between the two datasets increased over time for calories, meat and dairy; did not change for fish; and decreased for nuts and pulses . Between 1961 and 2018, both FAO-FBS and Defra-FBS showed an increase in meat intake (+11.5% and +1.4%, respectively) and a decrease in fish (-3.3% and -3.2%, respectively) and dairy intake (-11.2% and -22.4%). Temporal trends did not agree between the two datasets for calories, and nuts and pulses. Conclusions: Our finding raises questions over the robustness of both data sources for monitoring UK dietary change, especially when used for evidence-based decision making around health, climate change and sustainability.
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Affiliation(s)
- Kerry G. Smith
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK,
| | - Pauline Scheelbeek
- Centre on Climate Change & Planetary Health, London School of Hygiene & Tropical Medicine, London, WC1E 7HT, UK
| | - Andrew Balmford
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK
| | - Peter Alexander
- School of Geosciences, University of Edinburgh, Drummond Street, Edinburgh, EH8 9XP, UK,Global Academy of Agriculture and Food Security, The Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Midlothian, EH25 9RG, UK
| | - Emma E. Garnett
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK,Cambridge Institute for Sustainability Leadership, University of Cambridge, Cambridge, CB2 1QA, UK
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12
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Lividini K, Masters WA. Tracing global flows of bioactive compounds from farm to fork in Nutrient Balance Sheets can help guide intervention towards healthier food supplies. NATURE FOOD 2022; 3:703-715. [PMID: 36226129 PMCID: PMC7613697 DOI: 10.1038/s43016-022-00585-w] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Accepted: 08/02/2022] [Indexed: 11/24/2022]
Abstract
Adequate supplies of healthy foods available in each country are a necessary but not sufficient condition for adequate intake by each individual. This study provides complete Nutrient Balance Sheets that account for all plant-based and animal-sourced food flows from farm production through trade to non-food uses and waste in 173 countries from 1961 to 2018. We track 36 bioactive compounds in all farm commodities recorded by the Food and Agriculture Organization of the United Nations, accounting for nutrient-specific losses in processing and cooking as well as bioavailability. We compare supply to requirements given each country's age-sex distribution and find that the adequacy of food supplies has increased but often remains below total needs, with even faster rise in energy levels and lower density of some nutrients per calorie. We use this nutrient accounting to show how gaps could be filled, either from food production and trade or from selected biofortification, fortification and supplementation scenarios for nutrients of concern such as vitamin A, iron and zinc.
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Affiliation(s)
- Keith Lividini
- Friedman School of Nutrition Science and Policy, Tufts University, Boston MA
- International Food Policy Research Institute (IFPRI), Washington DC
| | - William A Masters
- Friedman School of Nutrition Science and Policy, Tufts University, Boston MA
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13
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Smith NW, Fletcher AJ, Hill JP, McNabb WC. Modeling the Contribution of Meat to Global Nutrient Availability. Front Nutr 2022; 9:766796. [PMID: 35187029 PMCID: PMC8849209 DOI: 10.3389/fnut.2022.766796] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 01/11/2022] [Indexed: 11/13/2022] Open
Abstract
An increasing global population requires increasing food and nutrient availability. Meat is recognized as a nutrient dense food, particularly notable for its high-quality protein content, B vitamin and mineral content. However, it is not known how important meat is currently in nourishing the global population. The DELTA Model was used to calculate the contribution of meat (defined as animal flesh, excluding fish and seafood) to the global availability of 29 nutrients. This model utilizes global food production and use data, coupled with data for food waste, food nutrient composition and nutrient bioavailability to calculate the total amount of each nutrient available for consumption by the global population. Around 333 million tons of meat were produced globally in 2018, 95% of which was available as food, constituting ~7% of total food mass. Meat's contribution to nutrient availability was disproportionately higher than this: meat provided 11% of global food energy availability, 29% of dietary fat and 21% of protein. For the micronutrients, meat provided high proportions of vitamins: A (24%), B1 and B2 (15% each), B5 (10%), B6 (13%), and B12 (56%). Meat also provided high proportions of several trace elements: zinc (19%), selenium (18%), iron (13%), phosphorous (11%), and copper (10%). Meat is a poor contributor to fiber, magnesium and vitamins C and E. Meat was responsible for 16% (cystine) to 32% (lysine) of global availability of the bioavailable indispensable amino acids included in the model, due partly to the high digestibility of these nutrients from meat (83–100%). Of the total meat mass available as food in 2018, 23% was ruminant meat, 34% poultry meat, 32% pig meat, 2% other meat, and 9% offal and fats. The disproportionate contribution of meat to the global availability of nutrients emphasizes its important place in delivering nutrition to the current global population.
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Affiliation(s)
- Nick W. Smith
- Riddet Institute, Massey University, Palmerston North, New Zealand
- Sustainable Nutrition Initiative, Riddet Institute, Massey University, Palmerston North, New Zealand
- *Correspondence: Nick W. Smith
| | - Andrew J. Fletcher
- Riddet Institute, Massey University, Palmerston North, New Zealand
- Sustainable Nutrition Initiative, Riddet Institute, Massey University, Palmerston North, New Zealand
- Fonterra Research and Development Centre, Palmerston North, New Zealand
| | - Jeremy P. Hill
- Riddet Institute, Massey University, Palmerston North, New Zealand
- Sustainable Nutrition Initiative, Riddet Institute, Massey University, Palmerston North, New Zealand
- Fonterra Research and Development Centre, Palmerston North, New Zealand
| | - Warren C. McNabb
- Riddet Institute, Massey University, Palmerston North, New Zealand
- Sustainable Nutrition Initiative, Riddet Institute, Massey University, Palmerston North, New Zealand
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14
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Trends in per Capita Food and Protein Availability at the National Level of the Southeast Asian Countries: An Analysis of the FAO’s Food Balance Sheet Data from 1961 to 2018. Nutrients 2022; 14:nu14030603. [PMID: 35276961 PMCID: PMC8838905 DOI: 10.3390/nu14030603] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2021] [Revised: 01/24/2022] [Accepted: 01/26/2022] [Indexed: 12/04/2022] Open
Abstract
We aimed to analyze the temporal trends in the per capita food (kcal/day/person) and protein (g/day/person) availability at the national level in the Southeast Asian (SEA) countries from 1961 to 2018. To avoid intercountry variations and errors, we used a dataset derived from the FAO’s old and new food balance sheets. We used the joinpoint model and the jump model to analyze the temporal trends. The annual percentage change (APC) was computed for each segment of the trends. Per capita food and protein availability in the SEA countries increased significantly by 0.8% per year (54.0%) and 1.1% per year (85.1%), respectively, from 1961 to 2018. During the 1960s, 1970s, and 1980s the per capita food availability in mainland SEA did not change significantly and was less than 2200 kcal/person/day. Since the early 1990s, food availability increased appreciably in the mainland SEA countries, except for Cambodia, which has experienced the increasing trend from the late 1990s. Distinct from the mainland, maritime SEA countries showed an up–down–up growth trend in their per-capita food availability from 1961 to 2018. Food-availability growth slowed down for Brunei (since the mid-1980s) and Malaysia (since mid-the 1990s) whereas it increased for Indonesia (1.5% per year), Timor-Leste (0.9% per year), and the Philippines (0.8% per year). Per capita protein availability trends in the mainland SEA countries were similar to the countries’ per capita food availability trends. Since the late 1980s, Thailand and since the late 1990s, other mainland SEA countries experienced a significant growth in their per capita protein availability. Since the late 1990s, per capita protein availability in Vietnam increased markedly and reached the highest available amount in the SEA region, following Brunei and Myanmar. Per capita protein availability increased almost continuously among the maritime SEA countries, except for Timor-Leste. Marked inequality did exist between maritime and mainland SEA countries in per capita food-availability growth till the mid-1990s. Considerable increases in per capita food availability have occurred in most of the SEA countries, but growth is inadequate for Timor-Leste and Cambodia.
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15
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Clifford Astbury C, Aguirre E, Cullerton K, Monsivais P, Penney TL. How supportive is the global food supply of food-based dietary guidelines? A descriptive time series analysis of food supply alignment from 1961 to 2013. SSM Popul Health 2021; 15:100866. [PMID: 34307827 PMCID: PMC8283034 DOI: 10.1016/j.ssmph.2021.100866] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 06/03/2021] [Accepted: 07/04/2021] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND FAO/WHO have encouraged national governments to create food-based dietary guidelines (FBDGs) to support healthy diets. However, little is known about the extent to which food supply composition aligns with FBDGs, thereby structurally supporting or undermining population-level adherence. It is also unclear how this alignment has evolved over time. The aim of this study was to determine to what extent the global food supply aligns with FBDGs, and to examine historical trends. METHODS Descriptive time series analysis of food supply alignment (FSA), 1961-2013. FSA was characterised as a ratio dividing country-level food supply data by FBDG across four food groups: fruit and vegetables (FV); sugar (SU); fish and seafood (FS); and red and processed meat (RP). FBDG data was collected from guidance produced by international bodies, and from countries with published FBDGs. The food supply was estimated using yearly FAOSTAT data. A population-weighted average of this ratio was created for all countries included in the analysis, and stratified by region and country income. FINDINGS FBDGs from 89 countries were included. Of those, 80% had country guidelines for FV, 34% for SU, 44% for FS, and 21% for RP. FSA (1.0 = perfect alignment) based on global guidelines showed a higher supply than recommended for FV (1.2), SU (1.2) and RP (1.1). FSA based on country guidelines showed a lower supply than recommended for FV (0.9) and a higher supply than recommended for SU (2.3), RP (2.3) and FS (1.4). FSA also showed substantial differences in levels and trends across region and country income. INTERPRETATION As of 2013, food supplies were not aligned with national and international FBDGs and misalignment persisted across five decades with subtantial variation in trends based on geography and country income. The long running nature of these trends suggest that the transition toward sustainable and healthful food systems represent a signifiant global challange. Additionally, acknowledging the degree of misalignment between macro-level structural factors, such as the composition of the food supply, in relation to national or global food policy aims may further aid efforts for population level adherence.
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Affiliation(s)
- Chloe Clifford Astbury
- Global Food Systems and Policy Research, School of Global Health, Faculty of Health, York University, 4700, Keele St., Toronto ON, M3J 1P3, Canada
- Global Strategy Lab, Faculty of Health, York University, Canada
| | - Emilie Aguirre
- University of Chicago Law School, Chicago, USA
- Harvard Business School, Cambridge, USA
| | | | - Pablo Monsivais
- Department of Nutrition & Exercise Physiology, Washington State University, USA
| | - Tarra L. Penney
- Global Food Systems and Policy Research, School of Global Health, Faculty of Health, York University, 4700, Keele St., Toronto ON, M3J 1P3, Canada
- Global Strategy Lab, Faculty of Health, York University, Canada
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16
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Frank SM, Jaacks LM, Batis C, Vanderlee L, Taillie LS. Patterns of Red and Processed Meat Consumption across North America: A Nationally Representative Cross-Sectional Comparison of Dietary Recalls from Canada, Mexico, and the United States. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:E357. [PMID: 33466518 PMCID: PMC7796493 DOI: 10.3390/ijerph18010357] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Revised: 12/18/2020] [Accepted: 12/20/2020] [Indexed: 01/23/2023]
Abstract
Close economic ties encourage production and trade of meat between Canada, Mexico, and the US. Understanding the patterns of red and processed meat consumption in North America may inform policies designed to reduce meat consumption and bolster environmental and public health efforts across the continent. We used nationally-representative cross-sectional survey data to analyze consumption of unprocessed red meat; processed meat; and total red and processed meat. Generalized linear models were used to separately estimate probability of consumption and adjusted mean intake. Prevalence of total meat consumers was higher in the US (73.6, 95% CI: 72.3-74.8%) than in Canada (65.6, 63.9-67.2%) or Mexico (62.7, 58.1-67.2%). Men were more likely to consume unprocessed red, processed, and total meat, and had larger estimated intakes. In Mexico, high wealth individuals were more likely to consume all three categories of meat. In the US and Canada, those with high education were less likely to consume total and processed meat. Estimated mean intake of unprocessed red, processed, and total meat did not differ across sociodemographic strata. Overall consumption of red and processed meat remains high in North America. Policies to reduce meat consumption are appropriate for all three countries.
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Affiliation(s)
- Sarah M. Frank
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27516, USA;
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Lindsay M. Jaacks
- Global Academy of Agriculture and Food Security, Easter Bush Campus, The University of Edinburgh, Roslin EH25 9RG, UK;
| | - Carolina Batis
- CONACYT—Health and Nutrition Research Center, National Institute of Public Health, Av. Universidad No. 655 Colonia Santa María Ahuacatitlán, Cuernavaca 62100, Mexico;
| | - Lana Vanderlee
- Centre Nutrition, Santé et Société (NUTRISS), L’École de Nutrition, Université Laval, Quebec City, QC GIV 0A6, Canada;
| | - Lindsey Smith Taillie
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27516, USA;
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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17
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Global associations between macronutrient supply and age-specific mortality. Proc Natl Acad Sci U S A 2020; 117:30824-30835. [PMID: 33199593 DOI: 10.1073/pnas.2015058117] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Animal experiments have demonstrated that energy intake and the balance of macronutrients determine life span and patterns of age-specific mortality (ASM). Similar effects have also been detected in epidemiological studies in humans. Using global supply data and 1,879 life tables from 103 countries, we test for these effects at a macrolevel: between the nutrient supplies of nations and their patterns of ASM. We find that macronutrient supplies are strong predictors of ASM even after correction for time and economic factors. Globally, signatures of undernutrition are evident in the effects of low supply on life expectancy at birth and high mortality across ages, even as recently as 2016. However, in wealthy countries, the effects of overnutrition are prominent, where high supplies particularly from fats and carbohydrates are predicted to lead to high levels of mortality. Energy supplied at around 3,500 kcal/cap/d minimized mortality across ages. However, we show that the macronutrient composition of energy supply that minimizes mortality varies with age. In early life, 40 to 45% energy from each of fat and carbohydrate and 16% from protein minimizes mortality. In later life, replacing fat with carbohydrates to around 65% of total energy and reducing protein to 11% is associated with the lowest level of mortality. These results, particularly those regarding fats, accord both with experimental data from animals and within-country epidemiological studies on the association between macronutrient intake and risk of age-related chronic diseases.
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18
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Al Hasan SM, Saulam J, Kanda K, Murakami A, Yamadori Y, Mashima Y, Ngatu NR, Hirao T. Temporal Trends in Apparent Energy and Macronutrient Intakes in the Diet in Bangladesh: A Joinpoint Regression Analysis of the FAO's Food Balance Sheet Data from 1961 to 2017. Nutrients 2020; 12:E2319. [PMID: 32748820 PMCID: PMC7469017 DOI: 10.3390/nu12082319] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 07/27/2020] [Accepted: 07/31/2020] [Indexed: 12/18/2022] Open
Abstract
We analyzed the temporal trends and significant changes in apparent energy and macronutrient intakes in the Bangladeshi diet from 1961 to 2017. Due to the lack of a long-running national dietary intake dataset, this study used the Food and Agriculture Organization (FAO)'s old and new food balance sheet dataset. We used the joinpoint regression model and jump model to analyze the temporal trends in apparent energy and macronutrient intakes. The annual percentage change (APC) was computed for each segment of the trends. Bangladesh has experienced a late energy revolution in their dietary history. During the 1960s, 1970s, 1980s, and 1990s, Bangladesh was suffering from substantive calorie deficits, where in apparent energy intake was less than 2200 kcal/day/person. Since the late 1990s, Bangladesh has made significant progress in raising the apparent energy consumption in the diet. Since the late 1970s, apparent fat intake started to increase significantly at a marked rate (APC = 2.16), whereas since the early 1990s, protein intake increased significantly by 1.33% per year. Plant sources have mostly governed the protein and fat intake trends in the Bangladeshi diet since 1960, whereas animal sources began to contribute significantly in protein intake since 1990 (APC = 3.43) and in fat intake since 2000 (APC = 2.88). Bangladesh overcame the substantive calorie deficit condition in the diet from the late 1990s. Excessive carbohydrate intake along with imbalanced and low-quality protein and fat intakes have been the central features in the diet in Bangladesh.
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Affiliation(s)
- Syed Mahfuz Al Hasan
- Department of Public Health, Faculty of Medicine, Kagawa University, Kagawa 7610793, Japan; (K.K.); (A.M.); (Y.Y.); (Y.M.); (N.R.N.); (T.H.)
| | - Jennifer Saulam
- Department of Food Processing and Nutrition, Karnataka State Akkamahadevi Women’s University, Vijayapura, Karnataka 586108, India;
| | - Kanae Kanda
- Department of Public Health, Faculty of Medicine, Kagawa University, Kagawa 7610793, Japan; (K.K.); (A.M.); (Y.Y.); (Y.M.); (N.R.N.); (T.H.)
| | - Akitsu Murakami
- Department of Public Health, Faculty of Medicine, Kagawa University, Kagawa 7610793, Japan; (K.K.); (A.M.); (Y.Y.); (Y.M.); (N.R.N.); (T.H.)
| | - Yusuke Yamadori
- Department of Public Health, Faculty of Medicine, Kagawa University, Kagawa 7610793, Japan; (K.K.); (A.M.); (Y.Y.); (Y.M.); (N.R.N.); (T.H.)
| | - Yukinori Mashima
- Department of Public Health, Faculty of Medicine, Kagawa University, Kagawa 7610793, Japan; (K.K.); (A.M.); (Y.Y.); (Y.M.); (N.R.N.); (T.H.)
| | - Nlandu Roger Ngatu
- Department of Public Health, Faculty of Medicine, Kagawa University, Kagawa 7610793, Japan; (K.K.); (A.M.); (Y.Y.); (Y.M.); (N.R.N.); (T.H.)
| | - Tomohiro Hirao
- Department of Public Health, Faculty of Medicine, Kagawa University, Kagawa 7610793, Japan; (K.K.); (A.M.); (Y.Y.); (Y.M.); (N.R.N.); (T.H.)
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