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      Does millet consumption contribute to raising blood hemoglobin levels compared to regular refined staples?: a systematic review and meta-analysis

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          Abstract

          Millets are recognized for their health and nutritional values, and the United Nations declared 2023 the International Year of Millets. Among the several health and nutritional benefits of millets, their impact on hemoglobin concentration is important since anemia is a major public health issue in many countries. To investigate the effect of millet (including sorghum) consumption on hemoglobin concentration in the blood, a systematic review and meta-analysis were conducted. Thirteen published studies featuring randomized control trials involving 590 individuals in the intervention group and 549 control individuals were eligible for the meta-analysis. The difference-in-differences analysis revealed highly significant ( p < 0.01) positive effects of millet consumption on hemoglobin concentration, with an effect size of +0.68 standardized mean difference units. The change in hemoglobin concentration observed in the intervention group was +13.6%, which is statistically significant ( p < 0.0005), compared to that in the control group, which was +4.8% and not statistically significant ( p = 0.1362). In four studies, the consumption of millets in the intervention group demonstrated a change from mild anemia to normal status among children, whereas there was no change in the control group. The findings provide evidence that the consumption of millets can improve blood hemoglobin concentration, likely resulting from increased iron intake. Further research is needed involving the assessment of iron content and bioavailability to better understand the effect variation among millet types and the mechanisms involved.

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          Most cited references30

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          Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement

          David Moher and colleagues introduce PRISMA, an update of the QUOROM guidelines for reporting systematic reviews and meta-analyses
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            Food in the Anthropocene: the EAT–Lancet Commission on healthy diets from sustainable food systems

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              How to perform a meta-analysis with R: a practical tutorial

              Meta-analysis is of fundamental importance to obtain an unbiased assessment of the available evidence. In general, the use of meta-analysis has been increasing over the last three decades with mental health as a major research topic. It is then essential to well understand its methodology and interpret its results. In this publication, we describe how to perform a meta-analysis with the freely available statistical software environment R, using a working example taken from the field of mental health. R package meta is used to conduct standard meta-analysis. Sensitivity analyses for missing binary outcome data and potential selection bias are conducted with R package metasens. All essential R commands are provided and clearly described to conduct and report analyses. The working example considers a binary outcome: we show how to conduct a fixed effect and random effects meta-analysis and subgroup analysis, produce a forest and funnel plot and to test and adjust for funnel plot asymmetry. All these steps work similar for other outcome types. R represents a powerful and flexible tool to conduct meta-analyses. This publication gives a brief glimpse into the topic and provides directions to more advanced meta-analysis methods available in R.
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                Author and article information

                Contributors
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                Journal
                Front Nutr
                Front Nutr
                Front. Nutr.
                Frontiers in Nutrition
                Frontiers Media S.A.
                2296-861X
                12 February 2024
                2024
                : 11
                : 1305394
                Affiliations
                [1] 1Asia-Pacific Association of Agricultural Research Institutions (APAARI) , Bangkok, Thailand
                [2] 2International Crops Research Institute for the Semi-Arid Tropics (ICRISAT) , Patancheru, India
                [3] 3Asian Institute of Technology (AIT) , Khlong Luang, Thailand
                [4] 4Institute of Food, Nutrition, and Health, University of Reading , Reading, United Kingdom
                [5] 5International Rice Research Institute (IRRI) , Los Baños, Philippines
                [6] 6One Acre Fund , Kigali, Rwanda
                [7] 7National Institute of Nutrition (NIN) , Hyderabad, India
                [8] 8Avinashilingam Institute for Home Science and Higher Education for Women , Coimbatore, Tamil Nadu, India
                [9] 9National Technical Board of Nutrition, Government of India (GoI) , Mumbai, India
                Author notes

                Edited by: Ana Carla Cepeda Lopez, Hospital Zambrano Hellion TecSalud, Mexico

                Reviewed by: Fahrul Nurkolis, State Islamic University of Sunan Kalijaga (UIN Sunan Kalijaga Yogyakarta), Indonesia

                Christèle Icard-Vernière, Institut de Recherche Pour le Développement (IRD), France

                *Correspondence: Seetha Anitha, dr.anithaseetha@ 123456gmail.com
                Article
                10.3389/fnut.2024.1305394
                10900984
                38419846
                623ed090-7ad3-4f8d-80a8-2a316f14ef17
                Copyright © 2024 Anitha, Tsusaka, Givens, Kane-Potaka, Botha, Sulaiman, Upadhyay, Vetriventhan, Rajendran, Parasannanavar, Longvah, Subramaniam and Bhandari.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 05 October 2023
                : 18 January 2024
                Page count
                Figures: 4, Tables: 3, Equations: 0, References: 35, Pages: 7, Words: 4081
                Funding
                Funded by: Odisha Millet Mission as part of the International Year of Millet 2023
                The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by Odisha Millet Mission as part of the International Year of Millet 2023.
                Categories
                Nutrition
                Systematic Review
                Custom metadata
                Nutritional Epidemiology

                iron deficiency anemia,millets,hemoglobin,dietary iron,difference-in-differences

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