ArticleNutrients2024
Iron Deficiency: Global Trends and Projections from 1990 to 2050.
Article in Nutrients, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- Iron in breastfed infants and behavior at 3 years: a randomized trial.Scientific reports · 2026Trial
- Feasibility, image quality, and analytic usability of mobile 64 mT ultra-low-field MRI for infant brain imaging at 3 and 12 months in southern Malawi.Journal of magnetic resonance open · 2026Article
- Age- and sex-specific patterns of microcytic anemia in adolescence: implications for screening.European journal of pediatrics · 2026Article
- Review
- Forged in iron: molecular insights into iron tolerance in Hermetia illucens.NPJ science of food · 2026Article
- Hypophosphatemia in Patients Receiving Intravenous Iron Supplementation for Iron-Deficiency Anemia: A Narrative Review.Journal of clinical medicine · 2026Review
- Article
- Gastrointestinal malignancy in iron deficiency without anemia: a retrospective study from Jordan.Scientific reports · 2026Article
- Vitamin B6 deficiency anemia resembles iron-deficiency anemia but does not activate intestinal HIF2⍺.Experimental hematology · 2026Article
- Serum ferritin levels in a sample of older participants in the Greek HYDRIA survey: associations with sociodemographic and lifestyle parameters including dietary iron intake and Mediterranean diet score.The British journal of nutrition · 2026Article
- Pre-existing iron deficiency anemia and long-term risk of recurrent acute kidney injury in survivors of ICU-associated AKI: a propensity-matched study.Frontiers in nutrition · 2026Article
- An Updated Review on Iron Deficiency Anemia: From Epidemiology to Diagnosis, Etiology, Prevention and Treatment.Journal of blood medicine · 2026Review
- Prevalence and determinants of anaemia among university students: a gender-based analysis.Frontiers in public health · 2026Article
- Is it time to offer routine screening for iron deficiency in healthy adolescent females?British journal of haematology · 2025Review
- Humics-Functionalized Iron(III) Oxyhydroxides as Promising Nanoferrotherapeutics: Synthesis, Characterization, and Efficacy in Iron Delivery.Nanomaterials (Basel, Switzerland) · 2025Article
- Deficiency and Development: A Bibliometric Analysis of the Effects of Iron Deficiency on Human Development.Cureus · 2025Review
- A Strengths-Based Approach to Increasing Nutrition Knowledge in Student-Athletes: The 'Eat 2 Win' Pilot Program.Nutrients · 2025Article
- Case Report: Effect of preventive intravenous iron infusion on postoperative hemoglobin levels in a female patient with latent iron deficiency anemia before total hip arthroplasty.Frontiers in medicine · 2025Article
- Comparative effectiveness analysis of univariate time-series forecasting models for disease mortality rates in the global burden of disease database: a case study of global hypertensive heart disease among women of childbearing age.Frontiers in public health · 2025Article
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9 authors.
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Abstract
backgroundIron deficiency (ID) remains the leading cause of anemia, affects a vast number of persons globally, and continues to be a significant global health burden. Comprehending the patterns of ID burden is essential for developing targeted public health policies.
methodsUsing data from the Global Burden of Disease (GBD) 2021 study for the years 1990-2021, the XGBoost model was constructed to predict prevalence and disability-adjusted life years (DALYs) for the period 2022-2050, based on key demographic variables. Shapley Additive exPlanations (SHAP) values were applied to interpret the contributions of each variable to the model's predictions. Additionally, the Age-Period-Cohort (APC) model was used to evaluate the effects of age, period, and birth cohort on both prevalence and DALYs. The relationship between the Socio-Demographic Index (SDI) and ID's age-standardized prevalence rate (ASPR) as well as the age-standardized DALYs rate (ASDR) was also analyzed to assess the influence of socioeconomic development on disease burden.
resultsThe global prevalent cases of ID grew from 984.61 million in 1990 to 1270.64 million in 2021 and are projected to reach 1439.99 million by 2050. Similarly, global DALYs from ID increased from 28.41 million in 1990 to 32.32 million in 2021, with a projected rise to 36.13 million by 2050. The ASPR declined from 18,204/100,000 in 1990 to 16,433/100,000 in 2021, with an estimated annual percentage change (EAPC) of -0.36% over this period. It is expected to decrease further to 15,922 by 2050, with an EAPC of -0.09% between 2021 and 2050. The ASDR was 518/100,000 in 1990 and 424/100,000 in 2021, with an EAPC of -0.68% from 1990 to 2021. It is expected to remain relatively stable at 419/100,000 by 2050, with an EAPC of -0.02% between 2021 and 2050. In 2021, the highest ASPRs were recorded in Senegal (34,421/100,000), Mali (34,233/100,000), and Pakistan (33,942/100,000). By 2050, Mali (35,070/100,000), Senegal (34,132/100,000), and Zambia (33,149/100,000) are projected to lead. For ASDR, Yemen (1405/100,000), Mozambique (1149/100,000), and Mali (1093/100,000) had the highest rates in 2021. By 2050, Yemen (1388/100,000), Mali (1181/100,000), and Mozambique (1177/100,000) are expected to remain the highest. SHAP values demonstrated that gender was the leading predictor of ID, with age and year showing negative contributions. Females aged 10 to 60 consistently showed higher prevalence and DALYs rates compared to males, with the under-5 age group having the highest rates for both. Additionally, men aged 80 and above exhibited a rapid increase in prevalence. Furthermore, the ASPR and ASDR were significantly higher in regions with a lower SDI, highlighting the greater burden of ID in less developed regions.
conclusionsID remains a significant global health concern, with its burden projected to persist through 2050, particularly in lower-SDI regions. Despite declines in ASPR and ASDR, total cases and DALYs are expected to rise. SHAP analysis revealed that gender had the greatest influence on the model's predictions, while both age and year showed overall negative contributions to ID risk. Children under 5, women under 60, and elderly men aged 80+ were the most vulnerable groups. These findings underscore the need for targeted interventions, such as improved nutrition, early screening, and addressing socioeconomic drivers through iron supplementation programs in low-SDI regions.
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