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Article

Interactive Tree Analysis Identifies Dietary Fiber and Magnesium Adequacy as Exploratory Screening Markers for Assessing Nutrient-Dense, Immune-Supportive and Anti-Inflammatory Dietary Patterns in Young Adults Without Comorbidities: Proposition of the New StrongPOLA and RapidPOLA Indexes

by
Paweł Jagielski
1,*,
Philip C. Calder
2,
Izabela Bolesławska
3 and
Edyta Łuszczki
4
1
Department of Nutrition and Drug Research, Institute of Public Health, Faculty of Health Sciences, Jagiellonian University Medical College, 31-066 Kraków, Poland
2
Faculty of Medicine, University of Southampton and NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
3
Department of Bromatology, Poznan University of Medical Sciences, 60-354 Poznań, Poland
4
Faculty of Health Sciences and Psychology, Collegium Medicum, University of Rzeszów, 35-959 Rzeszów, Poland
*
Author to whom correspondence should be addressed.
Nutrients 2026, 18(11), 1689; https://doi.org/10.3390/nu18111689
Submission received: 26 March 2026 / Revised: 16 May 2026 / Accepted: 16 May 2026 / Published: 25 May 2026
(This article belongs to the Section Nutritional Immunology)

Abstract

Background/Objectives: The POLA index is a comprehensive tool for evaluating the nutrient-dense, immune-supportive, and anti-inflammatory properties of the diet, but its multi-component structure may limit routine use. We aimed to identify simple dietary markers associated with a lower follow-up incidence of COVID-19 or influenza, as well as the anti-inflammatory properties of the diet, and to compare a simplified screening tool with the full POLA index. Methods: This prospective observational study included 146 healthy adults aged 25–45 years from two Polish cohorts examined in 2020 and 2022 (cohort/year adjusted). Habitual diet was assessed using at least 5-day food records, and nutrient adequacy was expressed relative to Polish dietary reference values. Classification and regression tree analyses were used to identify the most informative dietary predictors of the reduction in risk of infection, and logistic regression models were used to evaluate associations after adjustment for sex, diet type, physical activity, marital status, year of cohort and waist-to-height ratio. Results: During follow-up, 39/146 participants (26.7%) reported COVID-19 or influenza. Interactive tree analysis identified dietary fiber in g per kg/m2 of BMI ≥ 1, and magnesium adequacy as the key discriminators. In StrongPOLA, participants not meeting the cut-offs of ≥1 g fiber per kg/m2 of BMI and ≥130% of the magnesium reference value had a higher incidence of COVID-19 or influenza than those meeting both of those cut-offs (34.9% vs. 2.7%); however, this estimate was large and imprecise, with a wide confidence interval (the adjusted OR = 14.9 (95% CI: 1.89–118.06)), and should, therefore, be interpreted cautiously. In RapidPOLA, the participants not meeting the cut-offs of ≥1 g fiber per kg/m2 of BMI and ≥110% of the magnesium reference value (i.e., 352 mg/day for women and 462 mg/day for men) had a higher observed incidence of COVID-19 or influenza than those meeting both of those cut-offs (36.4% vs. 12.1%); the adjusted OR was 3.4 (95% CI: 1.18–8.75). RapidPOLA showed good agreement with the favorable result of the POLA classification (κ = 0.65). Conclusions: Dietary fiber in g per kg/m2 of BMI and magnesium adequacy appear to be practical markers of a broader nutrient-dense, immune-supporting, and anti-inflammatory dietary pattern associated with a lower follow-up incidence of COVID-19 or influenza in young adults without comorbidities. RapidPOLA may be useful as a simple screening tool for a nutrient-dense, immune-supportive, and anti-inflammatory (NUTRIDIMAF) diet in young people without obesity and comorbidities, whereas StrongPOLA may serve as a stricter reference profile. The proposed cut-offs require external validation in independent and more diverse cohorts.
Keywords: dietary fiber; magnesium; nutrition; POLA index; RapidPOLA; StrongPOLA; immune-supportive diet; NUTRIDIMAF diet; COVID-19; influenza; fiber in g per kg/m2 of BMI dietary fiber; magnesium; nutrition; POLA index; RapidPOLA; StrongPOLA; immune-supportive diet; NUTRIDIMAF diet; COVID-19; influenza; fiber in g per kg/m2 of BMI

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MDPI and ACS Style

Jagielski, P.; Calder, P.C.; Bolesławska, I.; Łuszczki, E. Interactive Tree Analysis Identifies Dietary Fiber and Magnesium Adequacy as Exploratory Screening Markers for Assessing Nutrient-Dense, Immune-Supportive and Anti-Inflammatory Dietary Patterns in Young Adults Without Comorbidities: Proposition of the New StrongPOLA and RapidPOLA Indexes. Nutrients 2026, 18, 1689. https://doi.org/10.3390/nu18111689

AMA Style

Jagielski P, Calder PC, Bolesławska I, Łuszczki E. Interactive Tree Analysis Identifies Dietary Fiber and Magnesium Adequacy as Exploratory Screening Markers for Assessing Nutrient-Dense, Immune-Supportive and Anti-Inflammatory Dietary Patterns in Young Adults Without Comorbidities: Proposition of the New StrongPOLA and RapidPOLA Indexes. Nutrients. 2026; 18(11):1689. https://doi.org/10.3390/nu18111689

Chicago/Turabian Style

Jagielski, Paweł, Philip C. Calder, Izabela Bolesławska, and Edyta Łuszczki. 2026. "Interactive Tree Analysis Identifies Dietary Fiber and Magnesium Adequacy as Exploratory Screening Markers for Assessing Nutrient-Dense, Immune-Supportive and Anti-Inflammatory Dietary Patterns in Young Adults Without Comorbidities: Proposition of the New StrongPOLA and RapidPOLA Indexes" Nutrients 18, no. 11: 1689. https://doi.org/10.3390/nu18111689

APA Style

Jagielski, P., Calder, P. C., Bolesławska, I., & Łuszczki, E. (2026). Interactive Tree Analysis Identifies Dietary Fiber and Magnesium Adequacy as Exploratory Screening Markers for Assessing Nutrient-Dense, Immune-Supportive and Anti-Inflammatory Dietary Patterns in Young Adults Without Comorbidities: Proposition of the New StrongPOLA and RapidPOLA Indexes. Nutrients, 18(11), 1689. https://doi.org/10.3390/nu18111689

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