Are Reproducible Dietary Patterns Consistently Associated With Disease Outcomes or Their Drivers in Italy? A Systematic Review.

Michela C Speciani, Maria Parpinel, Rachele Bianco, Valeria Edefonti, Monica Ferraroni

Journal: Advances in nutrition (Bethesda, Md.) 2025;16(4):100397

PMID: 40023375

Abstract

The strength, direction, and trend of associations between specific diseases and reproducible a posteriori dietary patterns (DPs) based on principal component analysis (PCA) or exploratory factor analysis (EFA) have rarely been investigated across populations. We conducted a systematic review of PCA/EFA-based DPs identified in Italy to explore 2 methodological issues: 1) cross-study reproducibility of Italian DPs; 2) consistency of associations between reproducible DPs and the same/similar disease outcomes/DP drivers/correlates. The systematic review process and findings on DP cross-study reproducibility were published separately. This paper focuses on associations, summarizing the data in figures and tables, with post-hoc criteria for similarity among target variables, statistical methods, and adjustment for confounding. Predefined rules of inference were used to evaluate selected Hill's causal criteria (consistency, strength, and dose-response effects) and draw valid scientific conclusions on the association between PCA/EFA-based DPs and similar/the same target variables. Fifty-two articles, primarily on EFA-based DPs derived from food frequency questionnaires, were included. Regression models were used to explore the relationships between DPs and disease outcomes/DP drivers, aligning with original research questions, study designs, and literature on confounding. When considering similar target variables, 9 groups of reproducible DPs showed >50% statistically significant associations in the same direction across 1-3 groups of target variables, such as socioeconomic characteristics, incidence of chronic diseases, overall/cause-specific mortality, cardiovascular disease risk factors, pregnancy/breastfeeding-related and elderly-related outcomes. Groups targeting dairies/sweets and vegetable sources of fats showed >50% nonsignificant findings across all similar target variables. Overall, 54% of findings were nonsignificant. When considering the same target variable, the median number of DPs per group was equal to 2 (interquartile range: 2-2.5). Together with population comparability issues, this prevented us from reliably performing any meta-analyses. At this stage, valid scientific conclusions cannot be drawn to inform Italian nutritional recommendations. This study was registered at PROSPERO as registration number CRD42022341037.

Copyright © 2025 The Authors. Published by Elsevier Inc. All rights reserved.

Address: Department of Medicine-DMED, Università degli Studi di Udine, Udine, Italy.; Branch of Medical Statistics, Biometry and Epidemiology 'G. A. Maccacaro,' Department of Clinical Sciences and Community Health Dipartimento di Eccellenza 2023-2027, Università degli Studi di Milano, Milano, Italy; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milano, Italy.; Branch of Medical Statistics, Biometry and Epidemiology 'G. A. Maccacaro,' Department of Clinical Sciences and Community Health Dipartimento di Eccellenza 2023-2027, Università degli Studi di Milano, Milano, Italy.; Branch of Medical Statistics, Biometry and Epidemiology 'G. A. Maccacaro,' Department of Clinical Sciences and Community Health Dipartimento di Eccellenza 2023-2027, Università degli Studi di Milano, Milano, Italy; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milano, Italy. Electronic address: [email protected].
Bant logo

© Copyright 2026, Nutrition Evidence

NED wishes to thank the following organisations for their support:

We use cookies to improve your experience and analyze site traffic with Google Analytics. By continuing to use our site, you agree to our use of cookies. Learn more.