# Reduced rank regression-derived dietary patterns related to climate-sensitive micronutrients and their associations with child undernutrition among young children in rural Kenya: findings from the ALIMUS study

**Authors:** Grace Wothaya Kihagi, Adi Lukas Kurniawan, Erick Agure, Erick M.O. Muok, Raissa Sorgho, Ina Danquah

PMC · DOI: 10.1186/s12889-026-26265-z · BMC Public Health · 2026-01-13

## TL;DR

This study explores how dietary patterns rich in climate-sensitive micronutrients affect child undernutrition in rural Kenya, finding benefits for girls' general and acute nutritional status.

## Contribution

The novel use of reduced rank regression to derive dietary patterns linked to climate-sensitive micronutrients and their gender-specific associations with child undernutrition.

## Key findings

- Dietary patterns rich in vegetables, fish, and fruits were positively associated with weight-for-age and weight-for-height z-scores among girls.
- The dietary patterns explained 68% and 65% of the variation in micronutrient intakes for boys and girls, respectively.
- No significant association was found between these dietary patterns and height-for-age z-scores.

## Abstract

Undernutrition among children remains a global public health challenge in sub-Saharan Africa. This study examined the associations of dietary patterns related to climate-sensitive micronutrients with undernutrition among children aged 6–23 months in Siaya County, Kenya.

We used cross-sectional baseline data of 626 mother-child pairs from a cluster-randomized controlled trial on nutrition counselling and home gardening. Dietary patterns and food intake were derived from a semi-quantitative food frequency questionnaire and identified using Reduced-Rank Regression (RRR) with the response variables of iron, zinc, selenium, and vitamin A (climate-sensitive micronutrients). Their associations with anthropometric z-scores [weight-for-age (WAZ), weight-for-height (WHZ), height-for-age (HAZ)] were calculated by regression models.

In this study population (median age: 15 months; 54.2% boys), boys had a lower median of WAZ (-0.47 vs. -0.20), WHZ (-0.02 vs. 0.18), and HAZ (-0.88 vs. -0.54) than girls (p < 0.05). RRR-derived dietary patterns were similar between boys and girls, explaining 68% and 65% of the variations in micronutrient intakes, respectively. These patterns, characterized by high consumption of vegetables, fish, potatoes, coffee and tea, white bread and cereals, fruits, rice and pasta, fermented food, and legumes, were positively associated with WAZ and WHZ but not with HAZ, only among girls.

A diet rich in protein sources and fruits and vegetables is associated with better general and acute nutritional status among young girls in rural Kenya.

The online version contains supplementary material available at 10.1186/s12889-026-26265-z.

## Full-text entities

- **Genes:** TF (transferrin) [NCBI Gene 7018] {aka HEL-S-71p, PRO1557, PRO2086, TFQTL1}, ALK (ALK receptor tyrosine kinase) [NCBI Gene 238] {aka ALK1, CD246, NBLST3}
- **Diseases:** wasting (MESH:D019282), HAZ (MESH:C000719188), underweight (MESH:D013851), Cancer (MESH:D009369), linear growth deficits (MESH:D006130), WAZ (MESH:D015431), Undernutrition (MESH:D044342), food insecurity (MESH:D005517), fever (MESH:D005334), diarrhea (MESH:D003967)
- **Chemicals:** essential fatty acids (MESH:D005228), choline (MESH:D002794), riboflavin (MESH:D012256), thiamine (MESH:D013831), B5, D (-), iron (MESH:D007501), zinc (MESH:D015032), carbon (MESH:D002244), vitamin A (MESH:D014801), PUFAs (MESH:D005231), carbohydrate (MESH:D002241), starch (MESH:D013213), phospholipids (MESH:D010743), selenium (MESH:D012643), folate (MESH:D005492)
- **Species:** Oryza sativa (Asian cultivated rice, species) [taxon 4530], Manihot esculenta (cassava, species) [taxon 3983], Sorghum bicolor (broomcorn, species) [taxon 4558], Homo sapiens (human, species) [taxon 9606], Solanum tuberosum (potatoes, species) [taxon 4113]

## Full text

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## Figures

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## References

2 references — full list in the complete paper: https://tomesphere.com/paper/PMC12849572/full.md

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Source: https://tomesphere.com/paper/PMC12849572