@Article{info:doi/10.2196/67166,
author="Vadsaria, Khadija
and Nuruddin, Rozina
and Mohammed, Nuruddin
and Azam, Iqbal
and Sayani, Saleem",
title="Efficacy of a Personalized mHealth App in Improving Micronutrient Supplement Use Among Pregnant Women in Karachi, Pakistan: Parallel-Group Randomized Controlled Trial",
journal="J Med Internet Res",
year="2025",
month="Apr",
day="9",
volume="27",
pages="e67166",
keywords="calcium; folic acid; iron; mobile health intervention; micronutrient deficiencies; Pakistan; pregnancy; supplement use; vitamin D; artificial intelligence",
abstract="Background: Micronutrient deficiencies in folate, ferritin, calcium, and vitamin D are common during pregnancy in low- and middle-income countries, often due to inadequate diets. Micronutrient supplementation can address this need, whereas innovative awareness strategies in antenatal practices could enhance supplement use compliance. Objective: We evaluated the efficacy of a personalized mobile health (mHealth) intervention, hypothesizing a 30{\%} improvement in supplement use in the intervention group compared to a conventional face-to-face counseling group. Methods: In an unblinded randomized controlled trial, we enrolled 306 first-trimester pregnant women from Aga Khan University Hospital between January 2020 and September 2021 who owned smartphones with internet connection. Women on regular medications or with dietary restrictions or critical illnesses were excluded. The intervention group received personalized micronutrient supplement use coaching through an mHealth app (PurUmeed Aaghaz) as thrice-a-week push messages and tailored recommendations over a 24-week period. The comparison group received standard face-to-face counseling at 6, 12, 18, and 24 weeks after enrollment. Baseline sociodemographic, obstetrics, anthropometric, dietary, and lifestyle data were collected through face-to-face interviews. At each follow-up, participants reported their weekly use of folic acid, iron, calcium, and vitamin D supplements, scored as 0 (daily), 1.5 (4-6 times weekly), and 3 (≤3 times weekly). Scores were summed to calculate the cumulative supplement use score (CSUS; 0-12), with higher scores indicating greater inadequacy. Every fourth woman was invited for biochemical micronutrient assessment. Data were analyzed using Stata (version 14), with random-effects linear and logistic panel regression to compare CSUS and supplement use between the 2 groups from baseline to endline. Results: Of 153 participants per group, 107 (69.9{\%}) in the intervention and 125 (81.7{\%}) in the nonintervention group completed the study. After 24 weeks, the intervention group showed a greater but insignificant reduction in mean CSUS compared to the nonintervention group ($\beta$=--.27, 95{\%} CI −0.65 to 0.12; P=.17). Daily supplement use improved by 20{\%} versus 22.4{\%} for folic acid, 11.2 times versus 2.1 times for iron, 1.2 times versus 14.2 times for calcium, and 3 times versus 1.3 times for vitamin D in the intervention versus nonintervention group, respectively. Multivariable analysis showed higher, though insignificant, odds of sufficient folic acid (adjusted odds ratio [aOR] 1.26, 95{\%} CI 0.68-2.36; P=.46) and iron (aOR 1.31, 95{\%} CI 0.95-1.81; P=.10) use in the intervention group, whereas vitamin D use was significantly higher (aOR 1.88, 95{\%} CI 1.43-2.47; P<.001). Calcium intake improved in the nonintervention group (aOR 0.59, 95{\%} CI 0.44-0.79; P<.001). Anemia decreased in the intervention group, whereas ferritin, calcium, and vitamin D deficiencies persisted or worsened, particularly in the nonintervention group. Conclusions: An appropriately implemented mHealth intervention can improve antenatal vitamin D supplementation. Affordable, accessible, and personalized counseling through mHealth could ameliorate micronutrient status during pregnancy. Trial Registration: ClinicalTrials.gov NCT04216446; https://clinicaltrials.gov/study/NCT04216446 ",
issn="1438-8871",
doi="10.2196/67166",
url="https://www.jmir.org/2025/1/e67166",
url="https://doi.org/10.2196/67166"
}