Adherence to smartphone-delivered antimicrobial prescribing guidelines in hospitals in Lao PDR: A stepped-wedge cluster randomized controlled trial

BACKGROUND: Prescribing guidelines are a cornerstone of antimicrobial stewardship programs. Smartphone applications can increase access in low-and middle-income countries (LMICs). Following the release of the Lao national antimicrobial prescribing guidelines in 2021, this trial compared adherence to these guidelines delivered by a smartphone application versus the paper-based version among hospitalized patients and outpatients in six hospitals in Laos. METHODS AND FINDINGS: An open cohort stepped-wedge cluster randomized controlled 3-step trial was conducted from 2021-2022. The intervention was a smartphone application-based prescribing guideline and antimicrobial stewardship (AMS) training. The reference was a paper-based version of the same guidelines. Adherence was defined as prescriptions using the correct antimicrobial(s) and correct dose based on the provided prescribing guidelines. The primary outcome was assessed via repeated point prevalence surveys (PPS) at ~4-month intervals. Data were analyzed using a mixed-effects regression model, accounting for time and clustering. Among 3,561 hospitalized patient prescriptions, overall guideline adherence was 17.0% (95% confidence interval or CI [15.0,19]) in the reference group, and 25.6% (95% CI [23.1,28.3]) in the intervention group. After accounting for time and cluster effects and adjusting for confounders (sequence of intervention, age, gender, prescribing indication, and hospital department), adherence did not differ by guideline delivery mode (adjusted odds ratio (aOR)=1.26 (95% CI [0.8,1.9]; p = 0.276). Similar findings were observed in outpatient settings (aOR = 0.91 (95% CI [0.7,1.1]; p = 0.406)). Outpatient adherence varied by time of intervention introduction, with the first group of hospitals exposed to the intervention showing higher odds of adherence (32.1% [302/940]; 95% CI [29.1,35.2]) compared with the last group (19.1% [241/1,261]; 95% CI [16.9,21.4]) with aOR = 1.95 (95% CI [1.4,2.7]; p < 0.001). Prescribing in this study was assessed using patients' medical records; as prescriptions could not be reliably linked to individual prescribers, changes in individual prescribing behavior could not be evaluated. CONCLUSION: This study demonstrated that smartphone technology can deliver antimicrobial prescribing guidelines in an LMIC like Laos. However, the trial did not demonstrate the pre-specified improvement in guidelines adherence with the smartphone app and AMS training compared with paper-based guidelines. While treatment guidelines underpin antimicrobial stewardship efforts, adherence depends on multiple factors beyond guideline availability. The trial was registered at clinicaltrials.gov (NCT04914793).

Authors

Institutions

Publication Details

Journal
PLoS Medicine
Published
2026-08-27
DOI
https://doi.org/10.1371/journal.pmed.1005205
Primary Topic
Antibiotic Use and Resistance
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Adherence to smartphone-delivered antimicrobial prescribing guidelines in hospitals in Lao PDR: A stepped-wedge cluster randomized controlled trial

Khamsay Detleuxay, Sommay Keomany, Chanthala Phamisith, Paul Turner et al.
PLoS Medicine
Antibiotic Use and Resistance
article

Adherence to smartphone-delivered antimicrobial prescribing guidelines in hospitals in Lao PDR: A stepped-wedge cluster randomized controlled trial

Khamsay Detleuxay, Sommay Keomany, Chanthala Phamisith, Paul Turner, Valy Keoluangkhot, Paul N. Newton, H. Rogier van Doorn, Mavuto Mukaka, Susath Vongphachanh, Mayfong Mayxay, Sue J. Lee, Manivanh Vongsouvath, Vilada Chansamouth, Danoy Chommanam, Sommana Rattana, Elizabeth A. Ashley, Viladeth Paphasiri, Siho Sengsavang, Bandith Soumphonphakdy, Phouvieng Douangdala, Nicholas P. J. Day
article en

Abstract

BACKGROUND: Prescribing guidelines are a cornerstone of antimicrobial stewardship programs. Smartphone applications can increase access in low-and middle-income countries (LMICs). Following the release of the Lao national antimicrobial prescribing guidelines in 2021, this trial compared adherence to these guidelines delivered by a smartphone application versus the paper-based version among hospitalized patients and outpatients in six hospitals in Laos. METHODS AND FINDINGS: An open cohort stepped-wedge cluster randomized controlled 3-step trial was conducted from 2021-2022. The intervention was a smartphone application-based prescribing guideline and antimicrobial stewardship (AMS) training. The reference was a paper-based version of the same guidelines. Adherence was defined as prescriptions using the correct antimicrobial(s) and correct dose based on the provided prescribing guidelines. The primary outcome was assessed via repeated point prevalence surveys (PPS) at ~4-month intervals. Data were analyzed using a mixed-effects regression model, accounting for time and clustering. Among 3,561 hospitalized patient prescriptions, overall guideline adherence was 17.0% (95% confidence interval or CI [15.0,19]) in the reference group, and 25.6% (95% CI [23.1,28.3]) in the intervention group. After accounting for time and cluster effects and adjusting for confounders (sequence of intervention, age, gender, prescribing indication, and hospital department), adherence did not differ by guideline delivery mode (adjusted odds ratio (aOR)=1.26 (95% CI [0.8,1.9]; p = 0.276). Similar findings were observed in outpatient settings (aOR = 0.91 (95% CI [0.7,1.1]; p = 0.406)). Outpatient adherence varied by time of intervention introduction, with the first group of hospitals exposed to the intervention showing higher odds of adherence (32.1% [302/940]; 95% CI [29.1,35.2]) compared with the last group (19.1% [241/1,261]; 95% CI [16.9,21.4]) with aOR = 1.95 (95% CI [1.4,2.7]; p < 0.001). Prescribing in this study was assessed using patients' medical records; as prescriptions could not be reliably linked to individual prescribers, changes in individual prescribing behavior could not be evaluated. CONCLUSION: This study demonstrated that smartphone technology can deliver antimicrobial prescribing guidelines in an LMIC like Laos. However, the trial did not demonstrate the pre-specified improvement in guidelines adherence with the smartphone app and AMS training compared with paper-based guidelines. While treatment guidelines underpin antimicrobial stewardship efforts, adherence depends on multiple factors beyond guideline availability. The trial was registered at clinicaltrials.gov (NCT04914793).

PLoS MedicineVol. 23(8)
National University of Singapore (SG), Mahidol University (TH), Mahosot Hospital (LA), Angkor Hospital for Children (KH), University of Oxford (GB), London School of Hygiene & Tropical Medicine (GB), Monash Alfred Psychiatry Research centre (AU), Rural Development Agency (LA), Ministry of Health (LA), Cambodia-Oxford Medical Research Unit (KH), Beijing Xuanwu Traditional Chinese Medicine Hospital (CN), Mahidol Oxford Tropical Medicine Research Unit (TH), St. Joseph’s Candler Hospital (US), Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit (LA), Oxford University Clinical Research Unit (VN), National University Health System (SG), Alfred Health (AU), University of Health Sciences (SO), Monash University (AU), Wellcome Trust (GB)
Wellcome Trust
Openalex Percentile: Top 9%
Antibiotic Use and Resistance
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.