Evidence map›Paper›PMID 41736102›Full record

ArticleImplementation science communications2026

Mathematical modeling to assess health and economic impact of cardiovascular interventions and implementation strategies among people living with HIV: SAIA HTN.

Akash Malhotra, Ana Olga Mocumbi, Maria Joana Coutinho, Maxinel Jeremias Filipe Chidácua, Amido Charama, Onei A Uetela, Carmen Hazim, Isaias Ramiro, Kenneth Sherr, Sarah Gimbel and 1 more

Erratum issued Registry-linked trialAbstract read
In one paragraph

Article in Implementation science communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT04088656 (Systems Analysis and Improvement Approach to Optimize the Hypertension Diagnosis and Care Cascade for HIV-infected Individuals), which is not on this map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT04088656 nacompletednot on this map

Systems Analysis and Improvement Approach to Optimize the Hypertension Diagnosis and Care Cascade for HIV-infected Individuals

TypeinterventionalSponsorUniversity of WashingtonRan2020 to 2023Enrolled305ConditionsHIV/AIDS, HypertensionArmsSystems Analysis and Improvement Approach for Hypertension Screening and Treatment Optimization
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors.

Akash MalhotraDepartment of Global Health, University of Washington, Seattle, WA, USA. amalhot7@uw.edu.
Ana Olga MocumbiDepartment of Global Health, University of Washington, Seattle, WA, USA.
Maria Joana CoutinhoComite Para Saude de Moçambique, Maputo, Mozambique.
Maxinel Jeremias Filipe ChidácuaComite Para Saude de Moçambique, Maputo, Mozambique.
Amido CharamaComite Para Saude de Moçambique, Maputo, Mozambique.
Onei A UetelaDepartment of Global Health, University of Washington, Seattle, WA, USA.
Carmen HazimDepartment of Global Health, University of Washington, Seattle, WA, USA.
Isaias RamiroComite Para Saude de Moçambique, Maputo, Mozambique.
Kenneth SherrDepartment of Global Health, University of Washington, Seattle, WA, USA.
Sarah GimbelUniversity of Washington School of Nursing, Seattle, WA, USA.
David WatkinsDepartment of Global Health, University of Washington, Seattle, WA, USA.

Funding

University of Washington/Fred Hutch Center for AIDS ResearchP30AI027757 · NIAID · UNIVERSITY OF WASHINGTON · PI CONNIE L CELUM · 1988 to 2026
$104.9M
Systems Analysis and Improvement Approach to Optimize the Hypertension Diagnosis and Care Cascade for HIV-infected Individuals (SAIA-HTN)R01HL142412 · NHLBI · UNIVERSITY OF WASHINGTON · PI GIMBEL, SARAH ODELL · 2019 to 2023
$3.4M
Scaling Out and Scaling Up the Systems Analysis and Improvement Approach to Optimize the Hypertension Diagnosis andCare Cascade for HIV-infected Individuals (SCALE SAIA HTN)UH3HL156390 · NHLBI · EDUARDO MONDLANE UNIVERSITY · PI MOCUMBI, ANA OLGA · 2022 to 2024
$2.3M
Scaling Out and Scaling Up the Systems Analysis and Improvement Approach to Optimize the Hypertension Diagnosis andCare Cascade for HIV-infected Individuals (SCALE SAIA HTN)UG3HL156390 · NHLBI · EDUARDO MONDLANE UNIVERSITY · PI MOCUMBI, ANA OLGA · 2020 to 2021
$1.6M
NHLBI NIH HHS R01 HL142412NHLBI NIH HHS UG3 HL156390NHLBI NIH HHS UH3 HL156390NIAID NIH HHS P30 AI027757NIH HHS R01HL142412University of Washington/Fred Hutch Center for AIDS Research AI027757
6 · The paper itself

Abstract

backgroundFew economic evaluations distinguish between the cost and impact of evidence-based interventions and the strategies used to improve their implementation. This distinction is essential for understanding whether a strategy is cost-effective, why it works, and the resources required to replicate its success. The Systems Analysis and Improvement Approach Hypertension (SAIA-HTN) trial evaluated an implementation strategy ("SAIA") designed to improve hypertension care among people living with HIV (PLHIV) in Mozambique. We developed a mathematical model to estimate the cost-effectiveness of both the evidence-based intervention (including hypertension screening, pharmacological treatment and follow up, and lifestyle modifications such as diet and exercise) and the SAIA implementation strategy.

methodsWe constructed a decision-analytic, state-transition model that simulated cardiovascular risk, outcomes, and associated costs for PLHIV receiving hypertension care in Mozambique using a health systems perspective. Model inputs came from published epidemiological studies and primary data from the SAIA-HTN trial on intervention and implementation strategy effectiveness and costs. We estimated the incremental cost-effectiveness (willingness to pay $647/DALY averted, GDP per capita in Mozambique) of rolling out both components, compared to a "status quo" scenario where screening and treatment of hypertension remained at their current (very low) levels. Costs were reported in 2023 US dollars, and costs and outcomes were discounted at 3% over a ten-year time horizon.

resultsScaling up screening and pharmacological treatment of hypertension in Mozambique would have an incremental cost-effectiveness ratio (ICER) of around $212 per disability-adjusted life year (DALY) averted and cost an additional $4.61 per person per year. Incremental to the intervention, the SAIA implementation strategy would have an ICER of $44 per DALY averted and cost an additional $0.79 per person per year. The average reduction in ten-year cardiovascular risk would be 29.3% for the intervention and 40.3% if the SAIA implementation strategy were co-introduced.

conclusionsOur model is a tool for implementation scientists, policymakers, and researchers aiming to assess cardiovascular interventions and associated implementation strategies among PLHIV. Its application to SAIA-HTN suggests that this is a cost-effective strategy for improving hypertension care, but only in the presence of adequate blood pressure equipment, training, and medications. Our study shows how implementation strategies require a minimum threshold of health system readiness to generate meaningful health impact.

trial registrationClinicalTrials.gov (NCT04088656).

Indexed as

Cardiovascular diseaseCost-effectivenessDecision-analytic modelEconomic evaluationHIVHypertensionImplementation strategyMathematical modelingMozambiqueSub-Saharan Africa

Identifiers

PMID41736102
PMCPMC13059167

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.