Evidence map›Paper›PMID 40802654›Full record

ArticlePLOS global public health2025

Simulating the blood transfusion system in Kenya: Modelling methods and exploratory analyses.

Yiqi Tian, Bo Zeng, Jana MacLeod, Gatwiri Murithi, Cindy M Makanga, Hillary Barmasai, Linda S Barnes, Rahul S Bidanda, Tecla Chelagat, Tonny Ejilkon Epuu and 15 more

Abstract read
In one paragraph

Article in PLOS global public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

25 authors.

Yiqi TianDepartment of Industrial Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.
Bo ZengDepartment of Industrial Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.
Jana MacLeodKenyatta University College of Health Sciences School of Medicine, Nairobi, Kenya.
Gatwiri MurithiCenter for Public Health and Development, Kisumu, Kenya.ORCID https://orcid.org/0000-0003-3015-5380
Cindy M MakangaInstitute of Healthcare Management, Strathmore University Business School, Nairobi, Kenya.
Hillary BarmasaiKenya Blood Transfusion and Transplant Service, Nairobi, Kenya.
Linda S BarnesDepartment of Industrial Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID https://orcid.org/0000-0002-5090-0328
Rahul S BidandaDepartment of Industrial Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.
Tecla ChelagatInstitute of Healthcare Management, Strathmore University Business School, Nairobi, Kenya.
Tonny Ejilkon EpuuInstitute of Healthcare Management, Strathmore University Business School, Nairobi, Kenya.
Abdirahaman MusaInstitute of Healthcare Management, Strathmore University Business School, Nairobi, Kenya.
Robert Kamu KaburuInstitute of Healthcare Management, Strathmore University Business School, Nairobi, Kenya.
Jason MadanWarwick Medical School, University of Warwick, Coventry, United Kingdom.
Jennifer MakinDepartment of Obstetrics, Gynecology, and Reproductive Sciences, University of Pittsburgh Medical Center Magee Women's Hospital, Pittsburgh, Pennsylvania, United States of America.
Alejandro Munoz-ValenciaDepartment of Anesthesiology and Perioperative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.
Carolyne NjokiDepartment of Anesthesia, Aga Khan University Nairobi, Nairobi, Kenya.
Kevin OchiengCenter for Public Health and Development, Kisumu, Kenya.ORCID https://orcid.org/0000-0001-5075-3711
Bernard Oduor OlayoCenter for Public Health and Development, Kisumu, Kenya.
Jose Ricardo PaizDepartment of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID https://orcid.org/0009-0002-2860-4773
Kristina E RuddDepartment of Critical Care Medicine, Center for Research, Investigation, and Systems Modeling of Acute Illness (CRISMA), University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.
Mark YazerDepartment of Pathology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.
Juan Carlos PuyanaDepartments of Surgery and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.
Bopaya BidandaDepartment of Industrial Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.
Jayant RajgopalDepartment of Industrial Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID https://orcid.org/0000-0001-7730-8749
Pratap KumarInstitute of Healthcare Management, Strathmore University Business School, Nairobi, Kenya.ORCID https://orcid.org/0000-0002-9807-3579

Funding

The BLOODSAFE Data Coordinating Center: A Data Center for More SafeTransfusions in Sub-Saharan AfricaU24HL151541 · NHLBI · UNIVERSITY OF MINNESOTA · PI REILLY, CAVAN S. · 2020 to 2025
$5.5M
Pathways for innovation in Blood Transfusión Systems in Kenya (PITS Kenya)UG3HL151595 · NHLBI · STRATHMORE UNIVERSITY · PI KUMAR, PRATAP, PUYANA, JUAN CARLOS · 2020 to 2021
$1.0M
Enhancing Blood Donation at Schools and Beyond: An Implementation Science StudyUG3HL152189 · NHLBI · MALAWI BLOOD TRANSFUSION SERVICE · PI HOSSEINIPOUR, MINA CHRISTINE, MBAYA, BRIDON · 2020 to 2021
$826k
Development and evaluation of community-based approaches and donor care intervention models for improving availability and safety of blood for the management of severe anemia in GhanaUG3HL151599 · NHLBI · UNIVERSITY OF GHANA · PI ASAMOAH-AKUOKO, LUCY, DEI-ADOMAKOH, YVONNE · 2020 to 2021
$470k
NHLBI NIH HHS U24 HL151541NHLBI NIH HHS UG3 HL151595NHLBI NIH HHS UG3 HL151599NHLBI NIH HHS UG3 HL152189
6 · The paper itself

Abstract

The process of collecting blood from donors and making it available for transfusion requires a complex series of operations involving multiple actors and different resources at each step. Ensuring hospitals receive adequate and safe blood for transfusion is a common challenge across low- and middle-income countries, but is rarely addressed from a system level. This paper presents the first use of discrete event simulation to study the blood system in Kenya and to explore the effect of variations and perturbations at different steps of the system on meeting blood demand at patient level. A process map of the Kenyan blood system was developed to capture critical steps from blood donation to transfusion using interviews with blood bank, hospital and laboratory personnel at four public hospitals across three counties in Kenya. The blood system was simulated starting with blood collection, a blood bank where blood is tested and stored before it is issued, a major hospital attached to the blood bank, and several smaller hospitals served by the same blood bank. Values for supply-side parameters were based mainly on expert opinion; demand-side parameters were based on data from blood requisitions made in hospital wards, and dispatch of blood from the hospital laboratory. Illustrative examples demonstrate how the model can be used to explore impacts of changes in blood collection (e.g., prioritising different donor types), blood demand (e.g., differing clinical case mix), and blood distribution (e.g., restocking strategies) on meeting demand at patient level. The model can reveal potential process impediments in the blood system and aid in choosing between alternate strategies or policies for improving blood collection, testing, distribution or use. Such a systems approach allows for interventions at different steps in the blood continuum to be tested on blood availability for different patients presenting at diverse hospitals across the country.

Identifiers

PMID40802654
PMCPMC12349137

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Registered trials

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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.