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Effects of cooking with liquefied petroleum gas versus biomass on hemoglobin concentrations in pregnant women: a pre-specified exploratory analysis of the HAPIN trial
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  • Published: 10 June 2026

Effects of cooking with liquefied petroleum gas versus biomass on hemoglobin concentrations in pregnant women: a pre-specified exploratory analysis of the HAPIN trial

  • Sheela S. Sinharoy  ORCID: orcid.org/0000-0003-3077-38241 na3,
  • Wenlu Ye2 na3,
  • Ajay Pillarisetti  ORCID: orcid.org/0000-0003-0518-29342,
  • Sant-Rayn Pasricha  ORCID: orcid.org/0000-0002-5502-04343,
  • Lisa M. Thompson  ORCID: orcid.org/0000-0002-8001-20574,
  • Anaite Diaz-Artiga  ORCID: orcid.org/0000-0002-2508-87105,
  • Usha Ramakrishnan1,
  • Ghislaine Rosa6,
  • Maggie L. Clark7,
  • Dana Boyd Barr8,
  • Vigneswari Aravindalochanan  ORCID: orcid.org/0000-0001-5722-87419,
  • Kyle Steenland  ORCID: orcid.org/0000-0001-7873-46788,
  • Shirin Jabbarzadeh  ORCID: orcid.org/0009-0008-2096-243010,
  • Lindsay J. Underhill11,
  • Miles A. Kirby12,
  • Amy E. Lovvorn8,
  • William Checkley  ORCID: orcid.org/0000-0003-1106-881213,
  • Jennifer L. Peel7 &
  • Thomas F. Clasen8
  • On behalf of HAPIN investigators

Nature Communications (2026) Cite this article

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Anaemia
  • Developing world
  • Energy access
  • Environmental impact

Abstract

Evidence linking household air pollution exposure and blood hemoglobin concentration is lacking. We examine the effect of a liquefied petroleum gas cookstove and fuel intervention on hemoglobin concentration, along with associations between household air pollution exposures and hemoglobin concentration, among pregnant women. We enroll 800 pregnant women each in Guatemala, Peru, India, and Rwanda in an open-label randomized controlled trial (NCT02944682). In 3178 women (intervention=1585; control=1593), we measure hemoglobin concentration and 24-hour personal exposure to particulate matter with an aerodynamic diameter ≤2.5μm (PM2.5), black carbon (BC), and carbon monoxide (CO) at three timepoints (9-20, 24-28, and 32-36 weeks gestation). We evaluate the effects of the intervention on hemoglobin concentration and conduct exposure-response analyses to examine associations between 24-hour personal exposure to measured pollutants and hemoglobin concentration. We identify a significant increase in hemoglobin in the intervention group (0.074 g/dL, 95% CI: 0.002, 0.145) compared to the control group. In exposure-response analyses, each 1ppm increase in CO exposure is associated with a 0.015 g/dL (95% CI: 0.008, 0.023) increase in hemoglobin. In our analyses, neither PM2.5 nor BC are associated with hemoglobin concentration. Further research may be needed to examine the biological mechanisms underlying our findings.

Acknowledgements

The investigators would like to thank the members of the advisory committee – Drs. Patrick Breysse, Donna Spiegelman, and Joel Kaufman – for their valuable insight and guidance throughout the implementation of the trial. We also wish to acknowledge all research staff and study participants for their dedication to and participation in this important trial. A multidisciplinary, independent Data and Safety Monitoring Board (DSMB) appointed by the National Heart, Lung, and Blood Institute (NHLBI) monitored the quality of the data and protected the safety of patients enrolled in the HAPIN trial. The DSMB consisted of: Catherine Karr (Chair), Nancy R. Cook, Stephen Hecht, Joseph Millum, Nalini Sathiakumar (deceased), Paul K. Whelton, and Gail Weinmann and Thomas Croxton (Executive Secretaries). Program Coordination: Gail Rodgers, Bill & Melinda Gates Foundation; Claudia L. Thompson, National Institute of Environmental Health Sciences; Mark J. Parascandola, National Cancer Institute; Marion Koso-Thomas, Eunice Kennedy Shriver National Institute of Child Health and Human Development; Joshua P. Rosenthal, Fogarty International Center; Concepcion R. Nierras, NIH Office of Strategic Coordination – The Common Fund; Katherine Kavounis, Dong-Yun Kim, Barry S. Schmetter (deceased), and Antonello Punturieri, NHLBI. This research represents the NIH’s contribution to the Global Alliance for Chronic Diseases (GACD) coordinated call for research on prevention and management of chronic lung diseases for 2016.

Funding

The HAPIN trial was funded by the U.S. National Institutes of Health (cooperative agreement 1UM1HL134590 to W.C., J.P., and T.C.) in collaboration with the Bill & Melinda Gates Foundation [OPP1131279 to W.C., J.P., and T.C.]. The sponsors did not have any role in study design; in the collection, analysis, or interpretation of data; or in the writing of the report. Research reported in this publication was supported in part by the National Heart, Lung, and Blood Institute of the National Institutes of Health (NIH) under Award Number 1UM1HL134590. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH. It is subject to the NIH Public Access Policy. Through acceptance of this federal funding, NIH has been given the right to make this manuscript publicly available in PubMed Central upon the Official Date of Publication, as defined by NIH. This work was supported, in whole or in part, by the Gates Foundation [OPP1131279]. The conclusions and opinions expressed in this work are those of the author(s) alone and shall not be attributed to the Foundation. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. Please note that works submitted as a preprint have not undergone a peer review process.

Author information

Author notes
  1. Deceased: Kirk R. Smith.

  2. These authors contributed equally: Sheela S. Sinharoy, Wenlu Ye.

Authors and Affiliations

  1. Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA

    Sheela S. Sinharoy & Usha Ramakrishnan

  2. Division of Environmental Health Sciences, University of California at Berkeley, Berkeley, California, USA

    Wenlu Ye, Ajay Pillarisetti & Kirk R. Smith

  3. Population Health and Immunity Division, The Walter and Eliza Hall Institute (WEHI), Melbourne, Australia

    Sant-Rayn Pasricha

  4. School of Nursing, University of California San Francisco, San Francisco, CA, USA

    Lisa M. Thompson

  5. Center for Health Studies, Universidad del Valle de Guatemala, Guatemala City, Guatemala

    Anaite Diaz-Artiga, Eduardo Canuz, Adly Castañaza, Carmen Lucia Contreras, Oscar De León, Irma Sayury Pineda Fuentes, Mayari Hengstermann, John P. McCracken, Erick Mollinedo, Libny Monroy & Alexander Ramirez

  6. Public Health, Policy & Systems, University of Liverpool, Liverpool, United Kingdom

    Ghislaine Rosa & Elisa Puzzolo

  7. Department of Environmental and Radiological Health Sciences, Colorado State University, Fort Collins, CO, USA

    Maggie L. Clark, Jennifer L. Peel, Sarah Rajkumar & Bonnie N. Young

  8. Gangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA

    Dana Boyd Barr, Kyle Steenland, Amy E. Lovvorn, Thomas F. Clasen, Oscar De León, Dana Boyd Barr, Priya D’Souza, Savannah Gupton, Ian Hennessee, Grace Lee, Jiawen Liao, Julia N. McPeek, Parinya Panuwet & P. Barry Ryan

  9. Department of Environmental Health Engineering, Sri Ramachandra Institute of Higher Education and Research, Chennai, Tamil Nadu, India

    Vigneswari Aravindalochanan, Kalpana Balakrishnan, Sarada Satyamoorthy Garg, Krishnendu Mukhopadhyay, Durairaj Natesan, Naveen Puttaswamy, Karthikeyan Dharmapuri Rajamani, Rengaraj Ramasami, Sudhakar Saidam, Sankar Sambandam, Saritha Sendhil & Gurusamy Thangavel

  10. Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA, USA

    Shirin Jabbarzadeh, Howard H. Chang, Yunyun Chen, Lisa Elon, Marjorie Howard, Azhar Nizam, Amit Verma, Lance A. Waller, Jiantong Wang & Megan Warnock

  11. Washington University School of Medicine, Washington University in St Louis, St Louis, MO, USA

    Lindsay J. Underhill, Víctor G. Dávila-Román, Lisa de las Fuentes, Patricia M. Lenzen, Rachel Meyers & Ashley K. Toenjes

  12. Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, MA, USA

    Miles A. Kirby

  13. Division of Pulmonary and Critical Care, School of Medicine, Johns Hopkins University, Baltimore, MD, USA

    William Checkley, Dina Goodman-Palmer, Phabiola M. Herrera, Shakir Hossen, Laura Nicolaou & Kendra N. Williams

  14. Biomedical Research Unit, Asociación Benéfica PRISMA, Lima, Peru

    Eduardo Canuz, Alejandra Bussalleu, Marilú Chiang & Juan Gabriel Espinoza

  15. Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens, GA, USA

    John P. McCracken

  16. Department of Environmental Health Science, University of Georgia, Athens, GA, USA

    Erick Mollinedo, Devan Campbell, Katherine Kearns, Jacob Kremer, Luke P. Naeher & Damien Swearing

  17. Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA

    Kendra N. Williams, Vanessa Burrowes, Steven A. Harvey, Eric D. McCollum & Lawrence H. Moulton

  18. Eagle Research Center, Kigali, Rwanda

    Gloriose Bankundiye, Ephrem Dusabimana, Jane Mbabazi, Alexie Mukeshimana, Moses Mutabazi, Bernard Mutariyani, Florien Ndagijimana, Adolphe Ndikubwimana & Jean de Dieu Ntivuguruzwa

  19. Universidad Peruana Cayetano Heredia, Lima, Peru

    Alejandra Bussalleu, Stella M. Hartinger & J. Jaime Miranda

  20. Nuffield Department of Women’s and Reproductive Health, University of Oxford, Oxford, United Kingdom

    Rachel Craik, Aris T. Papageorghiou & Ashley Younger

  21. Berkeley Air Monitoring Group, Berkeley, California, USA

    Ahana Ghosh, Michael A. Johnson & Ricardo Piedrahita

  22. Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA

    Sarah Hamid

  23. Division of International Epidemiology and Population Studies, Fogarty International Center, National Institutes of Health, Bethesda, MD, USA

    Joshua Rosenthal

  24. Division of Healthcare Delivery Research, MedStar Health Research Institute, Columbia, MD, USA

    Suzanne Simkovich

  25. Division of Developmental Medicine, Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA

    Viviane Valdes

Authors
  1. Sheela S. Sinharoy
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  2. Wenlu Ye
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  3. Ajay Pillarisetti
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  4. Sant-Rayn Pasricha
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  5. Lisa M. Thompson
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  6. Anaite Diaz-Artiga
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  7. Usha Ramakrishnan
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  8. Ghislaine Rosa
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  9. Maggie L. Clark
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  10. Dana Boyd Barr
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  11. Vigneswari Aravindalochanan
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  12. Kyle Steenland
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  13. Shirin Jabbarzadeh
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  14. Lindsay J. Underhill
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  15. Miles A. Kirby
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  16. Amy E. Lovvorn
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  17. William Checkley
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  18. Jennifer L. Peel
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  19. Thomas F. Clasen
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Consortia

On behalf of HAPIN investigators

  • Sheela S. Sinharoy
  • , Usha Ramakrishnan
  • , Ajay Pillarisetti
  • , Kirk R. Smith
  • , Wenlu Ye
  • , Lisa M. Thompson
  • , Eduardo Canuz
  • , Adly Castañaza
  • , Carmen Lucia Contreras
  • , Oscar De León
  • , Anaite Diaz-Artiga
  • , Irma Sayury Pineda Fuentes
  • , Mayari Hengstermann
  • , John P. McCracken
  • , Erick Mollinedo
  • , Libny Monroy
  • , Alexander Ramirez
  • , Elisa Puzzolo
  • , Ghislaine Rosa
  • , Maggie L. Clark
  • , Jennifer L. Peel
  • , Sarah Rajkumar
  • , Bonnie N. Young
  • , Dana Boyd Barr
  • , Thomas F. Clasen
  • , Priya D’Souza
  • , Savannah Gupton
  • , Ian Hennessee
  • , Grace Lee
  • , Jiawen Liao
  • , Amy E. Lovvorn
  • , Julia N. McPeek
  • , Parinya Panuwet
  • , P. Barry Ryan
  • , Kyle Steenland
  • , Vigneswari Aravindalochanan
  • , Kalpana Balakrishnan
  • , Sarada Satyamoorthy Garg
  • , Krishnendu Mukhopadhyay
  • , Durairaj Natesan
  • , Naveen Puttaswamy
  • , Karthikeyan Dharmapuri Rajamani
  • , Rengaraj Ramasami
  • , Sudhakar Saidam
  • , Sankar Sambandam
  • , Saritha Sendhil
  • , Gurusamy Thangavel
  • , Howard H. Chang
  • , Yunyun Chen
  • , Lisa Elon
  • , Marjorie Howard
  • , Shirin Jabbarzadeh
  • , Azhar Nizam
  • , Amit Verma
  • , Lance A. Waller
  • , Jiantong Wang
  • , Megan Warnock
  • , Víctor G. Dávila-Román
  • , Lisa de las Fuentes
  • , Patricia M. Lenzen
  • , Rachel Meyers
  • , Ashley K. Toenjes
  • , Lindsay J. Underhill
  • , Miles A. Kirby
  • , William Checkley
  • , Dina Goodman-Palmer
  • , Phabiola M. Herrera
  • , Shakir Hossen
  • , Laura Nicolaou
  • , Kendra N. Williams
  • , Gloriose Bankundiye
  • , Ephrem Dusabimana
  • , Jane Mbabazi
  • , Alexie Mukeshimana
  • , Moses Mutabazi
  • , Bernard Mutariyani
  • , Florien Ndagijimana
  • , Adolphe Ndikubwimana
  • , Jean de Dieu Ntivuguruzwa
  • , Vanessa Burrowes
  • , Steven A. Harvey
  • , Eric D. McCollum
  • , Lawrence H. Moulton
  • , Alejandra Bussalleu
  • , Marilú Chiang
  • , Juan Gabriel Espinoza
  • , Stella M. Hartinger
  • , J. Jaime Miranda
  • , Devan Campbell
  • , Katherine Kearns
  • , Jacob Kremer
  • , Luke P. Naeher
  • , Damien Swearing
  • , Rachel Craik
  • , Aris T. Papageorghiou
  • , Ashley Younger
  • , Ahana Ghosh
  • , Michael A. Johnson
  • , Ricardo Piedrahita
  • , Sarah Hamid
  • , Joshua Rosenthal
  • , Suzanne Simkovich
  •  & Viviane Valdes

Corresponding author

Correspondence to Sheela S. Sinharoy.

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Sinharoy, S.S., Ye, W., Pillarisetti, A. et al. Effects of cooking with liquefied petroleum gas versus biomass on hemoglobin concentrations in pregnant women: a pre-specified exploratory analysis of the HAPIN trial. Nat Commun (2026). https://doi.org/10.1038/s41467-026-74114-9

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  • Received: 09 December 2024

  • Accepted: 29 May 2026

  • Published: 10 June 2026

  • DOI: https://doi.org/10.1038/s41467-026-74114-9

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