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Adil M, Kolarova TR, Doebley AL, Chen LA, Tobey CL, Galipeau P, Rosen S, Yang M, Colbert B, Patton RD, Persse TW, Kawelo E, Reichel JB, Pritchard CC, Akilesh S, Lockwood CM, Ha G, Shree R. Preeclampsia risk prediction from prenatal cell-free DNA screening. Nat Med 2025:10.1038/s41591-025-03509-w. [PMID: 39939524 DOI: 10.1038/s41591-025-03509-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 01/14/2025] [Indexed: 02/14/2025]
Abstract
Preeclampsia is characterized by placental dysfunction and results in significant morbidity, but reliable early prediction remains challenging. We investigated whether clinically obtained prenatal cell-free DNA (cfDNA) screening (PDNAS) using whole-genome sequencing (WGS) data can be leveraged to predict preeclampsia risk early in pregnancy (≤16 weeks). Using 1,854 routinely collected clinical PDNAS samples (median, 12.1 weeks) with low-coverage (0.5×) WGS data, we developed a framework to quantify maternal and fetal tissue signatures using nucleosome accessibility, revealing early placental and endothelial dysfunction. These signatures informed a prediction model for preeclampsia risk, which achieved a validation performance of 0.85 area under the receiver operating characteristic curve (AUC) (81% sensitivity at 80% specificity) for preterm phenotypes several months prior to disease onset in a separate cohort of 831 consecutively collected samples, and subsequently confirmed in an external cohort of 141 samples (AUC 0.84, 79% sensitivity). We demonstrate that assessment of cfDNA nucleosome accessibility from early-pregnancy cfDNA sequence data enables the detection of early placental and endothelial-tissue aberrations and may aid in the determination of preeclampsia risk.
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Affiliation(s)
- Mohamed Adil
- Divisions of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
- Molecular Medicine and Mechanisms of Disease (M3D) Program, Seattle, WA, USA
| | - Teodora R Kolarova
- Department of Obstetrics and Gynecology, Division of Maternal Fetal Medicine, University of Washington, Seattle, WA, USA
| | - Anna-Lisa Doebley
- Divisions of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Medical Scientist Training Program, University of Washington, Seattle, WA, USA
| | - Leah A Chen
- School of Medicine, University of Washington, Seattle, WA, USA
| | - Cara L Tobey
- Department of Obstetrics and Gynecology, Division of Maternal Fetal Medicine, University of Washington, Seattle, WA, USA
| | - Patricia Galipeau
- Divisions of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Sam Rosen
- Department of Obstetrics and Gynecology, Division of Maternal Fetal Medicine, University of Washington, Seattle, WA, USA
| | - Michael Yang
- Divisions of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Brice Colbert
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
| | - Robert D Patton
- Divisions of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Thomas W Persse
- Divisions of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Erin Kawelo
- Divisions of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Jonathan B Reichel
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
| | - Colin C Pritchard
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Shreeram Akilesh
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Christina M Lockwood
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Gavin Ha
- Divisions of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA.
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA.
- Department of Genome Sciences, University of Washington, Seattle, WA, USA.
| | - Raj Shree
- Department of Obstetrics and Gynecology, Division of Maternal Fetal Medicine, University of Washington, Seattle, WA, USA.
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA.
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Prasad J, Van Steenwinckel J, Gunn AJ, Bennet L, Korzeniewski SJ, Gressens P, Dean JM. Chronic Inflammation Offers Hints About Viable Therapeutic Targets for Preeclampsia and Potentially Related Offspring Sequelae. Int J Mol Sci 2024; 25:12999. [PMID: 39684715 PMCID: PMC11640791 DOI: 10.3390/ijms252312999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Revised: 11/22/2024] [Accepted: 11/26/2024] [Indexed: 12/18/2024] Open
Abstract
The combination of hypertension with systemic inflammation during pregnancy is a hallmark of preeclampsia, but both processes also convey dynamic information about its antecedents and correlates (e.g., fetal growth restriction) and potentially related offspring sequelae. Causal inferences are further complicated by the increasingly frequent overlap of preeclampsia, fetal growth restriction, and multiple indicators of acute and chronic inflammation, with decreased gestational length and its correlates (e.g., social vulnerability). This complexity prompted our group to summarize information from mechanistic studies, integrated with key clinical evidence, to discuss the possibility that sustained or intermittent systemic inflammation-related phenomena offer hints about viable therapeutic targets, not only for the prevention of preeclampsia, but also the neurobehavioral and other developmental deficits that appear to be overrepresented in surviving offspring. Importantly, we feel that carefully designed hypothesis-driven observational studies are necessary if we are to translate the mechanistic evidence into child health benefits, namely because multiple pregnancy disorders might contribute to heightened risks of neuroinflammation, arrested brain development, or dysconnectivity in survivors who exhibit developmental problems later in life.
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Affiliation(s)
- Jaya Prasad
- Department of Physiology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1142, New Zealand; (J.P.); (A.J.G.); (L.B.); (J.M.D.)
| | | | - Alistair J. Gunn
- Department of Physiology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1142, New Zealand; (J.P.); (A.J.G.); (L.B.); (J.M.D.)
| | - Laura Bennet
- Department of Physiology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1142, New Zealand; (J.P.); (A.J.G.); (L.B.); (J.M.D.)
| | - Steven J. Korzeniewski
- C.S. Mott Center for Human Growth and Development, Department of Emergency Medicine, Wayne State University School of Medicine, Detroit, MI 48202, USA
| | - Pierre Gressens
- Inserm, Neurodiderot, Université de Paris, 75019 Paris, France;
- Centre for the Developing Brain, Division of Imaging Sciences and Department of Biomedical Engineering, King’s College London, King’s Health Partners, St. Thomas’ Hospital, London SE1 7EH, UK
| | - Justin M. Dean
- Department of Physiology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1142, New Zealand; (J.P.); (A.J.G.); (L.B.); (J.M.D.)
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Vinogradov R, Holden E, Patel M, Grigg R, Errington L, Araújo-Soares V, Rankin J. Barriers and facilitators of adherence to low-dose aspirin during pregnancy: A co-produced systematic review and COM-B framework synthesis of qualitative evidence. PLoS One 2024; 19:e0302720. [PMID: 38701053 PMCID: PMC11068207 DOI: 10.1371/journal.pone.0302720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 04/10/2024] [Indexed: 05/05/2024] Open
Abstract
INTRODUCTION Women at increased risk of developing pre-eclampsia are advised to take a daily low-dose of aspirin from 12 weeks of pregnancy to reduce their risks. Despite the well-established prophylactic effect of aspirin, adherence to this therapy is low. This systematic review aimed to summarise evidence on the barriers and facilitators of adherence to low-dose aspirin to inform intervention development to support decision making and persistence with aspirin use for pre-eclampsia prevention. MATERIALS AND METHODS A systematic review and meta-synthesis of qualitative research was co-produced by representatives from charities, and public, clinical and academic members. Eight electronic databases (MEDLINE, PsycINFO, CINAHL, Web of Science, Scopus, EMBASE, Prospero, OpenGrey), archives of charities and professional organisations were searched (between October and November 2023 and re-run in August 2023) using predefined search terms. Studies containing qualitative components related to barriers and facilitators of adherence to low-dose aspirin during pregnancy were included. Quality assessment was performed using the Critical Appraisal Skills Programme checklist for qualitative research. A combination of the COM-B framework with phases of adherence process as defined by international taxonomy was used as the coding framework. Co-production activities were facilitated by use of 'Zoom' and 'Linoit'. RESULTS From a total of 3377 papers identified through our searches, five published studies and one dissertation met our inclusion criteria. Studies were published from 2019 to 2022 covering research conducted in the USA, Canada, UK, Netherlands and Australia. Barriers and facilitators to adherence were mapped to six categories of the COM-B for three phases of adherence: initiation, implementation, and discontinuation. The discontinuation phase of adherence was only mentioned by one author. Four key themes were identified relating to pregnancy: 'Insufficient knowledge', 'Necessity concerns balance', 'Access to medicine', 'Social influences', and 'Lack of Habit'. CONCLUSIONS The COM-B framework allowed for detailed mapping of key factors shaping different phases of adherence in behavioural change terms and now provides a solid foundation for the development of a behavioural intervention. Although potential intervention elements could be suggested based on the results of this synthesis, additional co-production work is needed to define elements and plan for the delivery of the future intervention. TRIAL REGISTRATION PROSPERO CRD42022359718. https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42022359718.
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Affiliation(s)
- Raya Vinogradov
- Population Health Sciences Institute, Newcastle University, Newcastle, United Kingdom
- National Institute of Health and Care Research Applied Research Collaboration North East and North Cumbria, Newcastle, United Kingdom
- Research Directorate, Newcastle upon Tyne NHS Hospitals Foundation Trust, Newcastle, United Kingdom
| | - Eleanor Holden
- Public Contributor and Expert by Experience, London, United Kingdom
| | - Mehali Patel
- Public Contributor and Expert by Experience, London, United Kingdom
- Stillbirth and Neonatal Death Society (Sands), Charitable Organisation, London, United Kingdom
| | - Rowan Grigg
- Public Contributor and Expert by Experience, London, United Kingdom
- Action on Pre-eclampsia (APEC), Charitable Organisation, Evesham, United Kingdom
| | - Linda Errington
- Population Health Sciences Institute, Newcastle University, Newcastle, United Kingdom
| | - Vera Araújo-Soares
- Medical Faculty Mannheim, Division of Prevention, Center for Preventive Medicine and Digital Health (CPD), Heidelberg University, Heidelberg, Germany
| | - Judith Rankin
- Population Health Sciences Institute, Newcastle University, Newcastle, United Kingdom
- National Institute of Health and Care Research Applied Research Collaboration North East and North Cumbria, Newcastle, United Kingdom
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Kupka E, Roberts JM, Mahdy ZA, Escudero C, Bergman L, De Oliveira L. Aspirin for preeclampsia prevention in low- and middle-income countries: mind the gaps. AJOG GLOBAL REPORTS 2024; 4:100352. [PMID: 38694484 PMCID: PMC11061325 DOI: 10.1016/j.xagr.2024.100352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/04/2024] Open
Abstract
Preeclampsia is a syndrome that continues to be a major contributor to maternal and neonatal mortality, especially in low-income countries. Low-dose aspirin reduces the risk of preeclampsia, but the mechanism is still unknown. Risk factors to identify women at risk of preeclampsia are based on clinical characteristics. Women identified as high-risk would benefit from aspirin treatment initiated, preferably at the end of the first trimester. Current efforts have largely focused on developing screening algorithms that incorporate clinical risk factors, maternal biomarkers, and uterine artery Doppler evaluated in the first trimester. However, most studies on preeclampsia are conducted in high-income settings, raising uncertainties about whether the information gained can be totally applied in low-resource settings. In low- and middle-income countries, lack of adequate antenatal care and late commencement of antenatal care visits pose significant challenges for both screening for preeclampsia and initiating aspirin treatment. Furthermore, the preventive effect of first-trimester screening based on algorithms and subsequent aspirin treatment is primarily seen for preterm preeclampsia, and reviews indicate minimal or no impact on reducing the risk of term preeclampsia. The lack of evidence regarding the effectiveness of aspirin in preventing term preeclampsia is a crucial concern, as 75% of women will develop this subtype of the syndrome. Regarding adverse outcomes, low-dose aspirin has been linked to a possible higher risk of postpartum hemorrhage, a condition as deadly as preeclampsia in many low- and middle-income countries. The increased risk of postpartum hemorrhage among women in low-income settings should be taken into consideration when discussing which pregnant women would benefit from the use of aspirin and the ideal aspirin dosage for preventing preeclampsia. In addition, women's adherence to aspirin during pregnancy is crucial for determining its effectiveness and complications, an aspect often overlooked in trials. In this review, we analyze the knowledge gaps that must be addressed to safely increase low-dose aspirin use in low- and middle-income countries, and we propose directions for future research.
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Affiliation(s)
| | - James M. Roberts
- Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg (Drs Kupka and Bergman), Sweden
- Department of Research and Higher Education, Center for Clinical Research Dalarna, Uppsala University, Region Dalarna (Dr Kupka), Falun, Sweden
- Magee-Womens Research Institute (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynecology, Epidemiology and Clinical and Translational Research, University of Pittsburgh (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynaecology, University Kebangsaan Malaysia Medical Center (Dr Mahdy), Cheras, Malaysia
- Vascular Physiology Laboratory, Basic Sciences Department, Faculty of Sciences, Universidad del Bio-Bio (Dr Escudero), Chillan, Chile
- Group of Research and Innovation in Vascular Health (GRIVAS Health) (Dr Escudero), Chillan, Chile
- Department of Women's and Children's Health, Uppsala University (Dr Bergman), Uppsala, Sweden
- Department of Obstetrics and Gynecology, Stellenbosch University (Dr Bergman), Cape Town, South Africa
- São Paulo State University (UNESP), Medical School (Dr Oliveira), Botucatu
| | - Zaleha A. Mahdy
- Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg (Drs Kupka and Bergman), Sweden
- Department of Research and Higher Education, Center for Clinical Research Dalarna, Uppsala University, Region Dalarna (Dr Kupka), Falun, Sweden
- Magee-Womens Research Institute (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynecology, Epidemiology and Clinical and Translational Research, University of Pittsburgh (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynaecology, University Kebangsaan Malaysia Medical Center (Dr Mahdy), Cheras, Malaysia
- Vascular Physiology Laboratory, Basic Sciences Department, Faculty of Sciences, Universidad del Bio-Bio (Dr Escudero), Chillan, Chile
- Group of Research and Innovation in Vascular Health (GRIVAS Health) (Dr Escudero), Chillan, Chile
- Department of Women's and Children's Health, Uppsala University (Dr Bergman), Uppsala, Sweden
- Department of Obstetrics and Gynecology, Stellenbosch University (Dr Bergman), Cape Town, South Africa
- São Paulo State University (UNESP), Medical School (Dr Oliveira), Botucatu
| | - Carlos Escudero
- Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg (Drs Kupka and Bergman), Sweden
- Department of Research and Higher Education, Center for Clinical Research Dalarna, Uppsala University, Region Dalarna (Dr Kupka), Falun, Sweden
- Magee-Womens Research Institute (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynecology, Epidemiology and Clinical and Translational Research, University of Pittsburgh (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynaecology, University Kebangsaan Malaysia Medical Center (Dr Mahdy), Cheras, Malaysia
- Vascular Physiology Laboratory, Basic Sciences Department, Faculty of Sciences, Universidad del Bio-Bio (Dr Escudero), Chillan, Chile
- Group of Research and Innovation in Vascular Health (GRIVAS Health) (Dr Escudero), Chillan, Chile
- Department of Women's and Children's Health, Uppsala University (Dr Bergman), Uppsala, Sweden
- Department of Obstetrics and Gynecology, Stellenbosch University (Dr Bergman), Cape Town, South Africa
- São Paulo State University (UNESP), Medical School (Dr Oliveira), Botucatu
| | - Lina Bergman
- Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg (Drs Kupka and Bergman), Sweden
- Department of Research and Higher Education, Center for Clinical Research Dalarna, Uppsala University, Region Dalarna (Dr Kupka), Falun, Sweden
- Magee-Womens Research Institute (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynecology, Epidemiology and Clinical and Translational Research, University of Pittsburgh (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynaecology, University Kebangsaan Malaysia Medical Center (Dr Mahdy), Cheras, Malaysia
- Vascular Physiology Laboratory, Basic Sciences Department, Faculty of Sciences, Universidad del Bio-Bio (Dr Escudero), Chillan, Chile
- Group of Research and Innovation in Vascular Health (GRIVAS Health) (Dr Escudero), Chillan, Chile
- Department of Women's and Children's Health, Uppsala University (Dr Bergman), Uppsala, Sweden
- Department of Obstetrics and Gynecology, Stellenbosch University (Dr Bergman), Cape Town, South Africa
- São Paulo State University (UNESP), Medical School (Dr Oliveira), Botucatu
| | - Leandro De Oliveira
- Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg (Drs Kupka and Bergman), Sweden
- Department of Research and Higher Education, Center for Clinical Research Dalarna, Uppsala University, Region Dalarna (Dr Kupka), Falun, Sweden
- Magee-Womens Research Institute (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynecology, Epidemiology and Clinical and Translational Research, University of Pittsburgh (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynaecology, University Kebangsaan Malaysia Medical Center (Dr Mahdy), Cheras, Malaysia
- Vascular Physiology Laboratory, Basic Sciences Department, Faculty of Sciences, Universidad del Bio-Bio (Dr Escudero), Chillan, Chile
- Group of Research and Innovation in Vascular Health (GRIVAS Health) (Dr Escudero), Chillan, Chile
- Department of Women's and Children's Health, Uppsala University (Dr Bergman), Uppsala, Sweden
- Department of Obstetrics and Gynecology, Stellenbosch University (Dr Bergman), Cape Town, South Africa
- São Paulo State University (UNESP), Medical School (Dr Oliveira), Botucatu
| | - Global Pregnancy Collaboration
- Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg (Drs Kupka and Bergman), Sweden
- Department of Research and Higher Education, Center for Clinical Research Dalarna, Uppsala University, Region Dalarna (Dr Kupka), Falun, Sweden
- Magee-Womens Research Institute (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynecology, Epidemiology and Clinical and Translational Research, University of Pittsburgh (Dr Roberts), Pittsburgh, PA
- Department of Obstetrics and Gynaecology, University Kebangsaan Malaysia Medical Center (Dr Mahdy), Cheras, Malaysia
- Vascular Physiology Laboratory, Basic Sciences Department, Faculty of Sciences, Universidad del Bio-Bio (Dr Escudero), Chillan, Chile
- Group of Research and Innovation in Vascular Health (GRIVAS Health) (Dr Escudero), Chillan, Chile
- Department of Women's and Children's Health, Uppsala University (Dr Bergman), Uppsala, Sweden
- Department of Obstetrics and Gynecology, Stellenbosch University (Dr Bergman), Cape Town, South Africa
- São Paulo State University (UNESP), Medical School (Dr Oliveira), Botucatu
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