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Clark SL, Saade GA, Tolcher MC, Belfort MA, Rouse DJ, Silver RM, Kapadia A, Sundgren NC, Saridey SK, Sibai BM. An Organ-Specific Approach to the Management of Gestational Hypertension: Evidence versus Tradition. Am J Perinatol 2024. [PMID: 39496325 DOI: 10.1055/a-2459-8748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2024]
Abstract
The management of hypertensive disease in pregnancy is currently guided by practice recommendations based largely on observational data from a half century ago and has changed only superficially since that time. These recommendations are both narrowly prescriptive (women without traditional features of severe disease should all be delivered at exactly 370/7 weeks) and at the same time frustratingly ambiguous (the presence of epigastric pain unresponsive to repeat analgesics precludes expectant management at any gestational age, regardless of laboratory studies). Guidelines that ignore recent data from the obstetric, pediatric, and internal medicine literature too often lead practitioners to be more aggressive than necessary in the delivery of very premature pregnancies, and, conversely, more complacent than patient safety would support in prolonging pregnancy with advanced fetal maturity. We present here an alternative, organ-specific-based approach to the management of gestational hypertension that allows and encourages practitioners to formulate a management plan based on a thoughtful and, when possible, evidence-based synthesis of the continuous variables of blood pressure, degree of organ dysfunction and response to treatment, gestational age, and patient balancing of maternal and fetal/neonatal risks. Such clinical care is more complex and nuanced than simply basing life-altering critical management decisions, including timing of delivery, on whether the patient does, or does not have any one of the conditions described by box 4 of the current American College of Obstetricians and Gynecologists practice guidelines. Nonetheless, we believe this approach will not only improve care but will also open the door to useful investigations into prevention and management of the various entities traditionally considered as the same disease process. KEY POINTS: · Traditional approaches to preeclampsia are not evidence based.. · The use of such approaches has resulted in stagnant maternal morbidity and mortality ratios.. · The consideration of disease severity as binary is particularly counterproductive.. · An organ-based approach will facilitate evidence-based individualization of care..
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Affiliation(s)
- Steven L Clark
- Department of Obstetrics and Gynecology, Nephrology, Neurology and Pediatrics, Baylor College of Medicine and Texas Children's Hospital, Houston, Texas
| | - George A Saade
- Department of Obstetrics and Gynecology, Eastern Virginia Medical School, Norfolk, Virginia
| | - Mary C Tolcher
- Department of Obstetrics and Gynecology, Nephrology, Neurology and Pediatrics, Baylor College of Medicine and Texas Children's Hospital, Houston, Texas
| | - Michael A Belfort
- Department of Obstetrics and Gynecology, Nephrology, Neurology and Pediatrics, Baylor College of Medicine and Texas Children's Hospital, Houston, Texas
| | - Dwight J Rouse
- Department of Obstetrics and Gynecology, Brown University, Providence, Rhode Island
| | - Robert M Silver
- Department of Obstetrics and Gynecology, University of Utah, Salt Lake City, Utah
| | | | | | | | - Baha M Sibai
- Department of Obstetrics and Gynecology, University of Texas, Houston, Texas
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Griffin LB, Sinkey R, Tita A, Rouse DJ. Nonsevere hypertensive disorders of pregnancy and oral antihypertensive medications: an argument against use. Am J Obstet Gynecol MFM 2024:101560. [PMID: 39586471 DOI: 10.1016/j.ajogmf.2024.101560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 07/31/2024] [Accepted: 08/17/2024] [Indexed: 11/27/2024]
Abstract
Hypertensive disorders of pregnancy, including gestational hypertension and preeclampsia, affect approximately 13% of all pregnancies and are a major cause of maternal and neonatal morbidity and mortality worldwide. Although the treatment of preeclampsia with severe features has been well established on the basis of randomized controlled data, international society guidelines vary on the treatment of gestational hypertension and preeclampsia without severe features. The American College of Obstetricians and Gynecologists recommends against the use of antihypertensive agents for nonsevere hypertension (blood pressure of <160/110 mm Hg) in both gestational hypertension and preeclampsia without severe features given a lack of level 1 evidence in support of treatment and the theoretical risk of masking of disease progression or causing adverse fetal effects, such as growth restriction. However, with the publication of the Chronic Hypertension in Pregnancy trial, (CHAP) which demonstrated the benefit of treatment of nonsevere chronic hypertension, "indication creep" or the application of a treatment outside the population of proven benefit is being observed with the use of antihypertensive medication for the treatment of nonsevere hypertension in gestational hypertension and preeclampsia without severe features. The use of antihypertensive treatment in this population without a definitive trial and no clearly defined safety protocols is potentially dangerous and could, at worst, lead to maternal and fetal harm or, at best, provide benefit in ways that are hard to assess and, thus, interfere with efforts to generate definitive evidence to change practice guidelines, denying many pregnant patients optimal care. It is imperative that a definitive trial be performed performed prior to the widespread use of antihypertensive treatment for gestational hypertension or preeclampsia without severe features.
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Affiliation(s)
- Laurie B Griffin
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Warren Alpert Medical School of Brown University, Providence, RI (Drs Griffin and Rouse).
| | - Rachel Sinkey
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, University of Alabama at Birmingham, Birmingham, AL (Drs Sinkey and Tita); Center for Women's Reproductive Health, University of Alabama at Birmingham, Birmingham, AL (Drs Sinkey and Tita)
| | - Alan Tita
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, University of Alabama at Birmingham, Birmingham, AL (Drs Sinkey and Tita); Center for Women's Reproductive Health, University of Alabama at Birmingham, Birmingham, AL (Drs Sinkey and Tita)
| | - Dwight J Rouse
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Warren Alpert Medical School of Brown University, Providence, RI (Drs Griffin and Rouse)
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Lin X, Liang C, Liu J, Lyu T, Ghumman N, Campbell B. Artificial Intelligence-Augmented Clinical Decision Support Systems for Pregnancy Care: Systematic Review. J Med Internet Res 2024; 26:e54737. [PMID: 39283665 PMCID: PMC11443205 DOI: 10.2196/54737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 05/06/2024] [Accepted: 07/24/2024] [Indexed: 10/04/2024] Open
Abstract
BACKGROUND Despite the emerging application of clinical decision support systems (CDSS) in pregnancy care and the proliferation of artificial intelligence (AI) over the last decade, it remains understudied regarding the role of AI in CDSS specialized for pregnancy care. OBJECTIVE To identify and synthesize AI-augmented CDSS in pregnancy care, CDSS functionality, AI methodologies, and clinical implementation, we reported a systematic review based on empirical studies that examined AI-augmented CDSS in pregnancy care. METHODS We retrieved studies that examined AI-augmented CDSS in pregnancy care using database queries involved with titles, abstracts, keywords, and MeSH (Medical Subject Headings) terms. Bibliographic records from their inception to 2022 were retrieved from PubMed/MEDLINE (n=206), Embase (n=101), and ACM Digital Library (n=377), followed by eligibility screening and literature review. The eligibility criteria include empirical studies that (1) developed or tested AI methods, (2) developed or tested CDSS or CDSS components, and (3) focused on pregnancy care. Data of studies used for review and appraisal include title, abstract, keywords, MeSH terms, full text, and supplements. Publications with ancillary information or overlapping outcomes were synthesized as one single study. Reviewers independently reviewed and assessed the quality of selected studies. RESULTS We identified 30 distinct studies of 684 studies from their inception to 2022. Topics of clinical applications covered AI-augmented CDSS from prenatal, early pregnancy, obstetric care, and postpartum care. Topics of CDSS functions include diagnostic support, clinical prediction, therapeutics recommendation, and knowledge base. CONCLUSIONS Our review acknowledged recent advances in CDSS studies including early diagnosis of prenatal abnormalities, cost-effective surveillance, prenatal ultrasound support, and ontology development. To recommend future directions, we also noted key gaps from existing studies, including (1) decision support in current childbirth deliveries without using observational data from consequential fetal or maternal outcomes in future pregnancies; (2) scarcity of studies in identifying several high-profile biases from CDSS, including social determinants of health highlighted by the American College of Obstetricians and Gynecologists; and (3) chasm between internally validated CDSS models, external validity, and clinical implementation.
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Affiliation(s)
- Xinnian Lin
- School of Education, Fuzhou University of International Studies and Trade, Fuzhou, China
| | - Chen Liang
- Department of Biomedical Informatics and Medical Education, School of Medicine, University of Washington, Seattle, WA, United States
- Department of Health Services Policy and Management, Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
| | - Jihong Liu
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
| | - Tianchu Lyu
- Department of Health Services Policy and Management, Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
| | - Nadia Ghumman
- Department of Health Services Policy and Management, Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
| | - Berry Campbell
- Department of Obstetrics and Gynecology, School of Medicine, University of South Carolina, Columbia, SC, United States
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4
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Tao J, Infusino S, Mintz Y, Hoppe KK. Predictive modeling of postpartum blood pressure spikes. Am J Obstet Gynecol MFM 2024; 6:101301. [PMID: 38278179 DOI: 10.1016/j.ajogmf.2024.101301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 12/30/2023] [Accepted: 01/21/2024] [Indexed: 01/28/2024]
Abstract
BACKGROUND Hypertensive disorders of pregnancy are one of the leading causes of maternal morbidity and mortality worldwide. Management of these conditions can pose many clinical dilemmas and can be particularly challenging during the immediate postpartum period. Models for predicting and managing postpartum hypertension are necessary to help address this clinical challenge. OBJECTIVE This study aimed to evaluate predictive models of blood pressure spikes in the postpartum period and to investigate clinical management strategies to optimize care. STUDY DESIGN This was a retrospective cohort study of postpartum women who participated in remote blood pressure monitoring. A postpartum blood pressure spike was defined as a blood pressure measurement of ≥140/90 mm Hg while on an antihypertensive medication and a blood pressure measurement of ≥150/100 mm Hg if not on an antihypertensive medication. We identified 3 risk level patient clusters (low, medium, and high) when predicting patient risk for a blood pressure spike on postpartum days 3 to 7. The variables used in defining these clusters were peak systolic blood pressure before discharge, body mass index, patient systolic blood pressure per trimester, heart rate, gestational age, maternal age, chronic hypertension, and gestational hypertension. For each risk cluster, we focused on 2 treatments, namely (1) postpartum length of stay (<3 days or ≥3 days) and (2) discharge with or without blood pressure medications. We evaluated the effectiveness of the treatments in different subgroups of patients by estimating the conditional average treatment effect values in each cluster using a causal forest. Moreover, for all patients, we considered discharge with medication policies depending on different discharge blood pressure thresholds. We used a doubly robust policy evaluation method to compare the effectiveness of the policies. RESULTS A total of 413 patients were included, and among those, 267 (64.6%) had a postpartum blood pressure spike. The treatments for patients at medium and high risk were considered beneficial. The 95% confidence intervals for constant marginal average treatment effect for antihypertensive use at discharge were -3.482 to 4.840 and - 5.539 to 4.315, respectively; and for a longer stay they were -5.544 to 3.866 and -7.200 to 4.302, respectively. For patients at low risk, the treatments were not critical in preventing a blood pressure spike with 95% confidence intervals for constant marginal average treatment effect of 1.074 to 15.784 and -2.913 to 9.021 for the different treatments. We considered the option to discharge patients with antihypertensive use at different blood pressure thresholds, namely (1) ≥130 mm Hg and/or ≥80 mm Hg, (2) ≥140 mm Hg and/or ≥90 mm Hg, (3) ≥150 mm Hg and/or ≥ 100 mm Hg, or (4) ≥160 mm Hg and/or ≥ 110 mm Hg. We found that policy (2) was the best option with P<.05. CONCLUSION We identified 3 possible strategies to prevent outpatient blood pressure spikes during the postpartum period, namely (1) medium- and high-risk patients should be considered for a longer postpartum hospital stay or should participate in daily home monitoring, (2) medium- and high-risk patients should be prescribed antihypertensives at discharge, and (3) antihypertensive treatment should be prescribed if patients are discharged with a blood pressure of ≥140/90 mm Hg.
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Affiliation(s)
- Jinxin Tao
- Department of Industrial and Systems Engineering, University of Wisconsin-Madison College of Engineering, Madison, WI (Mr Tao and Dr Mintz)
| | - Scott Infusino
- Department of Obstetrics and Gynecology, School of Medicine and Public Health, University of Wisconsin, Madison, WI (Drs Infusino and Hoppe).
| | - Yonatan Mintz
- Department of Industrial and Systems Engineering, University of Wisconsin-Madison College of Engineering, Madison, WI (Mr Tao and Dr Mintz)
| | - Kara K Hoppe
- Department of Obstetrics and Gynecology, School of Medicine and Public Health, University of Wisconsin, Madison, WI (Drs Infusino and Hoppe)
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Oyelese Y. Gestational hypertension: time for a new name? Am J Obstet Gynecol 2024; 230:e17. [PMID: 37633578 DOI: 10.1016/j.ajog.2023.08.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Accepted: 08/22/2023] [Indexed: 08/28/2023]
Affiliation(s)
- Yinka Oyelese
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Avenue, KS3, Boston, MA, 02215; Maternal Fetal Care Center (MFCC), Boston Children's Hospital, Harvard Medical School, Boston, MA.
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Yagel S, Cohen SM, Admati I, Skarbianskis N, Solt I, Zeisel A, Beharier O, Goldman-Wohl D. Expert review: preeclampsia Type I and Type II. Am J Obstet Gynecol MFM 2023; 5:101203. [PMID: 37871693 DOI: 10.1016/j.ajogmf.2023.101203] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 10/17/2023] [Accepted: 10/18/2023] [Indexed: 10/25/2023]
Abstract
Pregnancy involves an interplay between maternal and fetal factors affecting changes to maternal anatomy and physiology to support the developing fetus and ensure the well-being of both the mother and offspring. A century of research has provided evidence of the imperative role of the placenta in the development of preeclampsia. Recently, a growing body of evidence has supported the adaptations of the maternal cardiovascular system during normal pregnancy and its maladaptation in preeclampsia. Debate surrounds the roles of the placenta vs the maternal cardiovascular system in the pathophysiology of preeclampsia. We proposed an integrated model of the maternal cardiac-placental-fetal array and the development of preeclampsia, which reconciles the disease phenotypes and their proposed origins, whether placenta-dominant or maternal cardiovascular system-dominant. These phenotypes are sufficiently diverse to define 2 distinct types: preeclampsia Type I and Type II. Type I preeclampsia may present earlier, characterized by placental dysfunction or malperfusion, shallow trophoblast invasion, inadequate spiral artery conversion, profound syncytiotrophoblast stress, elevated soluble fms-like tyrosine kinase-1 levels, reduced placental growth factor levels, high peripheral vascular resistance, and low cardiac output. Type I is more often accompanied by fetal growth restriction, and low placental growth factor levels have a measurable impact on maternal cardiac remodeling and function. Type II preeclampsia typically occurs in the later stages of pregnancy and entails an evolving maternal cardiovascular intolerance to the demands of pregnancy, with a moderately dysfunctional placenta and inadequate blood supply. The soluble fms-like tyrosine kinase-1-placental growth factor ratio may be normal or slightly disturbed, peripheral vascular resistance is low, and cardiac output is high, but these adaptations still fail to meet demand. Emergent placental dysfunction, coupled with an increasing inability to meet demand, more often appears with fetal macrosomia, multiple pregnancies, or prolonged pregnancy. Support for the notion of 2 types of preeclampsia observable on the molecular level is provided by single-cell transcriptomic survey of gene expression patterns across different cell classes. This revealed widespread dysregulation of gene expression across all cell types, and significant imbalance in fms-like tyrosine kinase-1 (FLT1) and placental growth factor, particularly marked in the syncytium of early preeclampsia cases. Classification of preeclampsia into Type I and Type II can inform future research to develop targeted screening, prevention, and treatment approaches.
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Affiliation(s)
- Simcha Yagel
- Department of Obstetrics and Gynecology, Hadassah Medical Center, Hebrew University Faculty of Medicine, Jerusalem, Israel (Dr Yagel, Ms Cohen, and Drs Beharier and Goldman-Wohl).
| | - Sarah M Cohen
- Department of Obstetrics and Gynecology, Hadassah Medical Center, Hebrew University Faculty of Medicine, Jerusalem, Israel (Dr Yagel, Ms Cohen, and Drs Beharier and Goldman-Wohl)
| | - Inbal Admati
- Department of Biotechnology and Food Engineering, Technion - Israel Institute of Technology, Haifa, Israel (Ms Admati, Mr Skarbianskis, and Dr Zeisel)
| | - Niv Skarbianskis
- Department of Biotechnology and Food Engineering, Technion - Israel Institute of Technology, Haifa, Israel (Ms Admati, Mr Skarbianskis, and Dr Zeisel)
| | - Ido Solt
- Department of Obstetrics and Gynecology, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel (Dr Solt)
| | - Amit Zeisel
- Department of Biotechnology and Food Engineering, Technion - Israel Institute of Technology, Haifa, Israel (Ms Admati, Mr Skarbianskis, and Dr Zeisel)
| | - Ofer Beharier
- Department of Obstetrics and Gynecology, Hadassah Medical Center, Hebrew University Faculty of Medicine, Jerusalem, Israel (Dr Yagel, Ms Cohen, and Drs Beharier and Goldman-Wohl)
| | - Debra Goldman-Wohl
- Department of Obstetrics and Gynecology, Hadassah Medical Center, Hebrew University Faculty of Medicine, Jerusalem, Israel (Dr Yagel, Ms Cohen, and Drs Beharier and Goldman-Wohl)
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Cagino K, Prabhu M, Sibai B. Is magnesium sulfate therapy warranted in all cases of late postpartum severe hypertension? A suggested approach to a clinical conundrum. Am J Obstet Gynecol 2023; 229:641-646. [PMID: 37467840 DOI: 10.1016/j.ajog.2023.07.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 07/10/2023] [Accepted: 07/11/2023] [Indexed: 07/21/2023]
Abstract
Magnesium sulfate reduces the risk for eclamptic seizures antepartum, intrapartum, and in the immediate postpartum period, however, there are no studies that have evaluated the benefits and risks of magnesium sulfate among women with late postpartum severe hypertension only. Juxtaposed on this clinical uncertainty is the increased incidence of severe hypertension owing to a rise in pregnancies complicated by advanced maternal age, obesity, chronic hypertension, diabetes, and recent protocols for intensive monitoring of blood pressure in the postpartum period. These factors have led to a significant increase in postpartum presentations for the evaluation and management of severe hypertension, in some cases leading to postpartum readmissions for administration of antihypertensive therapy and magnesium sulfate without data demonstrating clear clinical benefit. Postpartum readmissions can have several negative consequences, including interfering with early bonding with a newborn, breastfeeding, and use of scarce healthcare resources. In addition, magnesium sulfate is associated with risks for serious cardiorespiratory depression and bothersome side effects and can delay determining the optimal antihypertensive regimen, which is typically the most pressing clinical need during postpartum presentations of late-postpartum severe hypertension. Eclampsia that occurs more than 48 hours after delivery is rare (constitutes 16% of all cases of eclampsia) and is most commonly preceded by headaches or other cerebral symptoms. In this commentary, we propose an approach to evaluating and managing patients with late postpartum severe hypertension aimed at identifying those women at highest risk for end-organ injury. We recommend that the short- and long-term focus for all patients with severe hypertension should be the optimal management of blood pressures with a goal of close outpatient monitoring when logistically feasible and clinically appropriate. We suggest reserving magnesium sulfate therapy for the subset of patients with neurologic symptoms who may be at highest risk for an eclamptic seizure.
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Affiliation(s)
- Kristen Cagino
- Department of Obstetrics and Gynecology, University of Texas Health Science Center at Houston, Houston, TX.
| | - Malavika Prabhu
- Department of Obstetrics and Gynecology, Massachusetts General Hospital, Boston, MA
| | - Baha Sibai
- Department of Obstetrics and Gynecology, University of Texas Health Science Center at Houston, Houston, TX
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Admati I, Skarbianskis N, Hochgerner H, Ophir O, Weiner Z, Yagel S, Solt I, Zeisel A. Two distinct molecular faces of preeclampsia revealed by single-cell transcriptomics. MED 2023; 4:687-709.e7. [PMID: 37572658 DOI: 10.1016/j.medj.2023.07.005] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 06/04/2023] [Accepted: 07/14/2023] [Indexed: 08/14/2023]
Abstract
INTRODUCTION Preeclampsia is a multisystemic, pregnancy-specific disorder united by new-onset hypertension but with considerable variation in clinical manifestation, onset, and severity. For symptoms to regress, delivery of the placenta is required. For symptoms to regress, delivery of the placenta is required, making the placenta central to preeclampsia pathophysiology. To dissect which placental functions were impacted in two forms of preeclampsia, we studied molecular changes across the cell types of the placenta. METHODS We performed a transcriptomic survey of single-cells and single-nuclei on cases of early- and late-onset preeclampsia with gestation-matched controls. FINDINGS Our data revealed massive dysregulation of gene expression in all cell classes that was almost exclusive to early preeclampsia. For example, an important known receptor/ligand imbalance hallmarking angiogenic disfunction, sFLT1/placental growth factor (PGF), was reflected in striking, cell-autonomous dysregulation of FLT1 and PGF transcription in the syncytium in early preeclampsia only. Stromal cells and vasculature echoed an inflamed, stressed, anti-angiogenic environment. Finally, the placental immune niche set the tone for inflammation in early but not late preeclampsia. Here, fetal-origin Hofbauer and maternal-origin TREM2 macrophages were revealed as surprising main actors, while local cells of the adaptive immune system were largely unaffected. Late preeclampsia showed minimal cellular impact on the placenta. CONCLUSIONS Our survey provides systematic molecular evidence for two distinct diseases. We resolved systematic molecular dysregulation to individual cell types with strong implications for definition, early detection, diagnosis, and treatment. FUNDING Funded by the Preeclampsia Foundation through the Peter Joseph Pappas Research Grant.
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Affiliation(s)
- Inbal Admati
- Faculty of Biotechnology and Food Engineering, Technion Israel Institute of Technology, Haifa, Israel
| | - Niv Skarbianskis
- Faculty of Biotechnology and Food Engineering, Technion Israel Institute of Technology, Haifa, Israel
| | - Hannah Hochgerner
- Faculty of Biotechnology and Food Engineering, Technion Israel Institute of Technology, Haifa, Israel
| | - Osnat Ophir
- Faculty of Biotechnology and Food Engineering, Technion Israel Institute of Technology, Haifa, Israel
| | - Zeev Weiner
- Department of Obstetrics and Gynecology, Rappaport Faculty of Medicine, Technion Israel Institute of Technology, Haifa, Israel
| | - Simcha Yagel
- Division of Obstetrics and Gynecology Hadassah, Hebrew University Medical Centers, Jerusalem, Israel
| | - Ido Solt
- Department of Obstetrics and Gynecology, Rappaport Faculty of Medicine, Technion Israel Institute of Technology, Haifa, Israel.
| | - Amit Zeisel
- Faculty of Biotechnology and Food Engineering, Technion Israel Institute of Technology, Haifa, Israel.
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Barak O, Lovelace T, Piekos S, Chu T, Cao Z, Sadovsky E, Mouillet JF, Ouyang Y, Parks WT, Hood L, Price ND, Benos PV, Sadovsky Y. Integrated unbiased multiomics defines disease-independent placental clusters in common obstetrical syndromes. BMC Med 2023; 21:349. [PMID: 37679695 PMCID: PMC10485945 DOI: 10.1186/s12916-023-03054-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 08/29/2023] [Indexed: 09/09/2023] Open
Abstract
BACKGROUND Placental dysfunction, a root cause of common syndromes affecting human pregnancy, such as preeclampsia (PE), fetal growth restriction (FGR), and spontaneous preterm delivery (sPTD), remains poorly defined. These common, yet clinically disparate obstetrical syndromes share similar placental histopathologic patterns, while individuals within each syndrome present distinct molecular changes, challenging our understanding and hindering our ability to prevent and treat these syndromes. METHODS Using our extensive biobank, we identified women with severe PE (n = 75), FGR (n = 40), FGR with a hypertensive disorder (FGR + HDP; n = 33), sPTD (n = 72), and two uncomplicated control groups, term (n = 113), and preterm without PE, FGR, or sPTD (n = 16). We used placental biopsies for transcriptomics, proteomics, metabolomics data, and histological evaluation. After conventional pairwise comparison, we deployed an unbiased, AI-based similarity network fusion (SNF) to integrate the datatypes and identify omics-defined placental clusters. We used Bayesian model selection to compare the association between the histopathological features and disease conditions vs SNF clusters. RESULTS Pairwise, disease-based comparisons exhibited relatively few differences, likely reflecting the heterogeneity of the clinical syndromes. Therefore, we deployed the unbiased, omics-based SNF method. Our analysis resulted in four distinct clusters, which were mostly dominated by a specific syndrome. Notably, the cluster dominated by early-onset PE exhibited strong placental dysfunction patterns, with weaker injury patterns in the cluster dominated by sPTD. The SNF-defined clusters exhibited better correlation with the histopathology than the predefined disease groups. CONCLUSIONS Our results demonstrate that integrated omics-based SNF distinctively reclassifies placental dysfunction patterns underlying the common obstetrical syndromes, improves our understanding of the pathological processes, and could promote a search for more personalized interventions.
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Affiliation(s)
- Oren Barak
- Magee-Womens Research Institute, 204 Craft Avenue, Pittsburgh, PA, 15213, USA
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh, 300 Halket Street, Pittsburgh, PA, 15213, USA
| | - Tyler Lovelace
- Department of Computational and Systems Biology, University of Pittsburgh, 800 Murdoch Building, 3420 Forbes Avenue, Pittsburgh, PA, 15260, USA
- Joint CMU-Pitt PhD Program in Computational Biology, 800 Murdoch Building, 3420 Forbes Avenue, Pittsburgh, PA, 15260, USA
| | - Samantha Piekos
- Institute for Systems Biology, 401 Terri Avenue North, Seattle, WA, 98109, USA
| | - Tianjiao Chu
- Magee-Womens Research Institute, 204 Craft Avenue, Pittsburgh, PA, 15213, USA
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh, 300 Halket Street, Pittsburgh, PA, 15213, USA
| | - Zhishen Cao
- Magee-Womens Research Institute, 204 Craft Avenue, Pittsburgh, PA, 15213, USA
| | - Elena Sadovsky
- Magee-Womens Research Institute, 204 Craft Avenue, Pittsburgh, PA, 15213, USA
| | - Jean-Francois Mouillet
- Magee-Womens Research Institute, 204 Craft Avenue, Pittsburgh, PA, 15213, USA
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh, 300 Halket Street, Pittsburgh, PA, 15213, USA
| | - Yingshi Ouyang
- Magee-Womens Research Institute, 204 Craft Avenue, Pittsburgh, PA, 15213, USA
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh, 300 Halket Street, Pittsburgh, PA, 15213, USA
| | - W Tony Parks
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Simcoe Hall, 1 King's College Circle, Toronto, ON, M5S 1A8, Canada
| | - Leroy Hood
- Institute for Systems Biology, 401 Terri Avenue North, Seattle, WA, 98109, USA
| | - Nathan D Price
- Institute for Systems Biology, 401 Terri Avenue North, Seattle, WA, 98109, USA
- Thorne HealthTech, 152 West 57th Street, New York, NY, 10019, USA
| | - Panayiotis V Benos
- Department of Computational and Systems Biology, University of Pittsburgh, 800 Murdoch Building, 3420 Forbes Avenue, Pittsburgh, PA, 15260, USA
- Joint CMU-Pitt PhD Program in Computational Biology, 800 Murdoch Building, 3420 Forbes Avenue, Pittsburgh, PA, 15260, USA
- Department of Epidemiology, College of Public Health and Health Professions and College of Medicine, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
| | - Yoel Sadovsky
- Magee-Womens Research Institute, 204 Craft Avenue, Pittsburgh, PA, 15213, USA.
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh, 300 Halket Street, Pittsburgh, PA, 15213, USA.
- Department of Microbiology and Molecular Genetics, University of Pittsburgh, 450 Technology Drive, Pittsburgh, PA, 15219, USA.
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Young MF, Oaks BM, Rogers HP, Tandon S, Martorell R, Dewey KG, Wendt AS. Maternal low and high hemoglobin concentrations and associations with adverse maternal and infant health outcomes: an updated global systematic review and meta-analysis. BMC Pregnancy Childbirth 2023; 23:264. [PMID: 37076797 PMCID: PMC10114461 DOI: 10.1186/s12884-023-05489-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 03/02/2023] [Indexed: 04/21/2023] Open
Abstract
BACKGROUND Growing evidence suggests low and high maternal hemoglobin (Hb) concentrations may have adverse consequences for maternal and child health. There remain questions on specific Hb thresholds to define anemia and high Hb as well as how cutoffs may vary by anemia etiology and timing of assessment. METHODS We conducted an updated systematic review (using PubMed and Cochrane Review) on low (< 110 g/L) and high (≥ 130 g/L) maternal Hb concentrations and associations with a range of maternal and infant health outcomes. We examined associations by timing of Hb assessment (preconception; first, second, and third trimesters, as well as at any time point in pregnancy), varying cutoffs used for defining low and high hemoglobin concentrations and performed stratified analyses by iron-deficiency anemia. We conducted meta-analyses to obtain odds ratios (OR) and 95% confidence intervals. RESULTS The updated systematic review included 148 studies. Low maternal Hb at any time point in pregnancy was associated with: low birthweight, LBW (OR (95% CI) 1.28 (1.22-1.35)), very low birthweight, VLBW (2.15 (1.47-3.13)), preterm birth, PTB (1.35 (1.29-1.42)), small-for-gestational age, SGA (1.11 (1.02-1.19)), stillbirth 1.43 (1.24-1.65)), perinatal mortality (1.75 (1.28-2.39)), neonatal mortality (1.25 (1.16-1.34), postpartum hemorrhage (1.69 (1.45-1.97)), transfusion (3.68 (2.58-5.26)), pre-eclampsia (1.57 (1.23-2.01)), and prenatal depression (1.44 (1.24-1.68)). For maternal mortality, the OR was higher for Hb < 90 (4.83 (2.17-10.74)) than for Hb < 100 (2.87 (1.08-7.67)). High maternal Hb was associated with: VLBW (1.35 (1.16-1.57)), PTB (1.12 (1.00-1.25)), SGA (1.17 (1.09-1.25)), stillbirth (1.32 (1.09-1.60)), maternal mortality (2.01 (1.12-3.61)), gestational diabetes (1.71 (1.19-2.46)), and pre-eclampsia (1.34 (1.16-1.56)). Stronger associations were noted earlier in pregnancy for low Hb and adverse birth outcomes while the role of timing of high Hb was inconsistent. Lower Hb cutoffs were associated with greater odds of poor outcomes; for high Hb, data were too limited to identify patterns. Information on anemia etiology was limited; relationships did not vary by iron-deficiency anemia. CONCLUSION Both low and high maternal Hb concentrations during pregnancy are strong predictors of adverse maternal and infant health outcomes. Additional research is needed to establish healthy reference ranges and design effective interventions to optimize maternal Hb during pregnancy.
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Affiliation(s)
- Melissa F Young
- Hubert Department of Global Health, Emory University, 1518 Clifton Road NE, 30322, Atlanta, GA, USA.
| | - Brietta M Oaks
- Department of Nutrition and Food Sciences, University of Rhode Island, 02881, Kingston, United States
| | - Hannah Paige Rogers
- Hubert Department of Global Health, Emory University, 1518 Clifton Road NE, 30322, Atlanta, GA, USA
| | - Sonia Tandon
- Hubert Department of Global Health, Emory University, 1518 Clifton Road NE, 30322, Atlanta, GA, USA
| | - Reynaldo Martorell
- Hubert Department of Global Health, Emory University, 1518 Clifton Road NE, 30322, Atlanta, GA, USA
| | - Kathryn G Dewey
- Department of Nutrition, University of California, Davis, 95616, Davis, United States
| | - Amanda S Wendt
- Research Department 2, Potsdam Institute for Climate Impact Research (PIK), Member of the Leibniz Association, PO Box 60 12 03, 14412,, Potsdam, Germany
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