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Boutin A, Lisonkova S, Muraca GM, Razaz N, Liu S, Kramer MS, Joseph KS. Bias in comparisons of mortality among very preterm births: A cohort study. PLoS One 2021; 16:e0253931. [PMID: 34191860 PMCID: PMC8244917 DOI: 10.1371/journal.pone.0253931] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2020] [Accepted: 06/15/2021] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Several studies of prenatal determinants and neonatal morbidity and mortality among very preterm births have resulted in unexpected and paradoxical findings. We aimed to compare perinatal death rates among cohorts of very preterm births (24-31 weeks) with rates among all births in these groups (≥24 weeks), using births-based and fetuses-at-risk formulations. METHODS We conducted a cohort study of singleton live births and stillbirths ≥24 weeks' gestation using population-based data from the United States and Canada (2006-2015). We contrasted rates of perinatal death between women with or without hypertensive disorders, between maternal races, and between births in Canada vs the United States. RESULTS Births-based perinatal death rates at 24-31 weeks were lower among hypertensive than among non-hypertensive women (rate ratio [RR] 0.67, 95% CI 0.65-0.68), among Black mothers compared with White mothers (RR 0.94, 95%CI 0.92-0.95) and among births in the United States compared with Canada (RR 0.74, 95%CI 0.71-0.75). However, overall (≥24 weeks) perinatal death rates were higher among births to hypertensive vs non-hypertensive women (RR 2.14, 95%CI 2.10-2.17), Black vs White mothers (RR 1.86, 95%CI 184-1.88;) and births in the United States vs Canada (RR 1.08, 95%CI 1.05-1.10), as were perinatal death rates based on fetuses-at-risk at 24-31 weeks (RR for hypertensive disorders: 2.58, 95%CI 2.53-2.63; RR for Black vs White ethnicity: 2.29, 95%CI 2.25-2.32; RR for United States vs Canada: 1.27, 95%CI 1.22-1.30). CONCLUSION Studies of prenatal risk factors and between-centre or between-country comparisons of perinatal mortality bias causal inferences when restricted to truncated cohorts of very preterm births.
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Affiliation(s)
- Amélie Boutin
- Department of Obstetrics and Gynaecology, BC Children’s and Women’s Hospital and Health Centre, and the University of British Columbia, Vancouver, British Columbia, Canada
| | - Sarka Lisonkova
- Department of Obstetrics and Gynaecology, BC Children’s and Women’s Hospital and Health Centre, and the University of British Columbia, Vancouver, British Columbia, Canada
| | - Giulia M. Muraca
- Department of Obstetrics and Gynaecology, BC Children’s and Women’s Hospital and Health Centre, and the University of British Columbia, Vancouver, British Columbia, Canada
- Clinical Epidemiology Unit, Karolinska Institutet, Stockholm, Sweden
| | - Neda Razaz
- Clinical Epidemiology Unit, Karolinska Institutet, Stockholm, Sweden
| | - Shiliang Liu
- Maternal and Infant Health Section, Public Health Agency of Canada, Ottawa, Ontario, Canada
| | - Michael S. Kramer
- Departments of Pediatrics and of Epidemiology and Biostatistics, McGill University, Montreal, Quebec, Canada
| | - K. S. Joseph
- Department of Obstetrics and Gynaecology, BC Children’s and Women’s Hospital and Health Centre, and the University of British Columbia, Vancouver, British Columbia, Canada
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
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Conceiving of Questions Before Delivering Analyses: Relevant Question Formulation in Reproductive and Perinatal Epidemiology. Epidemiology 2021; 31:644-648. [PMID: 32501813 DOI: 10.1097/ede.0000000000001223] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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Chiu YH, Stensrud MJ, Dahabreh IJ, Rinaudo P, Diamond MP, Hsu J, Hernández-Díaz S, Hernán MA. The Effect of Prenatal Treatments on Offspring Events in the Presence of Competing Events: An Application to a Randomized Trial of Fertility Therapies. Epidemiology 2020; 31:636-643. [PMID: 32501812 PMCID: PMC7755108 DOI: 10.1097/ede.0000000000001222] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
When studying the effect of a prenatal treatment on events in the offspring, failure to produce a live birth is a competing event for events in the offspring. A common approach to handle this competing event is reporting both the treatment-specific probabilities of live births and of the event of interest among live births. However, when the treatment affects the competing event, the latter probability cannot be interpreted as the causal effect among live births. Here we provide guidance for researchers interested in the effects of prenatal treatments on events in the offspring in the presence of the competing event "no live birth." We review the total effect of treatment on a composite event and the total effect of treatment on the event of interest. These causal effects are helpful for decision making but are agnostic about the pathways through which treatment affects the event of interest. Therefore, based on recent work, we also review three causal effects that explicitly consider the pathways through which treatment may affect the event of interest in the presence of competing events: the direct effect of treatment on the event of interest under an intervention to eliminate the competing event, the separable direct and indirect effects of treatment on the event of interest, and the effect of treatment in the principal stratum of those who would have had a live birth irrespective of treatment choice. As an illustrative example, we use a randomized trial of fertility treatments and risk of neonatal complications.
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Affiliation(s)
- Yu-Han Chiu
- Department of Epidemiology, Harvard T.H. Chan School of
Public Health, Boston, MA
- Mongan Institute, Massachusetts General Hospital, Boston,
MA
| | - Mats J. Stensrud
- Department of Epidemiology, Harvard T.H. Chan School of
Public Health, Boston, MA
| | - Issa J. Dahabreh
- Department of Epidemiology, Harvard T.H. Chan School of
Public Health, Boston, MA
- Department of Health Services Policy and Practice, Center
for Evidence Synthesis in Health, School of Public Health, Brown University, Box
G-121-8, Providence, RI
- Department of Epidemiology, School of Public Health, Brown
University, Providence, RI
| | - Paolo Rinaudo
- Center for Reproductive Health, Department of Obstetrics,
Gynecology, and Reproductive Sciences, University of California, San Francisco,
CA
| | - Michael P. Diamond
- Department of Obstetrics & Gynecology, Medical College
of Georgia, Augusta University, Augusta, GA
| | - John Hsu
- Mongan Institute, Massachusetts General Hospital, Boston,
MA
- Department of Health Care Policy, Harvard Medical School,
Boston, MA
| | - Sonia Hernández-Díaz
- Department of Epidemiology, Harvard T.H. Chan School of
Public Health, Boston, MA
| | - Miguel A. Hernán
- Department of Epidemiology, Harvard T.H. Chan School of
Public Health, Boston, MA
- Department of Biostatistics, Harvard T.H. Chan School of
Public Health, Boston, MA
- Harvard-MIT Division of Health Sciences and Technology,
Boston, MA
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Basso O. The fragile foundations of the extended fetuses-at-risk approach. Paediatr Perinat Epidemiol 2020; 34:80-85. [PMID: 31960472 DOI: 10.1111/ppe.12607] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 10/01/2019] [Accepted: 10/06/2019] [Indexed: 11/27/2022]
Abstract
BACKGROUND Whether denominators for postnatal outcomes (ascertained after live birth) with a presumed prenatal origin should consist of fetuses or live births remains controversial. Proponents argue that the extended fetuses-at-risk (FAR) approach (a), provides a justification for medically indicated preterm delivery, (b), avoids paradoxical results, and (c), permits quantification of incidence of fetal-infant phenomena, such as "revealed" small for gestational age (SGA)-which, under FAR, rises with advancing gestation. METHODS This conceptual paper examines the validity of the above arguments. RESULTS As obstetricians induce babies early because of fetal (or maternal) compromise and despite the dangers posed by immaturity, there is no need to modify a paradigm that portrays preterm birth as a powerful risk factor. The FAR approach generally avoids "paradoxical" intersections because FAR rates of postnatal outcomes depend on the birth rate. However, this property, which causes rates of most postnatal outcomes to rise at term, can also lead to risk reversals and other misleading findings. The FAR formulation does not yield the incidence of postnatal conditions but, rather, the incidence of live birth (and survival to diagnosis) of babies with prevalent conditions (and, sometimes, future ones). CONCLUSIONS The proposed arguments do not provide adequate support for extending the FAR approach to postnatal outcomes. As only live births can contribute to the numerator of rates, the usefulness and interpretability of FAR measures in this setting are limited.
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Affiliation(s)
- Olga Basso
- Department of Obstetrics and Gynecology, Royal Victoria Hospital, Research Institute of McGill University Health Centre, Montreal, QC, Canada.,Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
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Snowden JM, Bovbjerg ML, Dissanayake M, Basso O. The curse of the perinatal epidemiologist: inferring causation amidst selection. CURR EPIDEMIOL REP 2018; 5:379-387. [PMID: 31086756 DOI: 10.1007/s40471-018-0172-x] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Purpose of review Human reproduction is a common process and one that unfolds over a relatively short time, but pregnancy and birth processes are challenging to study. Selection occurs at every step of this process (e.g., infertility, early pregnancy loss, and stillbirth), adding substantial bias to estimated exposure-outcome associations. Here we focus on selection in perinatal epidemiology, specifically, how it affects research question formulation, feasible study designs, and interpretation of results. Recent findings Approaches have recently been proposed to address selection issues in perinatal epidemiology. One such approach is the ongoing pregnancies denominator for gestation-stratified analyses of infant outcomes. Similarly, bias resulting from left truncation has recently been termed "live birth bias," and a proposed solution is to control for common causes of selection variables (e.g., fecundity, fetal loss) and birth outcomes. However, these approaches have theoretical shortcomings, conflicting with the foundational epidemiologic concept of populations at risk for a given outcome. Summary We engage with epidemiologic theory and employ thought experiments to demonstrate the problems of using denominators that include units not "at risk" of the outcome. Fundamental (and commonsense) concerns of outcome definition and analysis (e.g., ensuring that all study participants are at risk for the outcome) should take precedence in formulating questions and analysis approach, as should choosing questions that stakeholders care about. Selection and resulting biases in human reproductive processes complicate estimation of unbiased exposure- outcome associations, but we should not focus solely (or even mostly) on minimizing such biases.
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Affiliation(s)
- Jonathan M Snowden
- School of Public Health, Oregon Health and Science University-Portland State University, 3181 SW Sam Jackson Park Rd, Mail Code: CB-669, Portland, OR 97239-3098, USA
- Department of Obstetrics and Gynecology, Oregon Health and Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L-466, Portland, OR 97239-3098, USA
| | - Marit L Bovbjerg
- College of Public Health and Human Sciences, Oregon State University, Milam Hall 103, Corvallis, OR 97331, USA
| | - Mekhala Dissanayake
- Department of Obstetrics and Gynecology, Oregon Health and Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L-466, Portland, OR 97239-3098, USA
| | - Olga Basso
- Department of Obstetrics & Gynecology; Research Institute of the McGill University Health Centre
- Department of Epidemiology, Biostatistics, and Occupational Health McGill University, Purvis Hall, 1020 Pine Avenue West, Montreal QC H3A 1A2, Canada
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Joseph K, Kramer MS. The fetuses-at-risk approach: survival analysis from a fetal perspective. Acta Obstet Gynecol Scand 2018; 97:454-465. [PMID: 28742216 PMCID: PMC5887948 DOI: 10.1111/aogs.13194] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Accepted: 07/14/2017] [Indexed: 11/29/2022]
Abstract
Several phenomena in contemporary perinatology create challenges for analyzing pregnancy outcomes. These include recent increases in iatrogenic delivery at late preterm and early term gestation, which are incongruent with the belief that stillbirth and neonatal death risks decrease exponentially with advancing gestational age. Perinatal epidemiologists have also puzzled over the paradox of intersecting birthweight-specific and gestational age-specific perinatal mortality curves for decades. For example, neonatal mortality rates among preterm infants of women who smoke are substantially lower than neonatal mortality rates among preterm infants of non-smoking women, whereas the reverse pattern occurs at term gestation. This mortality crossover is observed across several contrasts (for example, women with hypertensive disorders of pregnancy vs. normotensive women, older vs. younger women, twins vs. singletons) and outcomes (stillbirth, neonatal death, sudden infant death syndrome and cerebral palsy), and irrespective of how advancing "maturity" is defined (birthweight or gestational age). One approach proposed to address and explain these unexpected phenomena is the fetuses-at-risk model. This formulation involves a reconceptualization of the denominator for perinatal outcome rates from births to surviving fetuses. In this overview of the fetuses-at-risk model, we discuss the central tenets of the births-based and the fetuses-based formulations. We also describe the extension of the fetuses-at-risk approach to outcomes into and beyond the neonatal period and to a multivariable adaptation. Finally, we provide a substantive context by discussing biological mechanisms underlying the fetuses-at-risk model and contemporary obstetric phenomena that are better understood from that model than from one based on births.
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Affiliation(s)
- K.S. Joseph
- Department of Obstetrics and Gynecology and the School of Population and Public HealthUniversity of British Columbia and the Children's and Women's Hospital and Health Center of British ColumbiaVancouverBCCanada
| | - Michael S. Kramer
- Departments of Pediatrics and of EpidemiologyBiostatistics and Occupational HealthMcGill University Faculty of MedicineMontrealQCCanada
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Messerlian C, Basso O. Cohort studies in the context of obstetric and gynecologic research: a methodologic overview. Acta Obstet Gynecol Scand 2017; 97:371-379. [DOI: 10.1111/aogs.13272] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2017] [Accepted: 11/22/2017] [Indexed: 11/28/2022]
Affiliation(s)
- Carmen Messerlian
- Department of Environmental Health; Harvard T.H. Chan School of Public Health; Boston MA USA
| | - Olga Basso
- Department of Obstetrics & Gynecology; Royal Victoria Hospital; Research Institute of McGill University Health Center; Canada
- Department of Epidemiology, Biostatistics, and Occupational Health; McGill University; Montreal Canada
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Joseph KS, Razaz N, Muraca GM, Lisonkova S. Methodological Challenges in International Comparisons of Perinatal Mortality. CURR EPIDEMIOL REP 2017; 4:73-82. [PMID: 28680794 PMCID: PMC5488116 DOI: 10.1007/s40471-017-0101-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE OF REVIEW Several prestigious agencies routinely rank countries based on crude perinatal and infant mortality rates, while more recently, international neonatal networks have begun comparing neonatal mortality and morbidity rates among very preterm and very low-birth-weight infants. We discuss the methodologic challenges that compromise such comparisons and potential remedies. RECENT FINDINGS Crude perinatal mortality rates are biased by international variations in birth registration, especially at the borderline of viability. Such bias is demonstrated by significant differences in crude versus birth weight- and gestational age-specific comparisons of perinatal mortality. Comparisons of neonatal mortality among very preterm and very low-birth-weight infants are plagued by incorrect denominators, and this leads to paradoxical findings. SUMMARY A lack of standardization with regard to birth registration and inadequate appreciation of the methods for calculating gestational age-specific mortality rates are responsible for biasing international comparisons of perinatal mortality.
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Affiliation(s)
- K. S. Joseph
- Department of Obstetrics and Gynaecology and the School of Population and Public Health, University of British Columbia and the Children’s and Women’s Hospital and Health Centre of British Columbia, Room C403, Women’s Hospital of British Columbia, 4500 Oak Street, Vancouver, BC V6H 3N1 Canada
| | - Neda Razaz
- Reproductive Epidemiology Research Unit, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Giulia M. Muraca
- Department of Obstetrics and Gynaecology and the School of Population and Public Health, University of British Columbia and the Children’s and Women’s Hospital and Health Centre of British Columbia, Room C403, Women’s Hospital of British Columbia, 4500 Oak Street, Vancouver, BC V6H 3N1 Canada
| | - Sarka Lisonkova
- Department of Obstetrics and Gynaecology and the School of Population and Public Health, University of British Columbia and the Children’s and Women’s Hospital and Health Centre of British Columbia, Room C403, Women’s Hospital of British Columbia, 4500 Oak Street, Vancouver, BC V6H 3N1 Canada
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