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Della Rosa PA, Miglioli C, Caglioni M, Tiberio F, Mosser KHH, Vignotto E, Canini M, Baldoli C, Falini A, Candiani M, Cavoretto P. A hierarchical procedure to select intrauterine and extrauterine factors for methodological validation of preterm birth risk estimation. BMC Pregnancy Childbirth 2021; 21:306. [PMID: 33863296 PMCID: PMC8052693 DOI: 10.1186/s12884-021-03654-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Accepted: 02/15/2021] [Indexed: 12/15/2022] Open
Abstract
Background Etiopathogenesis of preterm birth (PTB) is multifactorial, with a universe of risk factors interplaying between the mother and the environment. It is of utmost importance to identify the most informative factors in order to estimate the degree of PTB risk and trace an individualized profile. The aims of the present study were: 1) to identify all acknowledged risk factors for PTB and to select the most informative ones for defining an accurate model of risk prediction; 2) to verify predictive accuracy of the model and 3) to identify group profiles according to the degree of PTB risk based on the most informative factors. Methods The Maternal Frailty Inventory (MaFra) was created based on a systematic review of the literature including 174 identified intrauterine (IU) and extrauterine (EU) factors. A sample of 111 pregnant women previously categorized in low or high risk for PTB below 37 weeks, according to ACOG guidelines, underwent the MaFra Inventory. First, univariate logistic regression enabled p-value ordering and the Akaike Information Criterion (AIC) selected the model including the most informative MaFra factors. Second, random forest classifier verified the overall predictive accuracy of the model. Third, fuzzy c-means clustering assigned group membership based on the most informative MaFra factors. Results The most informative and parsimonious model selected through AIC included Placenta Previa, Pregnancy Induced Hypertension, Antibiotics, Cervix Length, Physical Exercise, Fetal Growth, Maternal Anxiety, Preeclampsia, Antihypertensives. The random forest classifier including only the most informative IU and EU factors achieved an overall accuracy of 81.08% and an AUC of 0.8122. The cluster analysis identified three groups of typical pregnant women, profiled on the basis of the most informative IU and EU risk factors from a lower to a higher degree of PTB risk, which paralleled time of birth delivery. Conclusions This study establishes a generalized methodology for building-up an evidence-based holistic risk assessment for PTB to be used in clinical practice. Relevant and essential factors were selected and were able to provide an accurate estimation of degree of PTB risk based on the most informative constellation of IU and EU factors. Supplementary Information The online version contains supplementary material available at (10.1186/s12884-021-03654-3).
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Affiliation(s)
- Pasquale Anthony Della Rosa
- Neuroradiology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy
| | - Cesare Miglioli
- Research Center for Statistics, University of Geneva, Boulevard du Pont-d'Arve 40, Geneva, 1205, Switzerland
| | - Martina Caglioni
- Obstetrics and Gynaecology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy
| | - Francesca Tiberio
- Obstetrics and Gynaecology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy
| | - Kelsey H H Mosser
- Neuroradiology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy
| | - Edoardo Vignotto
- Research Center for Statistics, University of Geneva, Boulevard du Pont-d'Arve 40, Geneva, 1205, Switzerland
| | - Matteo Canini
- Neuroradiology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy
| | - Cristina Baldoli
- Neuroradiology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy
| | - Andrea Falini
- Neuroradiology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy
| | - Massimo Candiani
- Obstetrics and Gynaecology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy
| | - Paolo Cavoretto
- Obstetrics and Gynaecology Department, IRCCS San Raffaele Hospital and University, via Olgettina 62, Milan, 20132, Italy.
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Broere-Brown ZA, Adank MC, Benschop L, Tielemans M, Muka T, Gonçalves R, Bramer WM, Schoufour JD, Voortman T, Steegers EAP, Franco OH, Schalekamp-Timmermans S. Fetal sex and maternal pregnancy outcomes: a systematic review and meta-analysis. Biol Sex Differ 2020; 11:26. [PMID: 32393396 PMCID: PMC7216628 DOI: 10.1186/s13293-020-00299-3] [Citation(s) in RCA: 71] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Accepted: 04/08/2020] [Indexed: 12/15/2022] Open
Abstract
Background Since the placenta also has a sex, fetal sex–specific differences in the occurrence of placenta-mediated complications could exist. Objective To determine the association of fetal sex with multiple maternal pregnancy complications. Search strategy Six electronic databases Ovid MEDLINE, EMBASE, Cochrane Central, Web-of-Science, PubMed, and Google Scholar were systematically searched to identify eligible studies. Reference lists of the included studies and contact with experts were also used for identification of studies. Selection criteria Observational studies that assessed fetal sex and the presence of maternal pregnancy complications within singleton pregnancies. Data collection and analyses Data were extracted by 2 independent reviewers using a predesigned data collection form. Main results From 6522 original references, 74 studies were selected, including over 12,5 million women. Male fetal sex was associated with term pre-eclampsia (pooled OR 1.07 [95%CI 1.06 to 1.09]) and gestational diabetes (pooled OR 1.04 [1.02 to 1.07]). All other pregnancy complications (i.e., gestational hypertension, total pre-eclampsia, eclampsia, placental abruption, and post-partum hemorrhage) tended to be associated with male fetal sex, except for preterm pre-eclampsia, which was more associated with female fetal sex. Overall quality of the included studies was good. Between-study heterogeneity was high due to differences in study population and outcome definition. Conclusion This meta-analysis suggests that the occurrence of pregnancy complications differ according to fetal sex with a higher cardiovascular and metabolic load for the mother in the presence of a male fetus. Funding None.
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Affiliation(s)
- Zoe A Broere-Brown
- Department of Obstetrics and Gynecology, Erasmus Medical Center, Rotterdam, the Netherlands.,Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Maria C Adank
- Department of Obstetrics and Gynecology, Erasmus Medical Center, Rotterdam, the Netherlands.,Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Laura Benschop
- Department of Obstetrics and Gynecology, Erasmus Medical Center, Rotterdam, the Netherlands.,Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Myrte Tielemans
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.,Department Microbiology and Infectious Diseases, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Taulant Muka
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.,Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland
| | - Romy Gonçalves
- Department of Obstetrics and Gynecology, Erasmus Medical Center, Rotterdam, the Netherlands.,Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Wichor M Bramer
- Medical Library, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Josje D Schoufour
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.,Hogeschool van Amsterdam (HvA), Amsterdam, the Netherlands
| | - Trudy Voortman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Eric A P Steegers
- Department of Obstetrics and Gynecology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.,Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland
| | - Sarah Schalekamp-Timmermans
- Department of Obstetrics and Gynecology, Erasmus Medical Center, Rotterdam, the Netherlands. .,Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands.
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Su Y, Xie X, Zhou Y, Lin H, Li Y, Feng N, Luo J. Association of induced abortion with hypertensive disorders of pregnancy risk among nulliparous women in China: a prospective cohort study. Sci Rep 2020; 10:5128. [PMID: 32198426 PMCID: PMC7083929 DOI: 10.1038/s41598-020-61827-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2019] [Accepted: 01/02/2020] [Indexed: 11/23/2022] Open
Abstract
The relationship between induced abortion(IA) and hypertensive disorders of pregnancy(HDP) is inconclusive. Few studies have been conducted in China. In order to clarify the association between previous IA and risk of HDP, including gestational hypertension(GH) and pre-eclampsia(PE), we performed a community-based prospective cohort study enrolling 5191 eligible nulliparous women in selected 2 districts and 11 towns of Liuyang from 2013 to 2015. Multivariable logistic regression was conducted to examine whether IA was associated with HDP, GH and PE. Of the gravidea, 1378(26.5%) had a previous IA and 258(5.0%) diagnosed with HDP, including 141(2.7%) GH and 117(2.3%) PE. The difference in the incidence of GH and PE between gravidae having one versus those with two or more IAs was minimal. After adjustment for maternal age, body mass index at first antenatal visit, education, virus infection and history of medical disorders, previous IA was significantly associated with HDP (OR = 0.67, 95%CI = 0.49 to 0.91) and PE (OR = 0.61, 95%CI = 0.38 to 0.97), but not with GH (OR = 0.73, 95%CI = 0.49 to 1.10). Additional adjustment for occupation, living area, anemia, gestational diabetes mellitus, psychological stress, conception climate and infant sex, multivariable analysis provided similar results. In conclusion, previous IA was associated with a lower risk of PE among nulliparous women.
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Affiliation(s)
- Yinhua Su
- Department of Maternal and Children Health, Xiangya School of Public Health, Central South University, Changsha, China.,Department of Community Nursing, School of Nursing, University of South China, Hengyang, China
| | - Xiaoping Xie
- First Affiliated Hospital of University of South China, Hengyang, China
| | - Yanfang Zhou
- Department of Maternal and Children Health, Xiangya School of Public Health, Central South University, Changsha, China
| | - Hong Lin
- Department of Maternal and Children Health, Xiangya School of Public Health, Central South University, Changsha, China
| | - Yamei Li
- Department of Maternal and Children Health, Xiangya School of Public Health, Central South University, Changsha, China
| | - Na Feng
- Department of Maternal and Children Health, Xiangya School of Public Health, Central South University, Changsha, China
| | - Jiayou Luo
- Department of Maternal and Children Health, Xiangya School of Public Health, Central South University, Changsha, China.
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