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Non-invasive Maternal Hemodynamic Assessment to Classify High-Risk Pregnancies Complicated by Fetal Growth Restriction
OBJECTIVES: To verify whether the use of the temporal criterion of 32 weeks’ gestation is effective in identifying maternal hemodynamic differences between early- and late-onset fetal growth restriction (FGR), and to test the statistical performance of a classificatory algorithm for FGR. MATERIALS A...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10012115/ https://www.ncbi.nlm.nih.gov/pubmed/36992751 http://dx.doi.org/10.3389/fcdhc.2022.851971 |
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author | Ornaghi, Sara Caricati, Andrea Di Martino, Daniela Denis Mossa, Martina Di Nicola, Sara Invernizzi, Francesca Zullino, Sara Clemenza, Sara Barbati, Valentina Tinè, Gabriele Mecacci, Federico Ferrazzi, Enrico Vergani, Patrizia |
author_facet | Ornaghi, Sara Caricati, Andrea Di Martino, Daniela Denis Mossa, Martina Di Nicola, Sara Invernizzi, Francesca Zullino, Sara Clemenza, Sara Barbati, Valentina Tinè, Gabriele Mecacci, Federico Ferrazzi, Enrico Vergani, Patrizia |
author_sort | Ornaghi, Sara |
collection | PubMed |
description | OBJECTIVES: To verify whether the use of the temporal criterion of 32 weeks’ gestation is effective in identifying maternal hemodynamic differences between early- and late-onset fetal growth restriction (FGR), and to test the statistical performance of a classificatory algorithm for FGR. MATERIALS AND METHODS: A prospective multicenter study conducted at three centers over 17 months. Singleton pregnant women with a diagnosis of FGR based on the international Delphi survey consensus at ≥ 20 weeks of gestation were included. FGR was classified as early-onset if diagnosed <32 weeks’ gestation and as late-onset if ≥32 weeks. Hemodynamic assessment was performed by USCOM-1A at the time of FGR diagnosis. Comparisons between early- and late-onset FGR among the entire study cohort, FGR associated with hypertensive disorders of pregnancy (HDP-FGR), and isolated FGR (i-FGR) were performed. In addition, HDP-FGR cases were compared to i-FGR, regardless of the temporal cut-off of 32 weeks’ gestation. Finally, a classificatory analysis based on the Random Forest model was performed to identify significant variables with the ability to differentiate FGR phenotypes. RESULTS: During the study period, 146 pregnant women fulfilled the inclusion criteria. In 44 cases, FGR was not confirmed at birth, thus limiting the final study population to 102 patients. In 49 (48.1%) women, FGR was associated to HDP. Fifty-nine (57.8%) cases were classified as early-onset. Comparison of the maternal hemodynamics between early- and late-onset FGR did not show any difference. Similarly, non-significant findings were observed in sensitivity analyses performed for HDP-FGR and for i-FGR. In turn, comparison between pregnant women with FGR and hypertension and women with i-FGR, independently of the gestational age at FGR diagnosis, revealed substantial differences, with the former showing higher vascular peripheral resistances and lower cardiac output, among other significant parameters. The classificatory analysis identified both phenotypic and hemodynamic variables as relevant in distinguishing HDP-FGR from i-FGR (p=0.009). CONCLUSIONS: Our data show that HDP, rather than gestational age at FGR diagnosis, allows to appreciate specific maternal hemodynamic patterns and to accurately distinguish two different FGR phenotypes. In addition, maternal hemodynamics, alongside phenotypic characteristics, play a central role in classifying these high-risk pregnancies. |
format | Online Article Text |
id | pubmed-10012115 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100121152023-03-28 Non-invasive Maternal Hemodynamic Assessment to Classify High-Risk Pregnancies Complicated by Fetal Growth Restriction Ornaghi, Sara Caricati, Andrea Di Martino, Daniela Denis Mossa, Martina Di Nicola, Sara Invernizzi, Francesca Zullino, Sara Clemenza, Sara Barbati, Valentina Tinè, Gabriele Mecacci, Federico Ferrazzi, Enrico Vergani, Patrizia Front Clin Diabetes Healthc Clinical Diabetes and Healthcare OBJECTIVES: To verify whether the use of the temporal criterion of 32 weeks’ gestation is effective in identifying maternal hemodynamic differences between early- and late-onset fetal growth restriction (FGR), and to test the statistical performance of a classificatory algorithm for FGR. MATERIALS AND METHODS: A prospective multicenter study conducted at three centers over 17 months. Singleton pregnant women with a diagnosis of FGR based on the international Delphi survey consensus at ≥ 20 weeks of gestation were included. FGR was classified as early-onset if diagnosed <32 weeks’ gestation and as late-onset if ≥32 weeks. Hemodynamic assessment was performed by USCOM-1A at the time of FGR diagnosis. Comparisons between early- and late-onset FGR among the entire study cohort, FGR associated with hypertensive disorders of pregnancy (HDP-FGR), and isolated FGR (i-FGR) were performed. In addition, HDP-FGR cases were compared to i-FGR, regardless of the temporal cut-off of 32 weeks’ gestation. Finally, a classificatory analysis based on the Random Forest model was performed to identify significant variables with the ability to differentiate FGR phenotypes. RESULTS: During the study period, 146 pregnant women fulfilled the inclusion criteria. In 44 cases, FGR was not confirmed at birth, thus limiting the final study population to 102 patients. In 49 (48.1%) women, FGR was associated to HDP. Fifty-nine (57.8%) cases were classified as early-onset. Comparison of the maternal hemodynamics between early- and late-onset FGR did not show any difference. Similarly, non-significant findings were observed in sensitivity analyses performed for HDP-FGR and for i-FGR. In turn, comparison between pregnant women with FGR and hypertension and women with i-FGR, independently of the gestational age at FGR diagnosis, revealed substantial differences, with the former showing higher vascular peripheral resistances and lower cardiac output, among other significant parameters. The classificatory analysis identified both phenotypic and hemodynamic variables as relevant in distinguishing HDP-FGR from i-FGR (p=0.009). CONCLUSIONS: Our data show that HDP, rather than gestational age at FGR diagnosis, allows to appreciate specific maternal hemodynamic patterns and to accurately distinguish two different FGR phenotypes. In addition, maternal hemodynamics, alongside phenotypic characteristics, play a central role in classifying these high-risk pregnancies. Frontiers Media S.A. 2022-05-04 /pmc/articles/PMC10012115/ /pubmed/36992751 http://dx.doi.org/10.3389/fcdhc.2022.851971 Text en Copyright © 2022 Ornaghi, Caricati, Di Martino, Mossa, Di Nicola, Invernizzi, Zullino, Clemenza, Barbati, Tinè, Mecacci, Ferrazzi and Vergani https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Clinical Diabetes and Healthcare Ornaghi, Sara Caricati, Andrea Di Martino, Daniela Denis Mossa, Martina Di Nicola, Sara Invernizzi, Francesca Zullino, Sara Clemenza, Sara Barbati, Valentina Tinè, Gabriele Mecacci, Federico Ferrazzi, Enrico Vergani, Patrizia Non-invasive Maternal Hemodynamic Assessment to Classify High-Risk Pregnancies Complicated by Fetal Growth Restriction |
title | Non-invasive Maternal Hemodynamic Assessment to Classify High-Risk Pregnancies Complicated by Fetal Growth Restriction |
title_full | Non-invasive Maternal Hemodynamic Assessment to Classify High-Risk Pregnancies Complicated by Fetal Growth Restriction |
title_fullStr | Non-invasive Maternal Hemodynamic Assessment to Classify High-Risk Pregnancies Complicated by Fetal Growth Restriction |
title_full_unstemmed | Non-invasive Maternal Hemodynamic Assessment to Classify High-Risk Pregnancies Complicated by Fetal Growth Restriction |
title_short | Non-invasive Maternal Hemodynamic Assessment to Classify High-Risk Pregnancies Complicated by Fetal Growth Restriction |
title_sort | non-invasive maternal hemodynamic assessment to classify high-risk pregnancies complicated by fetal growth restriction |
topic | Clinical Diabetes and Healthcare |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10012115/ https://www.ncbi.nlm.nih.gov/pubmed/36992751 http://dx.doi.org/10.3389/fcdhc.2022.851971 |
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