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1.
iScience ; 25(4): 104143, 2022 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-35402862

RESUMO

Whereas prematurity is a major cause of neonatal mortality, morbidity, and lifelong impairment, the degree of prematurity is usually defined by the gestational age (GA) at delivery rather than by neonatal morbidity. Here we propose a multi-task deep neural network model that simultaneously predicts twelve neonatal morbidities, as the basis for a new data-driven approach to define prematurity. Maternal demographics, medical history, obstetrical complications, and prenatal fetal findings were obtained from linked birth certificates and maternal/infant hospitalization records for 11,594,786 livebirths in California from 1991 to 2012. Overall, our model outperformed traditional models to assess prematurity which are based on GA and/or birthweight (area under the precision-recall curve was 0.326 for our model, 0.229 for GA, and 0.156 for small for GA). These findings highlight the potential of using machine learning techniques to predict multiple prematurity phenotypes and inform clinical decisions to prevent, diagnose and treat neonatal morbidities.

2.
Can J Anaesth ; 69(5): 597-604, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-35102496

RESUMO

PURPOSE: Unfractionated heparin continues to be one of the main agents used for thromboprophylaxis in obstetrics, which can complicate the placement of neuraxial anesthetics. In this study, we explored the relationship between a point-of-care coagulation test (thromboelastometry) and plasma heparin concentrations in vitro. METHODS: We obtained blood from consenting obstetric patients with uncomplicated pregnancies in their third trimester who were not in labour and had a specific hematocrit range. Blood was processed and analyzed. We added increasing amounts of unfractionated heparin to samples from 0 to 0.3 U·mL-1 in 0.05 U·mL-1 increments to simulate increasing doses of unfractionated heparin. We performed INTEM and HEPTEM testing in parallel with activated partial thromboplastin time (aPTT) testing. We created a model of the relationship between heparin concentration and the INTEM/HEPTEM coagulation time (IH CT) ratio using nonlinear regression. A similar model for aPTT was also created. RESULTS: Seventy-seven patients were included in the study. Only one concentration of heparin was added to blood samples of each patient. At a concentration of 0.05 U·mL-1, the IH CT ratio was less than or equal to 1.1 in 9/11 (82%) samples. Activated partial thromboplastin time was not prolonged (> 35 sec) until a concentration of 0.1 U·mL-1 heparin was added. In all samples, the IH CT ratio was prolonged at a concentration ≥ 0.2 U·mL-1 as measured by thromboelastometry; however, at no concentration of heparin was aPTT prolonged in all samples. CONCLUSION: The point-of-care IH CT ratio may be useful in identifying the presence of little to no heparin activity. Further research is needed to determine if this ratio can predict heparin activity in vivo.


RéSUMé: OBJECTIF: L'héparine non fractionnée demeure l'un des principaux agents utilisés pour la thromboprophylaxie en obstétrique, ce qui peut compliquer la mise en place d'anesthésiques neuraxiaux. Dans cette étude, nous avons exploré la relation entre un test de coagulation au chevet de la patiente (thromboélastométrie) et les concentrations plasmatiques d'héparine in vitro. MéTHODE: Nous avons obtenu du sang de patientes obstétricales consentantes ayant des grossesses non compliquées au cours de leur troisième trimestre qui n'étaient pas en travail et dont l'hématocrite était dans une plage spécifique. Le sang a été traité et analysé. Des quantités croissantes d'héparine non fractionnée ont été ajoutées à des échantillons de 0 à 0,3 U·mL−1 en incréments de 0,05 U·mL−1 pour simuler des doses croissantes d'héparine non fractionnée. Des tests INTEM et HEPTEM ont été réalisés en parallèle avec des tests de temps de thromboplastine partielle activée (aPTT). Un modèle de la relation entre la concentration d'héparine et le ratio temps de coagulation INTEM/HEPTEM (IH CT) a été créé en utilisant une régression non linéaire. Un modèle similaire pour l'aPTT a également été créé. RéSULTATS: Soixante-dix-sept patientes ont été incluses dans l'étude. Une seule concentration d'héparine a été ajoutée aux échantillons de sang de chaque patiente. À une concentration de 0,05 U·mL−1, le ratio IH CT était inférieur ou égal à 1,1 dans 9/11 échantillons (82 %). L'aPTT n'a pas été prolongé (> 35 sec) jusqu'à ce qu'une concentration d'héparine de 0,1 U·mL−1 soit ajoutée. Dans tous les échantillons, le ratio IH CT a été prolongé à une concentration ≥ 0,2 U·mL−1 telle que mesurée par thromboélastométrie; cependant, dans tous les échantillons, aucune concentration d'héparine n'a prolongé l'aPTT. CONCLUSION: Le ratio IH CT au chevet de la patiente peut être utile pour identifier la présence d'une activité d'héparine faible ou nulle. D'autres recherches sont nécessaires pour déterminer si ce ratio peut prédire l'activité héparinique in vivo.


Assuntos
Heparina , Tromboembolia Venosa , Anticoagulantes/farmacologia , Coagulação Sanguínea , Testes de Coagulação Sanguínea , Heparina/farmacologia , Humanos
3.
Anesth Analg ; 133(2): 462-473, 2021 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-33830956

RESUMO

BACKGROUND: Early reports associating severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) infection with adverse pregnancy outcomes were biased by including only women with severe disease without controls. The Society for Obstetric Anesthesia and Perinatology (SOAP) coronavirus disease 2019 (COVID-19) registry was created to compare peripartum outcomes and anesthetic utilization in women with and without SARS-CoV-2 infection delivering at institutions with widespread testing. METHODS: Deliveries from 14 US medical centers, from March 19 to May 31, 2020, were included. Peripartum infection was defined as a positive SARS-CoV-2 polymerase chain reaction test within 14 days of delivery. Consecutive SARS-CoV-2-infected patients with randomly selected control patients were sampled (1:2 ratio) with controls delivering during the same day without a positive test. Outcomes were obstetric (eg, delivery mode, hypertensive disorders of pregnancy, and delivery <37 weeks), an adverse neonatal outcome composite measure (primary), and anesthetic utilization (eg, neuraxial labor analgesia and anesthesia). Outcomes were analyzed using generalized estimating equations to account for clustering within centers. Sensitivity analyses compared symptomatic and asymptomatic patients to controls. RESULTS: One thousand four hundred fifty four peripartum women were included: 490 with SARS-CoV-2 infection (176 [35.9%] symptomatic) and 964 were controls. SARS-CoV-2 patients were slightly younger, more likely nonnulliparous, nonwhite, and Hispanic than controls. They were more likely to have diabetes, obesity, or cardiac disease and less likely to have autoimmune disease. After adjustment for confounders, individuals experiencing SARS-CoV-2 infection exhibited an increased risk for delivery <37 weeks of gestation compared to controls, 73 (14.8%) vs 98 (10.2%) (adjusted odds ratio [aOR], 1.47; 95% confidence interval [CI], 1.03-2.09). Effect estimates for other obstetric outcomes and the neonatal composite outcome measure were not meaningfully different between SARS-CoV-2 patients versus controls. In sensitivity analyses, compared to controls, symptomatic SARS-CoV-2 patients exhibited increases in cesarean delivery (aOR, 1.57; 95% CI, 1.09-2.27), postpartum length of stay (aOR, 1.89; 95% CI, 1.18-2.60), and delivery <37 weeks of gestation (aOR, 2.08; 95% CI, 1.29-3.36). These adverse outcomes were not found in asymptomatic women versus controls. SARS-CoV-2 patients (asymptomatic and symptomatic) were less likely to receive neuraxial labor analgesia (aOR, 0.52; 95% CI, 0.35-0.75) and more likely to receive general anesthesia for cesarean delivery (aOR, 3.69; 95% CI, 1.40-9.74) due to maternal respiratory failure. CONCLUSIONS: In this large, multicenter US cohort study of women with and without peripartum SARS-CoV-2 infection, differences in obstetric and neonatal outcomes seem to be mostly driven by symptomatic patients. Lower utilization of neuraxial analgesia in laboring patients with asymptomatic or symptomatic infection compared to patients without infection requires further investigation.


Assuntos
COVID-19/complicações , Parto Obstétrico , Complicações Infecciosas na Gravidez , Nascimento Prematuro/etiologia , Adulto , Analgesia Obstétrica , Anestesia Geral , Anestesia Obstétrica , COVID-19/diagnóstico , Estudos de Casos e Controles , Cesárea , Parto Obstétrico/efeitos adversos , Feminino , Idade Gestacional , Humanos , Recém-Nascido Prematuro , Gravidez , Complicações Infecciosas na Gravidez/diagnóstico , Sistema de Registros , Medição de Risco , Fatores de Risco , Estados Unidos , Adulto Jovem
4.
Am J Obstet Gynecol ; 221(1): 19-29.e3, 2019 07.
Artigo em Inglês | MEDLINE | ID: mdl-30578747

RESUMO

OBJECTIVE: To perform a systematic review of randomized trials comparing oral vs intravenous (IV) iron therapy to treat postpartum anemia. DATA SOURCES: Data sources were as follows: PubMed (1972-2017); Cochrane Central Register of Controlled Trials, CENTRAL (1972-2017); CINAHL (1972-2017); Web of Science; Excerpta Medica Database, and EMBASE (1972-2017). STUDY ELIGIBILITY CRITERIA: We included randomized trials comparing oral vs IV iron monotherapy to treat postpartum anemia (classified as a hemoglobin <12 g/dL). STUDY APPRAISAL AND SYNTHESIS METHODS: Study quality was assessed with the Cochrane risk of bias assessment tool. The primary outcome was hemoglobin concentration at 6 weeks postpartum. Secondary outcomes included hemoglobin concentration at 1-5 weeks postpartum, ferritin concentration at 1-6 weeks postpartum, and maternal adverse outcomes. For meta-analysis, mean differences and odds ratios using a random effects model were calculated. Risk of heterogeneity was reported as I2. RESULTS: A total of 15 randomized trials met our inclusion criteria (n = 1001 and 1 181 women receiving oral iron and IV iron, respectively); 4 studies reported data for our primary outcome. We observed higher postpartum week 6 hemoglobin concentrations in the IV iron group compared to the oral iron group (mean difference, 0.9 g/dL; 95% confidence interval (CI), 0.4-1.3; P = .0003). Compared to oral iron, women receiving IV iron had higher hemoglobin concentrations at postpartum weeks 1, 2, and 3; higher ferritin concentrations at postpartum weeks 1, 2, 4, and 6; an increased likelihood of skin flushing (odds ratio [OR], 6.95; 95% CI, 1.56-31.03; P = .01; I2 = 0%); and a decreased likelihood of constipation (OR, 0.08; 95% CI, 0.03-0.21; P < .00001, I2 = 27%) and dyspepsia (OR, 0.07; 95% confidence interval, 0.01-0.42; P = .004; I2 = 0%). The reported event rate for anaphylaxis among women receiving IV iron was 0.6%. CONCLUSION: In this systematic review, among women with postpartum anemia, hemoglobin concentrations at 6 weeks postpartum were almost 1 g/dL higher in women who received IV iron compared to oral iron. The safety profile of IV iron was also reassuring. Given the weaker hemoglobin response and higher risk of gastrointestinal side effects with oral iron use, our findings suggest that IV iron be considered as a viable treatment option for postpartum iron deficiency anemia.


Assuntos
Anemia Ferropriva/tratamento farmacológico , Hematínicos/administração & dosagem , Ferro/administração & dosagem , Transtornos Puerperais/tratamento farmacológico , Administração Intravenosa , Administração Oral , Anemia Ferropriva/metabolismo , Feminino , Compostos Férricos/administração & dosagem , Compostos Ferrosos/administração & dosagem , Hemoglobinas/metabolismo , Humanos , Gravidez , Transtornos Puerperais/metabolismo , Resultado do Tratamento
6.
Anesth Analg ; 119(5): 1140-7, 2014 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25329026

RESUMO

Postpartum hemorrhage (PPH) is a leading cause of maternal mortality worldwide. Recent advances in the management of severe bleeding for trauma patients may provide insight into PPH management, but must be applied with caution considering the significant differences between trauma and obstetric patients. In this review, we summarized evidence for current management strategies for patients with major obstetric hemorrhage, including (1) rapid laboratory assessment of coagulopathy, (2) early transfusion of plasma and high plasma-to-red blood cell transfusion ratios in massive PPH, and (3) use of tranexamic acid and fibrinogen concentrates in the setting of PPH complicated by coagulopathy.


Assuntos
Hemorragia Pós-Parto/terapia , Adulto , Transtornos da Coagulação Sanguínea/tratamento farmacológico , Transtornos da Coagulação Sanguínea/etiologia , Transfusão de Sangue/métodos , Feminino , Humanos , Hemorragia Pós-Parto/diagnóstico , Hemorragia Pós-Parto/prevenção & controle , Gravidez
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