VERA LUCIA JORNADA KREBS
Projetos de Pesquisa
Unidades Organizacionais
Instituto da Criança, Hospital das Clínicas, Faculdade de Medicina
LIM/36 - Laboratório de Pediatria Clínica, Hospital das Clínicas, Faculdade de Medicina
LIM/36 - Laboratório de Pediatria Clínica, Hospital das Clínicas, Faculdade de Medicina
11 resultados
Resultados de Busca
Agora exibindo 1 - 10 de 11
- Early fluid overload is associated with mortality and prolonged mechanical ventilation in extremely low birth weight infants(2020) MATSUSHITA, Felipe Yu; KREBS, Vera Lucia Jornada; FERRARO, Alexandre Archanjo; CARVALHO, Werther Brunow deRecent studies revealed that fluid overload is associated with higher mortality in critically ill children and adults. This study aimed to evaluate the association between fluid overload in the first 3 days of life and mortality in extremely low birth weight infants. This single-center retrospective cohort study included two hundred nineteen newborns with birth weight less than 1000 g who were admitted to the neonatal intensive care between January 2012 and December 2017. Overall mortality was 32.4%, the median gestational age was 27.3 (26.1-29.4) weeks, and birth weight was 770 (610-900) grams. In the group with severe fluid overload, we found a higher rate of deaths (72.2%); mean airway pressure was significantly higher and with longer invasive mechanical ventilation necessity. Conclusion: Early fluid overload in extremely low birth weight infants is associated with higher mortality rate, higher mean airway pressure in invasive mechanically ventilated patients, and longer mechanical ventilation duration in the first 7 days of life.What is Known:center dot Fluid overload is associated with a higher mortality rate and prolonged mechanical ventilation in children and adults.What is New:center dot Fluid overload in the first 72 h of life in an extremely premature infant is associated with higher mortality rate, higher mean airway pressure in invasive mechanically ventilated patients, and longer mechanical ventilation duration the first 7 days of life.
- Identifying clinical phenotypes in extremely low birth weight infants-an unsupervised machine learning approach(2022) MATSUSHITA, Felipe Yu; KREBS, Vera Lucia Jornada; CARVALHO, Werther Brunow deThere is increasing evidence that patient heterogeneity significantly hinders advancement in clinical trials and individualized care. This study aimed to identify distinct phenotypes in extremely low birth weight infants. We performed an agglomerative hierarchical clustering on principal components. Cluster validation was performed by cluster stability assessment with bootstrapping method. A total of 215 newborns (median gestational age 27 (26-29) weeks) were included in the final analysis. Six clusters with different clinical and laboratory characteristics were identified: the ""Mature"" (Cluster 1; n= 60, 27.9%), the mechanically ventilated with ""adequate ventilation"" (Cluster 2; n=40, 18.6%), the mechanically ventilated with ""poor ventilation"" (Cluster 3; n=39, 18.1%), the ""extremely immature"" (Cluster 4; n= 39, 18.1%%), the neonates requiring ""Intensive Resuscitation"" in the delivery room (Cluster 5; n=20, 9.3%), and the ""Early septic"" group (Cluster 6; n= 17, 7.9%). In-hospital mortality rates were 11.7%, 25%, 56.4%, 61.5%, 45%, and 52.9%, while severe intraventricular hemorrhage rates were 1.7%, 5.3%, 29.7%, 47.2%, 44.4%, and 28.6% in clusters 1, 2, 3, 4, 5, and 6, respectively (p<0.001). Conclusion: Our cluster analysis in extremely preterm infants was able to characterize six distinct phenotypes. Future research should explore how better phenotypic characterization of neonates might improve care and prognosis.
- Neonatal Hypotension: What Is the Efficacy of Each Anti-Hypotensive Intervention? A Systematic Review(2019) MATSUSHITA, F.Y.; KREBS, V.L.J.; CARVALHO, W.B. dePurpose of review: There is no consensus in the treatment of hemodynamic instability in the preterm newborn. Blood pressure is one of the few measurable objective parameters for hemodynamic evaluation in this population. However, little is known about the efficacy of anti-hypotensive treatments in newborns. The objective of this review is to identify and analyze the efficacy of a given anti-hypotensive intervention in improving the hypotensive preterm newborn. Recent findings: With the increase in survival of the preterm newborns, there was an augmentation in the interest for the treatment of hypotension in this population. However, as there are doubts regarding the efficacy in anti-hypotensive treatment, new drugs are being used to reverse the hypotensive state in preterm infants: epinephrine, norepinephrine, vasopressin, and steroids. Summary: We have identified that classically used medications in the treatment of hypotension have little evidence of efficacy in rescuing the preterm infant from the hypotensive state. New therapies are emerging with potential benefits, especially in refractory hypotension such as epinephrine and norepinephrine, but more prospective studies are needed. Literature review should be careful, considering the definition used for hypotension, the time of onset, the intravascular volume status of each patient, and if the drug was used as a first or second line of treatment. © 2019, Springer Nature Switzerland AG.
- Artificial intelligence and machine learning in pediatrics and neonatology healthcare(2022) MATSUSHITA, Felipe Yu; KREBS, Vera Lucia Jornada; CARVALHO, Werther Brunow de
- Association between ventilatory settings and pneumothorax in extremely preterm neonates(2021) MATSUSHITA, Felipe Y.; KREBS, Vera L. J.; CARVALHO, Werther B. deOBJECTIVES: Pneumothorax is a catastrophic event associated with high morbidity and mortality, and it is relatively common in neonates. This study aimed to investigate the association between ventilatory parameters and the risk of developing pneumothorax in extremely low birth weight neonates. METHODS: This single-center retrospective cohort study analyzed 257 extremely low birth weight neonates admitted to a neonatal intensive care unit between January 2012 and December 2017. A comparison was carried out to evaluate the highest value of positive end-expiratory pressure (PEEP), peak inspiratory pressure (PIP), and driving pressure (DP) in the first 7 days of life between neonates who developed pneumothorax and those who did not. The primary outcome was pneumothorax with chest drainage necessity in the first 7 days of life. A matched control group was created in order to adjust for cofounders associated with pneumothorax (CRIB II score, birth weight, and gestational age). RESULTS: There was no statistically significant difference in PEEP, PIP, and DP values in the first 7 days of life between extremely low birth weight neonates who had pneumothorax with chest drainage necessity and those who did not have pneumothorax, even after adjusting for potential cofounders. CONCLUSIONS: Pressure-related ventilatory settings in mechanically ventilated extremely low birth weight neonates are not associated with a higher risk of pneumothorax in the first 7 days of life.
- Gray zone: mortality profile of newborns at the limit of viability(2019) CARVALHO, Werther Brunow de; MATSUSHITA, Felipe Yu; KREBS, Vera Lucia Jornada
- Association between Serum Lactate and Morbidity and Mortality in Neonates: A Systematic Review and Meta-Analysis(2023) MATSUSHITA, Felipe Yu; KREBS, Vera Lucia Jornada; CARVALHO, Werther Brunow DeObjective: Lactate is a marker of hypoperfusion in critically ill patients. Whether lactate is useful for identifying and stratifying neonates with a higher risk of adverse outcomes remains unknown. This study aimed to investigate the association between lactate and morbidity and mortality in neonates. Methods: A meta-analysis was performed to determine the association between blood lactate levels and outcomes in neonates. Ovid MEDLINE, EMBASE, Cochrane Library, and ClinicalTrials.gov were searched from inception to 1 May 2021. A total of 49 observational studies and 14 data accuracy test studies were included. The risk of bias was assessed using the Newcastle-Ottawa Scale for observational studies and the QUADAS-2 tool for data accuracy test studies. The primary outcome was mortality, while the secondary outcomes included acute kidney injury, necessity for renal replacement therapy, neurological outcomes, respiratory morbidities, hemodynamic instability, and retinopathy of prematurity. Results: Of the 3184 articles screened, 63 studies fulfilled all eligibility criteria, comprising 46,069 neonates. Higher lactate levels are associated with mortality (standard mean difference, -1.09 [95% CI, -1.46 to -0.73]). Using the estimated sensitivity (0.769) and specificity (0.791) and assuming a prevalence of 15% for adverse outcomes (median of prevalence among studies) in a hypothetical cohort of 10,000 neonates, assessing the lactate level alone would miss 346 (3.46%) cases (false negative) and wrongly diagnose 1776 (17.76%) cases (false positive). Conclusions: Higher lactate levels are associated with a greater risk of mortality and morbidities in neonates. However, our results do not support the use of lactate as a screening test to identify adverse outcomes in newborns. Research efforts should focus on analyzing serial lactate measurements, rather than a single measurement.
- Association between fluid overload and mortality in newborns: a systematic review and meta-analysis(2022) MATSUSHITA, Felipe Yu; KREBS, Vera Lucia Jornada; CARVALHO, Werther Brunow deFluid overload (FO) is associated with higher rates of mortality and morbidity in pediatric and adult populations. The aim of this systematic review and meta-analysis was to investigate the association between FO and mortality in critically ill neonates. Systematic search of Ovid MEDLINE, EMBASE, Cochrane Library, trial registries, and gray literature from inception to January 2021. We included all studies that examined neonates admitted to neonatal intensive care units and described FO and outcomes of interest. We identified 17 observational studies with a total of 4772 critically ill neonates who met the inclusion criteria. FO was associated with higher mortality (OR, 4.95 [95% CI, 2.26-10.87]), and survivors had a lower percentage of FO compared with nonsurvivors (WMD, - 4.33 [95% CI, - 8.34 to - 0.32]). Neonates who did not develop acute kidney injury (AKI) had lower FO compared with AKI patients (WMD, - 2.29 [95% CI, - 4.47 to - 0.10]). Neonates who did not require mechanical ventilation on postnatal day 7 had lower fluid balance (WMD, - 1.54 [95% CI, - 2.21 to - 0.88]). FO is associated with higher mortality, AKI, and need for mechanical ventilation in critically ill neonates in the intensive care unit. Strict control of fluid balance to prevent FO is essential.
- Reassessing the role of milrinone in the treatment of heart failure and pulmonary hypertension in neonates and children: a systematic review and meta-analysis(2024) MATSUSHITA, Felipe Yu; KREBS, Vera Lucia Jornada; CAMPOS, Carolina Vieira de; GAIOLLA, Paula Vieira de Vincenzi; CARVALHO, Werther Brunow deTo evaluate milrinone's impact on pediatric cardiac function, focusing on its specific role as an inotrope and lusitrope, while considering its systemic and pulmonary vasodilatory effects. Search of PubMed, EMBASE, and the Cochrane Library up to August 2023. We included all studies that evaluated milrinone in children under 18 years old in neonatal, pediatric, or cardiac intensive care units. We excluded case reports, studies that did not provide tabular information on milrinone's outcomes, and studies focused on non-intensive care populations. We extracted data on the research design, objectives, study sample, and results of each study, including the impact of milrinone and any associated factors. We screened a total of 9423 abstracts and 41 studies were ultimately included. Milrinone significantly improved left ventricular ejection fraction (WMD 3.41 [95% CI 0.61 - 6.21]), left ventricle shortening fraction (WMD 4.25 [95% CI 3.43 - 5.08]), cardiac index (WMD 0.50 [95% CI 0.32 to 0.68]), left ventricle output (WMD 55.81 [95% CI 4.91 to 106.72]), serum lactate (WMD -0.59 [95% CI -1.15 to -0.02]), and stroke volume index (WMD 2.95 [95% CI 0.09 - 5.82]). However, milrinone was not associated with improvements in ventricular myocardial performance index (WMD -0.01 [95% CI -0.06 to 0.04]) and ventricular longitudinal strain (WMD -2.14 [95% CI -4.56 to 0.28]). Furthermore, milrinone was not associated with isovolumetric relaxation time reduction (WMD -8.87 [95% CI -21.40 to 3.66]).Conclusion: Our meta-analysis suggests potential clinical benefits of milrinone by improving cardiac function, likely driven by its systemic vasodilatory effects. However, questions arise about its inotropic influence and the presence of a lusitropic effect. Moreover, milrinone's pulmonary vasodilatory effect appears relatively weaker compared to its systemic actions. Further research is needed to elucidate milrinone's precise mechanisms and refine its clinical applications in pediatric practice.What is Known:center dot Milrinone is a phosphodiesterase III inhibitor that has been used to treat a variety of pediatric and neonatal conditions.center dot Milrinone is believed to exert its therapeutic effects by enhancing cardiac contractility and promoting vascular relaxation.What is New:center dot Milrinone may not have a significant inotropic effect.center dot Milrinone's pulmonary vasodilatory effect is less robust than its systemic vasodilatory effect.
- Complete blood count and C-reactive protein to predict positive blood culture among neonates using machine learning algorithms(2023) MATSUSHITA, Felipe Yu; KREBS, Vera Lucia Jornada; CARVALHO, Werther Brunow dePurpose: The authors aimed to develop a Machine-Learning (ML) algorithm that can predict positive blood culture in the neonatal intensive care unit, using complete blood count and C-reactive protein values.Methods: The study was based on patients' electronic health records at a tertiary neonatal intensive care unit in Sao Paulo, Brazil. All blood cultures that had paired complete blood count and C-reactive protein measurements taken at the same time were included. To evaluate the machine learning model's performance, the authors used accuracy, Area Under the Receiver Operating Characteristics (AUROC), recall, precision, and F1-score.Results: The dataset included 1181 blood cultures with paired complete blood count plus c-reactive protein and 1911 blood cultures with paired complete blood count only. The f1-score ranged from 0.14 to 0.43, recall ranged from 0.08 to 0.59, precision ranged from 0.29 to 1.00, and accuracy ranged from 0.688 to 0.864.Conclusion: Complete blood count parameters and C-reactive protein levels cannot be used in ML models to pre-dict bacteremia in newborns.