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Seliniotaki AK, Lithoxopoulou M, Virgiliou C, Gika H, Dokoumetzidis A, Bougioukas KI, Raikos N, Diamanti E, Ziakas N, Haidich AB, Mataftsi A. Efficacy and Safety of Mydriatic Microdrops for Retinopathy of Prematurity Screening: The MyMiROPS Randomized Clinical Trial. JAMA Ophthalmol 2025; 143:110-116. [PMID: 39724200 PMCID: PMC11843355 DOI: 10.1001/jamaophthalmol.2024.5462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Accepted: 10/21/2024] [Indexed: 12/28/2024]
Abstract
Importance Commercial mydriatics administered in preterm infants during retinopathy of prematurity (ROP) screening have been associated with various cardiorespiratory and gastrointestinal adverse events. Objective To examine whether microdrops of a combined mixture of 1.67% phenylephrine and 0.33% tropicamide are noninferior to standard drops regarding mydriatic efficacy at 45, 90, and 120 minutes. The occurrence of systemic adverse events and systemic absorption of phenylephrine eyedrops were additional secondary outcomes. Design, Setting, and Participants This randomized clinical trial with a double-masked, noninferiority, crossover design included infants undergoing ROP screening at a tertiary center in Northern Greece from September 2021 to January 2023. Eligible participants were infants with gestational age below 32 weeks and/or birthweight under 1501 g, or infants beyond these thresholds referred by an attending neonatologist due to comorbidities. Interventions Either microdrops or standard drops of the diluted mixture were administered at a random allocation sequence with a 1-week washout period. Main outcomes and measures The horizontal pupil diameter at 45, 90, and 120 minutes was measured using a customized ruler in 0.5-mm increments. Mixed-effects linear regression models were developed, and the confidence interval (CI) approach was used for assessing noninferiority. The predefined noninferiority margin was -0.4 mm. Heart rate; oxygen saturation; blood pressure measurements at 45, 90, and 120 minutes; 24-hour hypertensive episodes; and 48-hour systemic adverse events were assessed. Phenylephrine concentration in peripheral blood within 3 hours postinstillation was measured using hydrophilic liquid chromatography-tandem mass spectrometry. Pooled pharmacokinetic parameters were calculated based on a developed mathematical model. Results A total of 83 infants were randomized (mean [SD] gestational age, 29.7 [2.0] weeks; mean [SD] birth weight, 1277 [374] g). Microdrops proved to be superior regarding mydriatic efficacy at 45 minutes (mean difference, 0.12; Bonferroni-corrected 95% CI, 0.01 to 0.23; P = .008) and noninferior at 90 minutes (Bonferroni-corrected 95% CI, -0.10 to 0.17) and 120 minutes (Bonferroni-corrected 95% CI, -0.18 to 0.14). Lower levels of oxygen saturation at 45 minutes (mean difference, 0.66; 95% CI, 0.09 to 1.24; P = .03) and 90 minutes (mean difference, 0.58; 95% CI, 0.03 to 1.14; P = .04) and higher percentage of 24-hour hypertensive episodes (median [IQR] percentage of hypertensive episodes: microdrops, 0.10% [0.02%-0.19%] vs standard drops, 0.14% [0.06%-0.40%]; P = .01) were observed after standard drops. A 1-compartment model with first-order absorption best described the pharmacokinetic data. Conclusion and Relevance To our knowledge, this is the first study establishing noninferiority of microdrops compared with standard drops of a diluted mydriatic mixture, showing reduced systemic adverse events after microdrops and determining the pharmacokinetic profile of phenylephrine eyedrops in preterm infants. Trial Registration ClinicalTrials.gov Identifier: NCT05043077.
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Affiliation(s)
- Aikaterini K. Seliniotaki
- Second Department of Ophthalmology, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Papageorgiou General Hospital, Thessaloniki, Greece
- Department of Hygiene, Social-Preventive Medicine & Medical Statistics, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Maria Lithoxopoulou
- Second Department of Neonatology and NICU, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Papageorgiou General Hospital, Thessaloniki, Greece
| | - Christina Virgiliou
- Department of Chemistry, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Helen Gika
- School of Medicine, Laboratory of Forensic Medicine and Toxicology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | | | - Konstantinos I. Bougioukas
- Department of Hygiene, Social-Preventive Medicine & Medical Statistics, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Nikolaos Raikos
- School of Medicine, Laboratory of Forensic Medicine and Toxicology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Elisavet Diamanti
- Second Department of Neonatology and NICU, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Papageorgiou General Hospital, Thessaloniki, Greece
| | - Nikolaos Ziakas
- Second Department of Ophthalmology, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Papageorgiou General Hospital, Thessaloniki, Greece
| | - Anna-Bettina Haidich
- Department of Hygiene, Social-Preventive Medicine & Medical Statistics, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Asimina Mataftsi
- Second Department of Ophthalmology, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Papageorgiou General Hospital, Thessaloniki, Greece
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Martinez S, Chen Z, Di Fiore JM, Nguyen C, Minich NM, Hibbs AM. Neonatal intermittent hypoxemia events are associated with later systemic hypertension. Pediatr Res 2025:10.1038/s41390-025-03881-w. [PMID: 39885241 DOI: 10.1038/s41390-025-03881-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 12/09/2024] [Accepted: 01/05/2025] [Indexed: 02/01/2025]
Abstract
BACKGROUND Approximately 5% of very premature infants delivered at less than 30 weeks' gestation have systemic hypertension. In adult human and animal models, intermittent hypoxemia events are associated with systemic hypertension. In neonates, intermittent hypoxemia events are associated with adverse outcomes, but it is unknown if they are a risk factor for hypertension. We hypothesize that early intermittent hypoxemia events in very preterm neonates are associated with systemic hypertension at 34-36 weeks' postmenstrual age. METHODS Secondary analysis of a single-center cohort study of 164 infants, <31 weeks' gestational age. Intermittent hypoxemia events were continuously recorded during the first 21 days of age. RESULTS There was a significant association between the number of intermittent hypoxemia events (per 100) and systemic hypertension (OR (95% CI) = 1.08 (1.01-1.15)), and both the number of intermittent hypoxemia events (per 100 β (95% CI) = 0.22 (0.10-0.34)) and percent of time with hypoxemia (β (95% CI) = 0.10 (0.01-0.19)) and systolic blood pressure at 34-36 weeks' postmenstrual age. CONCLUSION This study demonstrated a higher incidence of early intermittent hypoxemia events in preterm infants with hypertension. Decreasing intermittent hypoxemia during this critical period may reduce incidence of later vascular stress in this population. IMPACT Intermittent hypoxemia events are very common in premature infants and increased frequency of intermittent hypoxemia events is associated with morbidity. Intermittent hypoxemia events in adult human as well as adult and neonatal animal models are associated with systemic hypertension. This study demonstrated an association between early intermittent hypoxemia events and systemic hypertension in very preterm neonates, adding to the body of literature of possible morbidities caused by intermittent hypoxemia events. This study addresses the common, though under-recognized, issue of neonatal hypertension, and suggests increased intermittent hypoxemia events may be contributory.
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Affiliation(s)
- Stephanie Martinez
- Division of Neonatology, University Hospitals of Cleveland, Rainbow Babies & Children's Hospital, Cleveland, OH, USA.
- Division of Neonatology, Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA.
| | - Zhengyi Chen
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Juliann M Di Fiore
- Division of Neonatology, University Hospitals of Cleveland, Rainbow Babies & Children's Hospital, Cleveland, OH, USA
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA
| | - Christina Nguyen
- Division of Neonatology, University Hospitals of Cleveland, Rainbow Babies & Children's Hospital, Cleveland, OH, USA
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA
| | - Nori M Minich
- Division of Neonatology, University Hospitals of Cleveland, Rainbow Babies & Children's Hospital, Cleveland, OH, USA
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA
| | - Anna Maria Hibbs
- Division of Neonatology, University Hospitals of Cleveland, Rainbow Babies & Children's Hospital, Cleveland, OH, USA
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA
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Ding S, Ye J, Hu X, Zou N. Distilling the knowledge from large-language model for health event prediction. Sci Rep 2024; 14:30675. [PMID: 39730390 DOI: 10.1038/s41598-024-75331-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 10/04/2024] [Indexed: 12/29/2024] Open
Abstract
Health event prediction is empowered by the rapid and wide application of electronic health records (EHR). In the Intensive Care Unit (ICU), precisely predicting the health related events in advance is essential for providing treatment and intervention to improve the patients outcomes. EHR is a kind of multi-modal data containing clinical text, time series, structured data, etc. Most health event prediction works focus on a single modality, e.g., text or tabular EHR. How to effectively learn from the multi-modal EHR for health event prediction remains a challenge. Inspired by the strong capability in text processing of large language model (LLM), we propose the framework CKLE for health event prediction by distilling the knowledge from LLM and learning from multi-modal EHR. There are two challenges of applying LLM in the health event prediction, the first one is most LLM can only handle text data rather than other modalities, e.g., structured data. The second challenge is the privacy issue of health applications requires the LLM to be locally deployed, which may be limited by the computational resource. CKLE solves the challenges of LLM scalability and portability in the healthcare domain by distilling the cross-modality knowledge from LLM into the health event predictive model. To fully take advantage of the strong power of LLM, the raw clinical text is refined and augmented with prompt learning. The embedding of clinical text are generated by LLM. To effectively distill the knowledge of LLM into the predictive model, we design a cross-modality knowledge distillation (KD) method. A specially designed training objective will be used for the KD process with the consideration of multiple modality and patient similarity. The KD loss function consists of two parts. The first one is cross-modality contrastive loss function, which models the correlation of different modalities from the same patient. The second one is patient similarity learning loss function to model the correlations between similar patients. The cross-modality knowledge distillation can distill the rich information in clinical text and the knowledge of LLM into the predictive model on structured EHR data. To demonstrate the effectiveness of CKLE, we evaluate CKLE on two health event prediction tasks in the field of cardiology, heart failure prediction and hypertension prediction. We select the 7125 patients from MIMIC-III dataset and split them into train/validation/test sets. We can achieve a maximum 4.48% improvement in accuracy compared to state-of-the-art predictive model designed for health event prediction. The results demonstrate CKLE can surpass the baseline prediction models significantly on both normal and limited label settings. We also conduct the case study on cardiology disease analysis in the heart failure and hypertension prediction. Through the feature importance calculation, we analyse the salient features related to the cardiology disease which corresponds to the medical domain knowledge. The superior performance and interpretability of CKLE pave a promising way to leverage the power and knowledge of LLM in the health event prediction in real-world clinical settings.
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Affiliation(s)
- Sirui Ding
- Department of Computer Science and Engineering, Texas A&M University, College Station, TX, USA
| | | | - Xia Hu
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Na Zou
- Department of Industrial Engineering, University of Houston, Houston, TX, USA.
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Avesani M, Calcaterra G, Sabatino J, Pelaia G, Cattapan I, Barillà F, Martino F, Pedrinelli R, Bassareo PP, Di Salvo G. Pediatric Hypertension: A Condition That Matters. CHILDREN (BASEL, SWITZERLAND) 2024; 11:518. [PMID: 38790513 PMCID: PMC11120267 DOI: 10.3390/children11050518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Revised: 04/15/2024] [Accepted: 04/23/2024] [Indexed: 05/26/2024]
Abstract
Systemic hypertension has been considered mainly as an adult health issue for a long time, but it is now being increasingly acknowledged as a significant problem also among pediatric patients. The frequency of pediatric hypertension has grown mostly because of increases in childhood obesity and sedentary lifestyles, but secondary forms of hypertension play a role as well. Considering that unaddressed hypertension during childhood can result in enduring cardiovascular complications, timely identification and intervention are essential. Strategies for addressing this disease encompass not only lifestyle adjustments, but also the use of medications when needed. Lifestyle modifications entail encouraging a nutritious diet, consistent physical activity, and the maintenance of a healthy weight. Moreover, educating both children and their caregivers about monitoring blood pressure at home can aid in long-term management. Thus, the aim of this review is to discuss the etiologies, classification, and principles of the treatment of hypertension in pediatric patients.
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Affiliation(s)
- Martina Avesani
- Division of Pediatric Cardiology, Department for Women’s and Children’s Health, University of Padua, 35128 Padua, Italy; (M.A.); (I.C.)
| | | | - Jolanda Sabatino
- Department of Experimental and Clinical Medicine, Magna Graecia University of Catanzaro, 88100 Catanzaro, Italy; (J.S.); (G.P.)
| | - Giulia Pelaia
- Department of Experimental and Clinical Medicine, Magna Graecia University of Catanzaro, 88100 Catanzaro, Italy; (J.S.); (G.P.)
| | - Irene Cattapan
- Division of Pediatric Cardiology, Department for Women’s and Children’s Health, University of Padua, 35128 Padua, Italy; (M.A.); (I.C.)
| | - Francesco Barillà
- Department of Systems Medicine, Tor Vergata University, 00133 Rome, Italy;
| | - Francesco Martino
- Department of Internal Medicine, Anaesthesiology, and Cardiovascular Sciences, Sapienza University, 00185 Rome, Italy;
| | - Roberto Pedrinelli
- Department of Surgical, Medical and Molecular Pathology and Critical Care Medicine, University of Pisa, 56126 Pisa, Italy;
| | - Pier Paolo Bassareo
- School of Medicine, University College of Dublin, Mater Misericordiae University Hospital, D07 KH4C Dublin, Ireland;
| | - Giovanni Di Salvo
- Division of Pediatric Cardiology, Department for Women’s and Children’s Health, University of Padua, 35128 Padua, Italy; (M.A.); (I.C.)
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Gaffar S, Ramanathan R, Easterlin MC. Common Clinical Scenarios of Systemic Hypertension in the NICU. Neoreviews 2024; 25:e36-e49. [PMID: 38161177 DOI: 10.1542/neo.25-1-e36] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2024]
Abstract
Hypertension affects ∼1% to 3% of newborns in the NICU. However, the identification and management of hypertension can be challenging because of the lack of data-driven diagnostic criteria and management guidelines. In this review, we summarize the most recent approaches to diagnosis, evaluation, and treatment of hypertension in neonates and infants. We also identify common clinical conditions in neonates in whom hypertension occurs, such as renal vascular and parenchymal disease, bronchopulmonary dysplasia, and cardiac conditions, and address specific considerations for the evaluation and treatment of hypertension in those conditions. Finally, we discuss the importance of ongoing monitoring and long-term follow-up of infants diagnosed with hypertension.
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Affiliation(s)
- Sheema Gaffar
- Division of Neonatology, Department of Pediatrics, Los Angeles General Medical Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
- Division of Neonatology, Fetal and Neonatal Institute, Children's Hospital Los Angeles, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Rangasamy Ramanathan
- Division of Neonatology, Department of Pediatrics, Los Angeles General Medical Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Molly Crimmins Easterlin
- Division of Neonatology, Fetal and Neonatal Institute, Children's Hospital Los Angeles, Keck School of Medicine, University of Southern California, Los Angeles, CA
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Giammattei VC, Weaver DJ, South AM. Management of acute severe hypertension in youth: from the philosophical to the practical. Curr Opin Pediatr 2023; 35:251-258. [PMID: 36437756 PMCID: PMC9992153 DOI: 10.1097/mop.0000000000001209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
PURPOSE OF REVIEW Acute severe hypertension remains an uncommon but important source of morbidity and mortality in youth. However, there has been very little progress made in our understanding of how to best manage youth with acute severe hypertension to improve patient outcomes. RECENT FINDINGS Our understanding of what is acute severe hypertension is undergoing a philosophical change. Management of patients with acute severe hypertension is evolving towards more of a risk and outcomes-based approach. SUMMARY We should be intentional when we consider whether a patient has acute severe hypertension and if they are truly at an increased risk for life-threatening target organ injury. We should consider their specific risk factors to best interpret the risks and benefits of how best to treat a patient with acute severe hypertension, rather than relying on traditional approaches and conventional wisdom. We should always ask 'why' when we are pursuing a given management course. Future studies should clearly define the research questions they are investigating to best advance the field to ultimately improve patient outcomes.
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Affiliation(s)
| | - Donald J. Weaver
- Division of Nephrology and Hypertension, Department of Pediatrics, Atrium Health Levine Children's, Charlotte, NC, USA
| | - Andrew M. South
- Section of Nephrology, Department of Pediatrics, Brenner Children’s, Wake Forest University School of Medicine, Winston Salem, NC, USA
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest University School of Medicine, Winston Salem, NC, USA
- Cardiovascular Sciences Center, Wake Forest University School of Medicine, Winston Salem, NC, USA
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Cho MH. Hypertension in adulthood is programmed during the perinatal period. Clin Exp Pediatr 2022; 65:494-495. [PMID: 35996798 PMCID: PMC9561185 DOI: 10.3345/cep.2022.00829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Accepted: 07/28/2022] [Indexed: 12/02/2022] Open
Affiliation(s)
- Min Hyun Cho
- Department of Pediatrics, Kyungpook National University Hospital, School of Medicine, Kyungpook National University, Daegu, Korea
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