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Gabbay JM, Fishman MD, Bajaj BVM, Guenther CS, Graham RJ, Perez JM. Efficacy of parenteral bronchodilators on ventilatory outcomes in pediatric critical asthma: a national cohort study. Allergy Asthma Proc 2025; 46:e6-e12. [PMID: 39741368 DOI: 10.2500/aap.2025.46.240099] [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: 01/02/2025]
Abstract
Objective: To evaluate the association of parenteral epinephrine and terbutaline use on ventilatory support in children admitted to the intensive care unit (ICU) with critical asthma in the United States. Methods: Data were obtained from the Pediatric Health Information System data base for children ages 2 to 18 years admitted to the ICU with a diagnosis of asthma exacerbation from January 1, 2016, to December 31, 2023. The primary outcomes included noninvasive ventilation (NIV) and/or invasive mechanical ventilation (IMV) use after receipt of terbutaline and/or epinephrine. Secondary outcomes included serious adverse events from parenteral bronchodilators, including arrhythmias and elevated troponins. Results: Our study population included 53,328 patient encounters. Terbutaline and epinephrine were associated with decreased odds of subsequent NIV (terbutaline: odds ratio [OR] 0.52 [95% confidence interval {CI}, 0.44-0.63], p < 0.001; and epinephrine: OR 0.49 [95% CI, 0.43-0.55], p < 0.001) and subsequent IMV (terbutaline: OR 0.51 [95% CI, 0.42-0.61], p < 0.001; and epinephrine: OR 0.34 [95% CI, 0.29-0.41], p < 0.001). There were no differences in adverse events in the terbutaline group when compared with the epinephrine group for both arrhythmia and elevated troponins (arrhythmia: terbutaline = 1.9%, epinephrine = 1.7%; p = 0.6; and elevated troponins: terbutaline = 0.1%, epinephrine = 0.1%, p > 0.9). Conclusion: Parenteral bronchodilator use was associated with decreased odds of receiving subsequent ventilatory support in critical asthma. There were low rates of arrhythmia and elevated troponin overall. Our findings should inform future clinical trials to evaluate the use of parenteral bronchodilators in critical asthma in the United States.
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Affiliation(s)
- Jonathan M Gabbay
- From the Division of Pediatric Hospital Medicine, Children's Hospital at Montefiore, Albert Einstein College of Medicine, Bronx, New York
| | - Michael D Fishman
- Division of Emergency Medicine, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Benjamin V M Bajaj
- Department of Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts
| | - Cara S Guenther
- Division of Pulmonology, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts; and
| | - Robert J Graham
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Jennifer M Perez
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
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Turcatel G, Xiao Y, Caveney S, Gnacadja G, Kim J, Molfino NA. Predicting Asthma Exacerbations Using Machine Learning Models. Adv Ther 2025; 42:362-374. [PMID: 39556295 PMCID: PMC11782383 DOI: 10.1007/s12325-024-03053-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 10/24/2024] [Indexed: 11/19/2024]
Abstract
INTRODUCTION Although clinical, functional, and biomarker data predict asthma exacerbations, newer approaches providing high accuracy of prognosis are needed for real-world decision-making in asthma. Machine learning (ML) leverages mathematical and statistical methods to detect patterns for future disease events across large datasets from electronic health records (EHR). This study conducted training and fine-tuning of ML algorithms for the real-world prediction of asthma exacerbations in patients with physician-diagnosed asthma. METHODS Adults with ≥ 2 ICD9/10 asthma codes within 1 year and at least 30 days apart were identified from the Optum Panther EHR database between 2016 and 2023. An emergency department (ED), urgent care, or inpatient visit for asthma, while on systemic administration of corticosteroids, was considered an exacerbation. To predict factors associated with exacerbations in a 6-month study period, clinical information from patients was retrieved in the preceding 6-month baseline period. Clinical information included demographics, lab results, diagnoses, medications, immunizations, and allergies. Three models built using Extreme Gradient Boosting (XGBoost), Long Short-Term Memory (LSTM), and Transformers algorithms were trained and tested on independent datasets. Predictions were explained using the SHAP (SHapley Additive exPlanations) library. RESULTS Of 1,331,934 patients with asthma, 16,279 (1.2%) experienced ≥ 1 exacerbation. XGBoost was the best predictive algorithm (area under the curve [AUC] = 0.964). Factors associated with exacerbations included a prior history of exacerbation, prednisone usage, high-dose albuterol usage, and elevated troponin I. Reduced probability of exacerbations was associated with receiving inhaled albuterol, vitamins, aspirin, statins, furosemide, and influenza vaccination. CONCLUSION This ML-based study on asthma in the real world confirmed previously known features associated with increased exacerbation risk for asthma, while uncovering not entirely understood features associated with reduced risk of asthma exacerbations. These findings are hypothesis-generating and should contribute to ongoing discussion of the strengths and limitations of ML and other supervised learning models in patient risk stratification.
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Affiliation(s)
| | - Yi Xiao
- Digital Health and Innovation, Amgen Inc., Thousand Oaks, CA, USA
| | - Scott Caveney
- Global Development, Amgen Inc., One Amgen Center Dr, Thousand Oaks, CA, 91320, USA
| | - Gilles Gnacadja
- Digital Health and Innovation, Amgen Inc., Thousand Oaks, CA, USA
| | - Julie Kim
- Digital Health and Innovation, Amgen Inc., Thousand Oaks, CA, USA
| | - Nestor A Molfino
- Global Development, Amgen Inc., One Amgen Center Dr, Thousand Oaks, CA, 91320, USA.
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Pires KD, Su MK, Chiang W. Minimal effects after a massive intravenous terbutaline overdose in a child. BMJ Case Rep 2024; 17:e259352. [PMID: 39117364 DOI: 10.1136/bcr-2023-259352] [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] [Indexed: 08/10/2024] Open
Abstract
A 22-kg female in early childhood with a history of reactive airway disease presented to a paediatric emergency department with acute shortness of breath, tachypnoea and wheezing. Despite treatment with albuterol and corticosteroids, her bronchospasm persisted, prompting the administration of terbutaline. The patient received 220 mcg (10 mcg/kg) terbutaline intravenously, followed immediately by an inadvertent supratherapeutic intravenous dose of 10 000 mcg (454.5 mcg/kg). The patient's laboratory results obtained minutes after the medication error were notable for: potassium, 3.1 mmol/L, lactate, 2.6 mmol/L and troponin I, 0.30 ng/mL (normal <0.03 ng/mL). Over the next 48 hours, serial serum troponin values decreased. The patient was discharged home approximately 72 hours after the initial presentation and she remained well based on follow-up calls over the next several months. Given the timing and trend of troponin concentrations, we do not believe the terbutaline overdose to be responsible for the myocardial injury.
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Affiliation(s)
- Kyle D Pires
- Division of Medical Toxicology, Ronald O. Perelman Department of Emergency Medicine, New York University Grossman School of Medicine, New York, New York, USA
- New York City Department of Health & Mental Hygiene, New York City Poison Center, New York, New York, USA
| | - Mark K Su
- Division of Medical Toxicology, Ronald O. Perelman Department of Emergency Medicine, New York University Grossman School of Medicine, New York, New York, USA
- New York City Department of Health & Mental Hygiene, New York City Poison Center, New York, New York, USA
| | - William Chiang
- Division of Medical Toxicology, Ronald O. Perelman Department of Emergency Medicine, New York University Grossman School of Medicine, New York, New York, USA
- New York City Department of Health & Mental Hygiene, New York City Poison Center, New York, New York, USA
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Li MY, Peng LM, Chen XP. Pharmacogenomics in drug-induced cardiotoxicity: Current status and the future. Front Cardiovasc Med 2022; 9:966261. [PMID: 36312261 PMCID: PMC9606405 DOI: 10.3389/fcvm.2022.966261] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 09/05/2022] [Indexed: 11/15/2022] Open
Abstract
Drug-induced cardiotoxicity (DICT) is an important concern of drug safety in both drug development and clinical application. The clinical manifestations of DICT include cardiomyopathy, arrhythmia, myocardial ischemia, heart failure, and a series of cardiac structural and functional changes. The occurrence of DICT has negative impacts on the life quality of the patients, brings additional social and economic burden. It is important to identify the potential factors and explore the mechanisms of DICT. Traditional cardiovascular risk factors can only partially explain the risk of DICT. Pharmacogenomic studies show accumulated evidence of genetics in DICT and suggest the potential to guide precision therapy to reduce risk of cardiotoxicity. The comprehensive application of technologies such as third-generation sequencing, human induced pluripotent stem (iPS) cells and genome editing has promoted the in-depth understanding of the functional role of susceptible genes in DICT. This paper reviewed drugs that cause DICT, the clinical manifestations and laboratory tests, as well as the related content of genetic variations associated with the risk of DICT, and further discussed the implication of new technologies in pharmacogenomics of DICT.
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Affiliation(s)
- Mo-Yun Li
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China,Hunan Key Laboratory of Pharmacogenetics, Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Li-Ming Peng
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China,Hunan Key Laboratory of Pharmacogenetics, Institute of Clinical Pharmacology, Central South University, Changsha, China,Department of Cardiology, Xiangya Hospital, Central South University, Changsha, China,*Correspondence: Li-Ming Peng
| | - Xiao-Ping Chen
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China,Hunan Key Laboratory of Pharmacogenetics, Institute of Clinical Pharmacology, Central South University, Changsha, China,National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China,Xiao-Ping Chen
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Colombo M, Plebani A, Bosco A, Agosti M. Severe lactic acidosis and persistent diastolic hypotension following standard dose of intermittent nebulized salbutamol in a child: a case report. J Med Case Rep 2022; 16:160. [PMID: 35449089 PMCID: PMC9026621 DOI: 10.1186/s13256-022-03357-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Accepted: 03/04/2022] [Indexed: 11/20/2022] Open
Abstract
Background Salbutamol is a selective β2-receptor agonist widely used to treat asthma in both emergency and outpatient settings. However, it has been associated with a broad spectrum of side effects. Lactic acidosis and diastolic hypotension are rarely reported together following intermittent salbutamol nebulization in children, even less so at standard therapeutic doses. Case presentation We present the case of a 12-year-old Italian boy, 34 kg body weight, who experienced a serious drug reaction during a moderate asthma exacerbation with associated dehydration (blood urea nitrogen/creatinine 0.25), following intermittent inhaled (0.2 mg at 3-hour intervals—overall 1.4 mg in 24 hours before arrival) and nebulized treatment (3.25 mg at 20-minute intervals in 60 minutes, overall 11.25 mg in our emergency department). The patient developed hyperglycemia (peak concentration 222 mg/dL), hypokalemia (lowest concentration 2.6 mEq/L), electrocardiogram alterations (corrected QT interval 467 ms), long-lasting arterial hypotension despite fluid boluses (lowest value 87/33 mmHg), and elevated blood lactate levels (peak concentration 8.1 mmol/L), following the third nebulized dose. Infections, liver dysfunction, and toxicity following other medications were ruled out. The aforementioned alterations improved within 24 hours after discontinuation of salbutamol. Conclusions We reinforce the message that even the use of intermittent nebulized salbutamol for acute moderate asthma can lead to severe transient complications in children. Then, healthcare providers should pay attention not only in emergency settings, to achieve prompt recognition and proper management of this adverse reaction. Careful reassessment could prevent similar reactions.
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Affiliation(s)
- Marco Colombo
- Pediatric Emergency Department, ASST Sette Laghi, Ospedale F. del Ponte, Varese, Italy.
| | - Anna Plebani
- Pediatric Emergency Department, ASST Sette Laghi, Ospedale F. del Ponte, Varese, Italy
| | - Annalisa Bosco
- Pediatric Emergency Department, ASST Sette Laghi, Ospedale F. del Ponte, Varese, Italy
| | - Massimo Agosti
- Department of Neonatology and Pediatrics, ASST Sette Laghi, Ospedale F. del Ponte, Varese, Italy
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Mladěnka P, Applová L, Patočka J, Costa VM, Remiao F, Pourová J, Mladěnka A, Karlíčková J, Jahodář L, Vopršalová M, Varner KJ, Štěrba M. Comprehensive review of cardiovascular toxicity of drugs and related agents. Med Res Rev 2018; 38:1332-1403. [PMID: 29315692 PMCID: PMC6033155 DOI: 10.1002/med.21476] [Citation(s) in RCA: 155] [Impact Index Per Article: 22.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2017] [Revised: 10/20/2017] [Accepted: 11/16/2017] [Indexed: 12/12/2022]
Abstract
Cardiovascular diseases are a leading cause of morbidity and mortality in most developed countries of the world. Pharmaceuticals, illicit drugs, and toxins can significantly contribute to the overall cardiovascular burden and thus deserve attention. The present article is a systematic overview of drugs that may induce distinct cardiovascular toxicity. The compounds are classified into agents that have significant effects on the heart, blood vessels, or both. The mechanism(s) of toxic action are discussed and treatment modalities are briefly mentioned in relevant cases. Due to the large number of clinically relevant compounds discussed, this article could be of interest to a broad audience including pharmacologists and toxicologists, pharmacists, physicians, and medicinal chemists. Particular emphasis is given to clinically relevant topics including the cardiovascular toxicity of illicit sympathomimetic drugs (e.g., cocaine, amphetamines, cathinones), drugs that prolong the QT interval, antidysrhythmic drugs, digoxin and other cardioactive steroids, beta-blockers, calcium channel blockers, female hormones, nonsteroidal anti-inflammatory, and anticancer compounds encompassing anthracyclines and novel targeted therapy interfering with the HER2 or the vascular endothelial growth factor pathway.
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Affiliation(s)
- Přemysl Mladěnka
- Department of Pharmacology and Toxicology, Faculty of Pharmacy in Hradec KrálovéCharles UniversityHradec KrálovéCzech Republic
| | - Lenka Applová
- Department of Pharmacology and Toxicology, Faculty of Pharmacy in Hradec KrálovéCharles UniversityHradec KrálovéCzech Republic
| | - Jiří Patočka
- Department of Radiology and Toxicology, Faculty of Health and Social StudiesUniversity of South BohemiaČeské BudějoviceCzech Republic
- Biomedical Research CentreUniversity HospitalHradec KraloveCzech Republic
| | - Vera Marisa Costa
- UCIBIO, REQUIMTE, Laboratory of Toxicology, Department of Biological Sciences, Faculty of PharmacyUniversity of PortoPortoPortugal
| | - Fernando Remiao
- UCIBIO, REQUIMTE, Laboratory of Toxicology, Department of Biological Sciences, Faculty of PharmacyUniversity of PortoPortoPortugal
| | - Jana Pourová
- Department of Pharmacology and Toxicology, Faculty of Pharmacy in Hradec KrálovéCharles UniversityHradec KrálovéCzech Republic
| | - Aleš Mladěnka
- Oncogynaecologic Center, Department of Gynecology and ObstetricsUniversity HospitalOstravaCzech Republic
| | - Jana Karlíčková
- Department of Pharmaceutical Botany and Ecology, Faculty of Pharmacy in Hradec KrálovéCharles UniversityHradec KrálovéCzech Republic
| | - Luděk Jahodář
- Department of Pharmaceutical Botany and Ecology, Faculty of Pharmacy in Hradec KrálovéCharles UniversityHradec KrálovéCzech Republic
| | - Marie Vopršalová
- Department of Pharmacology and Toxicology, Faculty of Pharmacy in Hradec KrálovéCharles UniversityHradec KrálovéCzech Republic
| | - Kurt J. Varner
- Department of PharmacologyLouisiana State University Health Sciences CenterNew OrleansLAUSA
| | - Martin Štěrba
- Department of Pharmacology, Faculty of Medicine in Hradec KrálovéCharles UniversityHradec KrálovéCzech Republic
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Opioid Facilitation of β-Adrenergic Blockade: A New Pharmacological Condition? Pharmaceuticals (Basel) 2015; 8:664-74. [PMID: 26426025 PMCID: PMC4695804 DOI: 10.3390/ph8040664] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2015] [Revised: 09/15/2015] [Accepted: 09/17/2015] [Indexed: 01/07/2023] Open
Abstract
Recently, propranolol was suggested to prevent hyperlactatemia in a child with hypovolemic shock through β-adrenergic blockade. Though it is a known inhibitor of glycolysis, propranolol, outside this observation, has never been reported to fully protect against lactate overproduction. On the other hand, literature evidence exists for a cross-talk between β-adrenergic receptors (protein targets of propranolol) and δ-opioid receptor. In this literature context, it is hypothesized here that anti-diarrheic racecadotril (a pro-drug of thiorphan, an inhibitor of enkephalinases), which, in the cited observation, was co-administered with propranolol, might have facilitated the β-blocker-driven inhibition of glycolysis and resulting lactate production. The opioid-facilitated β-adrenergic blockade would be essentially additivity or even synergism putatively existing between antagonism of β-adrenergic receptors and agonism of δ-opioid receptor in lowering cellular cAMP and dependent functions.
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