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Mihaicuta S, Udrescu L, Militaru A, Nadasan V, Tiotiu A, Bikov A, Ursoniu S, Birza R, Popa AM, Frent S. Multivariate analysis and data mining help predict asthma exacerbations. J Asthma 2024; 61:608-618. [PMID: 38112563 DOI: 10.1080/02770903.2023.2297366] [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: 06/22/2023] [Accepted: 12/16/2023] [Indexed: 12/21/2023]
Abstract
BACKGROUND Work-related asthma has become a highly prevalent occupational lung disorder. OBJECTIVE Our study aims to evaluate occupational exposure as a predictor for asthma exacerbation. METHOD We performed a retrospective evaluation of 584 consecutive patients diagnosed and treated for asthma between October 2017 and December 2019 in four clinics from Western Romania. We evaluated the enrolled patients for their asthma control level by employing the Asthma Control Test (ACT < 20 represents uncontrolled asthma), the medical record of asthma exacerbations, occupational exposure, and lung function (i.e. spirometry). Then, we used statistical and data mining methods to explore the most important predictors for asthma exacerbations. RESULTS We identified essential predictors by calculating the odds ratios (OR) for the exacerbation in a logistic regression model. The average age was 45.42 ± 11.74 years (19-85 years), and 422 (72.26%) participants were females. 42.97% of participants had exacerbations in the past year, and 31.16% had a history of occupational exposure. In a multivariate model analysis adjusted for age and gender, the most important predictors for exacerbation were uncontrolled asthma (OR 4.79, p < .001), occupational exposure (OR 4.65, p < .001), and lung function impairment (FEV1 < 80%) (OR 1.15, p = .011). The ensemble machine learning experiments on combined patient features harnessed by our data mining approach reveal that the best predictor is professional exposure, followed by ACT. CONCLUSIONS Machine learning ensemble methods and statistical analysis concordantly indicate that occupational exposure and ACT < 20 are strong predictors for asthma exacerbation.
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Affiliation(s)
- Stefan Mihaicuta
- Center for Research and Innovation in Precision Medicine of Respiratory Diseases, Department of Pulmonology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania
| | - Lucretia Udrescu
- Department I-Drug Analysis, Faculty of Pharmacy, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania
| | - Adrian Militaru
- Department of Computer and Information Technology, Politehnica University Timisoara, Timisoara, Romania
| | - Valentin Nadasan
- Department of Hygiene, "G.E. Palade" University of Medicine, Pharmacy, Science and Technology of Targu Mures, Targu Mures, Romania
| | - Angelica Tiotiu
- Department of Pulmonology, Nancy University Hospital, Nancy, France
| | - Andras Bikov
- Wythenshawe Hospital, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom
- Division of Infection, Immunity & Respiratory Medicine, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, United Kingdom
| | - Sorin Ursoniu
- Department of Public Health and Health Management, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania
- Center for Translational Research and Systems Medicine, Timisoara, Romania
| | - Romina Birza
- Center for Research and Innovation in Precision Medicine of Respiratory Diseases, Department of Pulmonology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania
| | - Alina Mirela Popa
- Center for Research and Innovation in Precision Medicine of Respiratory Diseases, Department of Pulmonology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania
| | - Stefan Frent
- Center for Research and Innovation in Precision Medicine of Respiratory Diseases, Department of Pulmonology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania
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Liaqat A, Mason M, Foster B, Gregory G, Patel A, Barlas A, Kulkarni S, Basso R, Patak P, Liaqat H, Qureshi M, Shehata A, Awad Y, Ghaly M, Gulzar Q, Doty W. Evidence-Based Approach of Biologic Therapy in Bronchial Asthma. J Clin Med 2023; 12:4321. [PMID: 37445357 DOI: 10.3390/jcm12134321] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 06/10/2023] [Accepted: 06/14/2023] [Indexed: 07/15/2023] Open
Abstract
The emergence of biologic agents in the treatment of bronchial asthma has a wide impact on improving quality of life, reducing morbidity, and overall health care utilization. These therapies usually work by targeting specific inflammatory pathways involving type 2 inflammation and are particularly effective in severe eosinophilic asthma. Various randomized controlled trials have shown their effectiveness by reducing exacerbation rates and decreasing required glucocorticoid dosages. One of the relatively newer agents, tezepelumab, targets thymic stromal lymphoprotein and has proven its efficacy in patients independent of asthma phenotype and serum biomarker levels. This article reviews the pathophysiologic mechanism behind biologic therapy and offers an evidence-based discussion related to the indication, benefits, and adverse effects of such therapies.
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Affiliation(s)
- Adnan Liaqat
- Pulmonary and Critical Care Medicine, McLaren Health/Michigan State University, Flint, MI 48532, USA
| | - Mathew Mason
- Internal Medicine, Baylor College of Medicine, Houston, TX 77030, USA
| | - Brian Foster
- Pulmonary and Critical Care Medicine, Cleveland Clinic Florida, Weston, FL 33321, USA
| | - Grant Gregory
- Internal Medicine, Alabama College of Osteopathic Medicine, Dothan, AL 36303, USA
| | - Avani Patel
- Internal Medicine, Meharry Medical College, Nashville, TN 37208, USA
| | - Aisha Barlas
- Internal Medicine, Mercy Health, Rockford, IL 61114, USA
| | - Sagar Kulkarni
- Pulmonary and Critical Care Medicine, Southeast Health, Dothan, AL 36301, USA
| | - Rafaela Basso
- Pulmonary and Critical Care Medicine, Southeast Health, Dothan, AL 36301, USA
| | - Pooja Patak
- Pulmonary and Critical Care Medicine, University of Missouri, Kansas City, MO 64110, USA
| | - Hamza Liaqat
- Internal Medicine, Wah Medical College, Wah Cantt 47040, Pakistan
| | - Muhammad Qureshi
- Pulmonary and Critical Care Medicine, Southeast Health, Dothan, AL 36301, USA
| | - Abdelrahman Shehata
- Pulmonary and Critical Care Medicine, Southeast Health, Dothan, AL 36301, USA
| | - Yousef Awad
- Pulmonary and Critical Care Medicine, Southeast Health, Dothan, AL 36301, USA
| | - Mina Ghaly
- Pulmonary and Critical Care Medicine, Southeast Health, Dothan, AL 36301, USA
| | - Qamar Gulzar
- Pulmonary and Critical Care Medicine, Southeast Health, Dothan, AL 36301, USA
| | - Walter Doty
- Pulmonary and Critical Care Medicine, Southeast Health, Dothan, AL 36301, USA
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Severe Asthma Remissions Induced by Biologics Targeting IL5/IL5r: Results from a Multicenter Real-Life Study. Int J Mol Sci 2023; 24:ijms24032455. [PMID: 36768778 PMCID: PMC9916787 DOI: 10.3390/ijms24032455] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 01/20/2023] [Accepted: 01/25/2023] [Indexed: 01/28/2023] Open
Abstract
Add-on biological therapy has proven to be effective in many patients with severe eosinophilic asthma. In this observational multicenter retrospective study, we report the results obtained with mepolizumab and benralizumab in severe asthmatics treated for 12 months in a real-life setting. In these patients, peripheral eosinophil levels, pulmonary function trends, exacerbation rates, systemic corticosteroid use, and symptom control were evaluated during the observation period, to understand which patients met all the criteria in order to be considered in disease remission. The percentage of remittent patients was 30.12% in the mepolizumab-treated subgroup, while in the benralizumab-treated subgroup, patients in complete disease remission were 40%, after 12 months. The results of this study confirm the efficacy of anti-IL-5 biologic drugs in the treatment of severe eosinophilic asthma in a real-life setting.
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Fierro V, Piscitelli AL, Battaglia E, Fiocchi A. Doxofylline for Pediatric Asthma Steps 1-4. Pediatric Asthma: New Role for an Old Drug. Front Pediatr 2022; 10:772704. [PMID: 35813377 PMCID: PMC9256910 DOI: 10.3389/fped.2022.772704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Accepted: 03/08/2022] [Indexed: 11/13/2022] Open
Abstract
The panoply of anti-asthma drugs for children between 6 and 18 years is not limited to those reported in the guidelines. In this review, we will re-assess the role of doxofylline, a xanthine characterized by a much higher handling than that of theophylline, as add-on treatment in pediatric asthma grade 1-4. Ten studies evaluated doxofylline in the treatment of asthma of patients non-responsive to the first-line inhaled corticosteroids. Of these, two included children and one was exclusively pediatric. According to their results, doxofylline exerts a powerful bronchodilator and anti-inflammatory activity, which can be exploited when the inhaled oral corticosteroids are not sufficient to get the desired effect of reducing symptoms. Unlike theophylline, doxofylline does not require blood testing. It can be administered together with or as an alternative to a series of other drugs considered in additional therapy.
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Affiliation(s)
- Vincenzo Fierro
- Predictive and Preventive Medicine Research Unit, Multifactorial and Systemic Diseases Research Area, Bambino Gesù Children's Hospital, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Rome, Italy
| | - Anna Lucia Piscitelli
- Predictive and Preventive Medicine Research Unit, Multifactorial and Systemic Diseases Research Area, Bambino Gesù Children's Hospital, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Rome, Italy
| | | | - Alessandro Fiocchi
- Predictive and Preventive Medicine Research Unit, Multifactorial and Systemic Diseases Research Area, Bambino Gesù Children's Hospital, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Rome, Italy
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Li H, Zhang Q, Wang J, Gao S, Li C, Wang J, Zhang S, Lin J. Variability of Type 2 inflammatory markers guiding biologic therapy of severe asthma: A 5-year retrospective study from a single tertiary hospital. World Allergy Organ J 2021; 14:100547. [PMID: 34611471 PMCID: PMC8463912 DOI: 10.1016/j.waojou.2021.100547] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Revised: 04/15/2021] [Accepted: 04/23/2021] [Indexed: 11/26/2022] Open
Abstract
Background Currently, biotherapy is mainly administered to treat patients with severe asthma with the Type 2 (T2) inflammation phenotype. The variability of T2 inflammatory markers remains poorly understood. Objective We aimed to describe the individual distributions of different biomarkers at varying thresholds and their variation patterns in participants with severe asthma. Methods We retrospectively reviewed the data of participants who had completed 2 or more fraction of exhaled nitric oxide (FeNO) and peripheral blood eosinophil counts in our centre within 5 years. The individual distribution of biomarkers (blood or sputum eosinophils, FeNO, and serum total IgE) with repeated measurements at different thresholds was analysed. The varied patterns of biomarkers were analysed by cluster analysis. Results A total of 241 eligible participants were screened. Through long-term longitudinal multiple measurements, we found that approximately 50% of severe asthmatics had blood eosinophil levels fluctuating around the threshold defined by biological agents. FeNO persisted at levels >19.5 ppb or 25 ppb in more than half of patients; about 30% of participants crossed this threshold. In our centre, 47.4% of participants consistently exceeded sputum eosinophils >3%, and 47.4% of patients crossed this threshold. Approximately 66.7% of participants had more than 50% alterations of serum total IgE, and 98.1% of participants continued to have IgE levels greater than 30 IU/mL. We used cluster analysis to classify variability and levels of FeNO and blood eosinophils and identified 4 patient clusters. Cluster 1 can be summarised as T2 severe asthma with low blood eosinophil levels and stability. Cluster 2 can be summarised as asthma with continuous increase and small fluctuations in various T2 inflammatory markers. Cluster 3 can be summarised as a non/low-T2 inflammatory phenotype. Cluster 4 can be summarised as a stable, moderate T2 inflammatory phenotype. Conclusion We identified the distributions and variable patterns of the T2 inflammatory markers currently used to guide asthma biotherapy in clinical practice. The longitudinal comprehensive multiple assessments of T2 inflammatory markers provide support for initiating biologic therapy patients with severe asthma whose biomarker levels vary.
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Affiliation(s)
- Hongwen Li
- Peking University China-Japan Friendship School of Clinical Medicine, Beijing, China.,Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Qing Zhang
- Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, China.,Graduate School of Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jingru Wang
- Peking University China-Japan Friendship School of Clinical Medicine, Beijing, China.,Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Shengnan Gao
- Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, China.,Graduate School of Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Chunxiao Li
- Peking University China-Japan Friendship School of Clinical Medicine, Beijing, China.,Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Jianxin Wang
- Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, China.,Graduate School of Beijing University of Chinese Medicine, Beijing, China
| | - Shuhua Zhang
- Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, China.,Graduate School of Beijing University of Chinese Medicine, Beijing, China
| | - Jiangtao Lin
- Peking University China-Japan Friendship School of Clinical Medicine, Beijing, China.,Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, China
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Venkitakrishnan R, Cleetus M, Augustine J, Ramachandran D, John S, Vijay A, Nirmal AS, Sasi A, Kuriachen E. Acceptance and Results of Therapy with Omalizumab in Real world Kerala setting - Reports from the ARTWORK study, Kerala, South India. J Asthma 2021; 59:1831-1838. [PMID: 34388058 DOI: 10.1080/02770903.2021.1968425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
BACKGROUND Despite the availability of effective medications, only a minority of asthma patients achieve guideline defined asthma control. Treatment success depends on patient concurrence to the prescribed drug and adherence to treatment. It is therefore crucial to identify the patient preferences as well as attitudes towards asthma medications. Omalizumab is recommended as a preferred option in step five of asthma therapy. There have been few studies to address patient perspectives on omalizumab therapy in India. METHODS This was a retrospective study. Patients with inadequate asthma control were considered for the study. Systematic evaluation was done to identify and correct modifiable factors that can worsen asthma control. Patients with persisting poor asthma control who were deemed suitable to receive this agent were evaluated with their attitudes towards acceptance or refusal and the reasons for opting out were noted. The patients who received omalizumab were followed up to determine the results of treatment and duration of adherence to therapy. RESULTS 35 patients out of 51 patients chose to avoid this drug. The reasons for opting out included erroneous perception of optimal asthma control, cost of therapy, and concern about adverse effects. Patients took omalizumab for a median duration of 6 months. Improved asthma control and decreased frequency of exacerbation was noted in all patients which persisted during the six month follow up. CONCLUSIONS Majority of patients needing step five therapy opt out of omalizumab. Cost of drug, duration of therapy and erroneous perception of good asthma control account for refusing treatment. Omalizumab affords excellent clinical benefits to patients who receive it, and the benefits extend beyond the duration of therapy.
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Affiliation(s)
| | - Melcy Cleetus
- Rajagiri Hospital, Pulmonary medicine, Aluva, 683112 India
| | | | | | - Susan John
- Rajagiri Hospital, Clinical Epidemiology, Aluva, 683112 India
| | - Anand Vijay
- Rajagiri Hospital, Pulmonary medicine, Aluva, 683112 India
| | | | - Anju Sasi
- Rajagiri Hospital, Pulmonary medicine, Aluva, 683112 India
| | - Elda Kuriachen
- Rajagiri Hospital, Pulmonary medicine, Aluva, 683112 India
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