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Scott JV, Moutchia J, McClelland RL, Al-Naamani N, Weinberg E, Palevsky HI, Minhas J, Appleby DK, Smith A, Pugliese SC, Ventetuolo CE, Kawut SM. Novel Liver Injury Phenotypes and Outcomes in Clinical Trial Participants with Pulmonary Hypertension. Am J Respir Crit Care Med 2024; 210:1045-1056. [PMID: 38820270 PMCID: PMC11531102 DOI: 10.1164/rccm.202311-2196oc] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 05/29/2024] [Indexed: 06/02/2024] Open
Abstract
Rationale: Pulmonary arterial hypertension (PAH) and chronic thromboembolic pulmonary hypertension (CTEPH) cause right ventricular dysfunction, which can impact other solid organs. However, the profiles and consequences of hepatic injury resulting from PAH and CTEPH have not been well studied. Objectives: We aimed to identify underlying patterns of liver injury in a cohort of patients with PAH and CTEPH enrolled in 15 randomized clinical trials conducted between 1998 and 2014. Methods: We used unsupervised machine learning to identify liver injury clusters in 13 trials and validated the findings in two additional trials. We then determined whether these liver injury clusters were associated with clinical outcomes or treatment effect heterogeneity. Measurements and Main Results: Our training dataset included 4,219 patients and our validation dataset included 1,756 patients with serum total bilirubin, alkaline phosphatase, aspartate aminotransferase, alanine aminotransferase, and albumin data. Using k-means clustering, we identified phenotypes with no liver injury, hepatocellular injury, cholestatic injury, and combined injury patterns. Patients in the cholestatic injury liver cluster had the shortest time to clinical worsening and the highest risk of mortality. The cholestatic injury group also experienced the greatest placebo-corrected treatment effect on 6-minute-walk distance. Randomization to the experimental arm transitioned patients to a healthier liver status. Conclusions: Liver injury was associated with adverse outcomes in patients with PAH and CTEPH. Randomization to active treatment had beneficial effects on liver health compared with placebo. The role of liver disease (often subclinical) in determining outcomes warrants prospective studies.
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Affiliation(s)
- Jacqueline V. Scott
- Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania
| | - Jude Moutchia
- Department of Biostatistics, Epidemiology, and Informatics and
| | - Robin L. McClelland
- Department of Biostatistics, University of Washington, Seattle, Washington; and
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Ethan Weinberg
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Harold I. Palevsky
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Jasleen Minhas
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Dina K. Appleby
- Department of Biostatistics, Epidemiology, and Informatics and
| | - Akaya Smith
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Steven C. Pugliese
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Corey E. Ventetuolo
- Department of Medicine and
- Department of Health Services, Policy and Practice, Brown University, Providence, Rhode Island
| | - Steven M. Kawut
- Department of Biostatistics, Epidemiology, and Informatics and
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
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Weatherald J, Fleming TR, Wilkins MR, Cascino TM, Psotka MA, Zamanian R, Seeger W, Galiè N, Gomberg-Maitland M. Clinical trial design, end-points, and emerging therapies in pulmonary arterial hypertension. Eur Respir J 2024; 64:2401205. [PMID: 39209468 PMCID: PMC11525337 DOI: 10.1183/13993003.01205-2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2024] [Accepted: 06/21/2024] [Indexed: 09/04/2024]
Abstract
Clinical trials in pulmonary arterial hypertension (PAH) have led to the approval of several effective treatments that improve symptoms, exercise capacity and clinical outcomes. In phase 3 clinical trials, primary end-points must reflect how a patient "feels, functions or survives". In a rare disease like PAH, with an ever-growing number of treatment options and numerous candidate therapies being studied, future clinical trials are now faced with challenges related to sample size requirements, efficiency and demonstration of incremental benefit on traditional end-points in patients receiving background therapy with multiple drugs. Novel clinical trial end-points, innovative trial designs and statistical approaches and new technologies may be potential solutions to tackle the challenges facing future PAH trials, but these must be acceptable to patients and regulatory bodies while preserving methodological rigour. In this World Symposium on Pulmonary Hypertension task force article, we address emerging trial end-points and designs, biomarkers and surrogate end-point validation, the concept of disease modification, challenges and opportunities to address diversity and representativeness, and the use of new technologies such as artificial intelligence in PAH clinical trials.
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Affiliation(s)
- Jason Weatherald
- Department of Medicine, Division of Pulmonary Medicine, University of Alberta, Edmonton, AB, Canada
| | - Thomas R Fleming
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Martin R Wilkins
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Thomas M Cascino
- Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Mitchell A Psotka
- Inova Schar Heart and Vascular, Falls Church, VA, USA
- United States Food and Drug Administration, Silver Spring, MD, USA
| | - Roham Zamanian
- Vera Moulton Wall Center for Pulmonary Vascular Disease, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Werner Seeger
- Department of Internal Medicine, Universities of Giessen and Marburg Lung Center (UGMLC), Institute for Lung Health (ILH), Cardio-Pulmonary Institute (CPI), Member of the German Center for Lung Research (DZL), Giessen, Germany
| | - Nazzareno Galiè
- Cardiology Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna and Dipartimento DIMEC, Università di Bologna, Bologna, Italy
| | - Mardi Gomberg-Maitland
- Division of Cardiovascular Medicine, Department of Medicine, George Washington University, School of Medicine, Washington, DC, USA
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Kovacs G, Moutchia J, Zeder K, Maron BA, Al-Naamani N, Ventetuolo C, Olschewski H, Kawut SM. Clinical Response to Pulmonary Arterial Hypertension Treatment Does Not Depend on Pulmonary Arterial Wedge Pressure: A Meta-Analysis Using Individual Participant Data from Randomized Clinical Trials. Am J Respir Crit Care Med 2024; 210:844-847. [PMID: 38980192 DOI: 10.1164/rccm.202403-0612rl] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 07/08/2024] [Indexed: 07/10/2024] Open
Affiliation(s)
- Gabor Kovacs
- Division of Pulmonology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
| | - Jude Moutchia
- Department of Biostatistics, Epidemiology, and Informatics, and
| | - Katarina Zeder
- Division of Pulmonology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
- Division of Cardiovascular Medicine, University of Maryland School of Medicine, Baltimore, Maryland
- University of Maryland Institute for Health Computing, Bethesda, Maryland; and
| | - Bradley A Maron
- Division of Cardiovascular Medicine, University of Maryland School of Medicine, Baltimore, Maryland
- University of Maryland Institute for Health Computing, Bethesda, Maryland; and
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Corey Ventetuolo
- Department of Medicine and Health Services, Policy, and Practice, Brown University, Providence, Rhode Island
| | - Horst Olschewski
- Division of Pulmonology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
| | - Steven M Kawut
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
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Minhas J, Moutchia J, Al-Naamani N, Mazurek JA, Holmes JH, Appleby D, Smith KA, Fritz JS, Pugliese SC, Palevsky HI, Kawut SM. Electrocardiographic Abnormalities and Their Association with Outcomes in Randomized Clinical Trials of Pulmonary Arterial Hypertension. Ann Am Thorac Soc 2024; 21:858-865. [PMID: 38241602 PMCID: PMC11160135 DOI: 10.1513/annalsats.202307-609oc] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 01/18/2024] [Indexed: 01/21/2024] Open
Abstract
Rationale: Pulmonary arterial hypertension (PAH) is a progressive disease with manifestations including right atrial enlargement, right ventricular dysfunction, dilation, and hypertrophy. Electrocardiography (ECG) is a noninvasive, inexpensive test that is routinely performed in clinical settings. Prior studies have described separate abnormal findings in the electrocardiograms of patients with PAH. However, the role of composite ECG findings reflective of right heart disease (RHD) for risk stratification, clinical trial enrichment, and management of patients with PAH has not been explored. Objectives: To describe a pattern of RHD on ECG in patients with PAH and to investigate the association of this pattern with clinical measures of disease severity and outcomes. Methods: We harmonized individual participant data from 18 phase III randomized clinical trials of therapies for PAH (1998-2013) submitted to the U.S. Food and Drug Administration. RHD was defined as the presence of right ventricular hypertrophy, right axis deviation, right atrial enlargement, or right bundle branch block on ECG. Random effects linear regression, multilevel ordinal regression (cumulative link model), and Cox proportional hazards models were used to assess the association of RHD by ECG with 6-minute walk distance (6MWD), World Health Organization (WHO) functional class, and clinical worsening after a priori adjustment for age, sex, body mass index, and PAH etiology. Effect modification of treatment and ECG abnormalities was assessed by including an interaction term. Results: A total of 4,439 patients had baseline ECG, and 68% of patients had evidence of RHD. RHD on ECG was associated with higher pulmonary vascular resistance (P < 0.001) and higher mean pulmonary artery pressures (P < 0.001). Patients with RHD on ECG had 10 meters shorter 6MWD (P = 0.005) and worse WHO functional class (P < 0.001) at baseline. RHD on baseline ECG was associated with increased risk of clinical worsening (hazard ratio, 1.42; 95% confidence interval; 1.21, 1.67; P < 0.001). Patients with RHD had greater treatment effect in terms of 6MWD, WHO functional class, and time to clinical worsening than those without (P for interaction = 0.03, 0.001, and 0.03, respectively). Conclusions: RHD by ECG may be associated with worse outcomes and potentially greater treatment effect. Electrocardiograms could be an inexpensive, widely available noninvasive method to enrich clinical trial populations in PAH.
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Affiliation(s)
| | - Jude Moutchia
- Department of Biostatistics, Epidemiology, and Informatics, and
| | | | - Jeremy A. Mazurek
- Division of Cardiology, University of Pennsylvania, Philadelphia, Pennsylvania
| | - John H. Holmes
- Department of Biostatistics, Epidemiology, and Informatics, and
| | - Dina Appleby
- Department of Biostatistics, Epidemiology, and Informatics, and
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Moutchia J, McClelland RL, Al-Naamani N, Appleby DH, Holmes JH, Minhas J, Mazurek JA, Palevsky HI, Ventetuolo CE, Kawut SM. Pulmonary arterial hypertension treatment: an individual participant data network meta-analysis. Eur Heart J 2024; 45:1937-1952. [PMID: 38416633 PMCID: PMC11143388 DOI: 10.1093/eurheartj/ehae049] [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] [Received: 03/07/2023] [Revised: 11/20/2023] [Accepted: 01/18/2024] [Indexed: 03/01/2024] Open
Abstract
BACKGROUND AND AIMS Effective therapies that target three main signalling pathways are approved to treat pulmonary arterial hypertension (PAH). However, there are few large patient-level studies that compare the effectiveness of these pathways. The aim of this analysis was to compare the effectiveness of the treatment pathways in PAH and to assess treatment heterogeneity. METHODS A network meta-analysis was performed using individual participant data of 6811 PAH patients from 20 Phase III randomized clinical trials of therapy for PAH that were submitted to the US Food and Drug Administration. Individual drugs were grouped by the following treatment pathways: endothelin, nitric oxide, and prostacyclin pathways. RESULTS The mean (±standard deviation) age of the sample was 49.2 (±15.4) years; 78.4% were female, 59.7% had idiopathic PAH, and 36.5% were on background PAH therapy. After covariate adjustment, targeting the endothelin + nitric oxide pathway {β: 43.7 m [95% confidence interval (CI): 32.9, 54.4]}, nitric oxide pathway [β: 29.4 m (95% CI: 22.6, 36.3)], endothelin pathway [β: 25.3 m (95% CI: 19.8, 30.8)], and prostacyclin pathway [oral/inhaled β: 19.1 m (95% CI: 14.2, 24.0), intravenous/subcutaneous β: 24.4 m (95% CI: 15.1, 33.7)] significantly increased 6 min walk distance at 12 or 16 weeks compared with placebo. Treatments also significantly reduced the likelihood of having clinical worsening events. There was significant heterogeneity of treatment effects by age, body mass index, hypertension, diabetes, and coronary artery disease. CONCLUSIONS Drugs targeting the three traditional treatment pathways significantly improve outcomes in PAH, with significant treatment heterogeneity in patients with some comorbidities. Randomized clinical trials are warranted to identify the most effective treatment strategies in a personalized approach.
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Affiliation(s)
- Jude Moutchia
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Robyn L McClelland
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Dina H Appleby
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - John H Holmes
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jasleen Minhas
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jeremy A Mazurek
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Harold I Palevsky
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Corey E Ventetuolo
- Department of Medicine and Health Services, Policy and Practice, Brown University, Providence, RI, USA
| | - Steven M Kawut
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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Singh N, Al-Naamani N, Brown MB, Long GM, Thenappan T, Umar S, Ventetuolo CE, Lahm T. Extrapulmonary manifestations of pulmonary arterial hypertension. Expert Rev Respir Med 2024; 18:189-205. [PMID: 38801029 PMCID: PMC11713041 DOI: 10.1080/17476348.2024.2361037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 05/24/2024] [Indexed: 05/29/2024]
Abstract
INTRODUCTION Extrapulmonary manifestations of pulmonary arterial hypertension (PAH) may play a critical pathobiological role and a deeper understanding will advance insight into mechanisms and novel therapeutic targets. This manuscript reviews our understanding of extrapulmonary manifestations of PAH. AREAS COVERED A group of experts was assembled and a complimentary PubMed search performed (October 2023 - March 2024). Inflammation is observed throughout the central nervous system and attempts at manipulation are an encouraging step toward novel therapeutics. Retinal vascular imaging holds promise as a noninvasive method of detecting early disease and monitoring treatment responses. PAH patients have gut flora alterations and dysbiosis likely plays a role in systemic inflammation. Despite inconsistent observations, the roles of obesity, insulin resistance and dysregulated metabolism may be illuminated by deep phenotyping of body composition. Skeletal muscle dysfunction is perpetuated by metabolic dysfunction, inflammation, and hypoperfusion, but exercise training shows benefit. Renal, hepatic, and bone marrow abnormalities are observed in PAH and may represent both end-organ damage and disease modifiers. EXPERT OPINION Insights into systemic manifestations of PAH will illuminate disease mechanisms and novel therapeutic targets. Additional study is needed to understand whether extrapulmonary manifestations are a cause or effect of PAH and how manipulation may affect outcomes.
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Affiliation(s)
- Navneet Singh
- Department of Medicine, Warren Alpert School of Medicine at Brown University, Providence, RI
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Mary Beth Brown
- Department of Rehabilitation Medicine, University of Washington School of Medicine, Seattle, WA
| | - Gary Marshall Long
- Department of Kinesiology, Health and Sport Sciences, University of Indianapolis, Indianapolis, IN
| | - Thenappan Thenappan
- Section of Advanced Heart Failure and Pulmonary Hypertension, Cardiovascular Division, University of Minnesota, Minneapolis, MN
| | - Soban Umar
- Department of Anesthesiology and Perioperative Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Corey E. Ventetuolo
- Department of Medicine, Warren Alpert School of Medicine at Brown University, Providence, RI
- Department of Health Services, Policy and Practice, Brown University, Providence, RI
| | - Tim Lahm
- Department of Medicine, National Jewish Health, Denver, CO
- Department of Medicine, University of Colorado, Aurora, CO
- Rocky Mountain Regional Veterans Affairs Medical Center, Aurora, CO
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Blette BS, Moutchia J, Al-Naamani N, Ventetuolo CE, Cheng C, Appleby D, Urbanowicz RJ, Fritz J, Mazurek JA, Li F, Kawut SM, Harhay MO. Is low-risk status a surrogate outcome in pulmonary arterial hypertension? An analysis of three randomised trials. THE LANCET. RESPIRATORY MEDICINE 2023; 11:873-882. [PMID: 37230098 PMCID: PMC10592525 DOI: 10.1016/s2213-2600(23)00155-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 04/19/2023] [Accepted: 04/20/2023] [Indexed: 05/27/2023]
Abstract
BACKGROUND Targeting short-term improvements in multicomponent risk scores for mortality in patients with pulmonary arterial hypertension (PAH) could result in improved long-term outcomes. We aimed to determine whether PAH risk scores were adequate surrogates for clinical worsening or mortality outcomes in PAH randomised clinical trials (RCTs). METHODS We performed an individual participant data meta-analysis of RCTs selected from PAH trials provided by the US Food and Drug Administration (FDA). We calculated predicted risk using the COMPERA, COMPERA 2.0, non-invasive FPHR, REVEAL 2.0, and REVEAL Lite 2 risk scores. The primary outcome of interest was time to clinical worsening, a composite endpoint composed of any of the following events: all-cause death, hospitalisation for worsening PAH, lung transplantation, atrial septostomy, discontinuation of study treatment (or study withdrawal) for worsening PAH, initiation of parenteral prostacyclin analogue therapy, or decrease of at least 15% in 6-min walk distance from baseline, combined with either worsening of WHO functional class from baseline or the addition of an approved PAH treatment. The secondary outcome of interest was time to all-cause mortality. We assessed the surrogacy of these risk scores, parameterised as attainment of low-risk status by 16 weeks, for improvement in long-term clinical worsening and survival using mediation and meta-analysis frameworks. FINDINGS Of 28 trials received from the FDA, three RCTs (AMBITION, GRIPHON, and SERAPHIN; n=2508) had the data necessary to assess long-term surrogacy. The mean age was 49 years (SD 16), 1956 (78%) participants were women, 1704 (68%) were classified as White, and 280 (11%) were Hispanic or Latino. 1388 (55%) of 2503 participants with available data had idiopathic PAH and 776 (31%) of 2503 had PAH associated with connective tissue disease. In a mediation analysis, the proportions of treatment effects explained by attainment of low-risk status ranged only from 7% to 13%. In a meta-analysis of trial-regions, the treatment effects on low-risk status were not predictive of the treatment effects on time to clinical worsening (R2 values 0·01-0·19) nor the treatment effects on time to all-cause mortality (R2 values 0-0·2). A leave-one-out analysis suggested that the use of these risk scores as surrogates might lead to biased inferences regarding the effect of therapies on clinical outcomes in PAH RCTs. Results were similar when using absolute risk scores at 16 weeks as the potential surrogates. INTERPRETATION Multicomponent risk scores have utility for the prediction of outcomes in patients with PAH. Clinical surrogacy for long-term outcomes cannot be inferred from observational studies of outcomes. Our analyses of three PAH trials with long-term follow-up suggest that further study is necessary before using these or other scores as surrogate outcomes in PAH RCTs or clinical care. FUNDING Cardiovascular Medical Research and Education Fund, US National Institutes of Health.
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Affiliation(s)
- Bryan S Blette
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Clinical Trials Methods and Outcomes Lab, Palliative and Advanced Illness Research (PAIR) Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jude Moutchia
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Corey E Ventetuolo
- Department of Health Services, Policy and Practice, Brown University, Providence, RI, USA; Division of Pulmonary, Critical Care and Sleep Medicine, Alpert Medical School of Brown University, Providence, RI, USA
| | - Chao Cheng
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
| | - Dina Appleby
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Ryan J Urbanowicz
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jason Fritz
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jeremy A Mazurek
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Fan Li
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
| | - Steven M Kawut
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Michael O Harhay
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Clinical Trials Methods and Outcomes Lab, Palliative and Advanced Illness Research (PAIR) Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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Scott JV, Moutchia J, McClelland RL, Al-Naamani N, Weinberg E, Palevsky HI, Minhas J, Appleby DK, Smith A, Pugliese SC, Ventetuolo CE, Kawut SM. Novel Liver Injury Phenotypes and Outcomes in Pulmonary Arterial Hypertension. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.09.28.23296316. [PMID: 37808731 PMCID: PMC10557839 DOI: 10.1101/2023.09.28.23296316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/10/2023]
Abstract
Background Pulmonary arterial hypertension (PAH) and chronic thromboembolic pulmonary hypertension (CTEPH) are disorders of the pulmonary vasculature that cause right ventricular dysfunction. Systemic consequences of right ventricular dysfunction include damage to other solid organs, such as the liver. However, the profiles and consequences of hepatic injury due to PAH and CTEPH have not been well-studied. Methods We aimed to identify underlying patterns of liver injury in a cohort of PAH and CTEPH patients enrolled in 15 randomized clinical trials conducted between 1998 and 2012. We used unsupervised machine learning to identify liver injury clusters in 13 trials and validated the findings in two additional trials. We then determined whether these liver injury clusters were associated with clinical outcomes or treatment effect heterogeneity. Results Our training dataset included 4,219 patients and our validation dataset included 1,756 patients with complete liver laboratory panels (serum total bilirubin, alkaline phosphatase, aspartate aminotransferase, alanine aminotransferase, and albumin). Using k-means clustering paired with factor analysis, we identified four unique liver phenotypes (no liver injury, hepatocellular injury, cholestatic injury, and combined injury patterns). Patients in the cholestatic injury liver cluster had the shortest time to clinical worsening and highest chance of worsening World Health Organization functional class. Randomization to the experimental arm was associated with a transition to healthier liver clusters compared to randomization to the control arm. The cholestatic injury group experienced the greatest placebo-corrected treatment benefit in terms of six-minute walk distance. Conclusions Liver injury patterns were associated with adverse outcomes in patients with PAH and CTEPH. Randomization to active treatment of pulmonary hypertension in these clinical trials had beneficial effects on liver health compared to placebo. The independent role of liver disease (often subclinical) in determining outcomes warrants prospective studies of the clinical utility of liver phenotyping for PAH prognosis and contribution to clinical disease.
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Humbert M, Sitbon O, Guignabert C, Savale L, Boucly A, Gallant-Dewavrin M, McLaughlin V, Hoeper MM, Weatherald J. Treatment of pulmonary arterial hypertension: recent progress and a look to the future. THE LANCET. RESPIRATORY MEDICINE 2023; 11:804-819. [PMID: 37591298 DOI: 10.1016/s2213-2600(23)00264-3] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 07/03/2023] [Accepted: 07/06/2023] [Indexed: 08/19/2023]
Abstract
Pulmonary arterial hypertension (PAH) is a severe but treatable form of pre-capillary pulmonary hypertension caused by pulmonary vascular remodelling. As a result of basic science discoveries, randomised controlled trials, studies of real-world data, and the development of clinical practice guidelines, considerable progress has been made in the treatment options and outcomes for patients with PAH, underscoring the importance of seamless translation of information from bench to bedside and, ultimately, to patients. However, PAH still carries a high mortality rate, which emphasises the urgent need for transformative innovations in the field. In this Series paper, written by a group of clinicians, researchers, and a patient with PAH, we review therapeutic approaches and treatment options for PAH. We summarise current knowledge of the cellular and molecular mechanisms of PAH, with an emphasis on emerging treatable pathways and optimisation of current management strategies. In considering future directions for the field, our ambition is to identify therapies with the potential to stall or reverse pulmonary vascular remodelling. We highlight novel therapeutic approaches, the important role of patients as partners in research, and innovative approaches to PAH clinical trials.
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Affiliation(s)
- Marc Humbert
- INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Faculté de Médecine, Université Paris-Saclay, Le Kremlin-Bicêtre, France; INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Hôpital Marie Lannelongue, Le Plessis-Robinson, France; Department of Respiratory and Intensive Care Medicine, Assistance Publique Hôpitaux de Paris, Hôpital Bicêtre, ERN-LUNG, Le Kremlin-Bicêtre, France.
| | - Olivier Sitbon
- INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Faculté de Médecine, Université Paris-Saclay, Le Kremlin-Bicêtre, France; INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Hôpital Marie Lannelongue, Le Plessis-Robinson, France; Department of Respiratory and Intensive Care Medicine, Assistance Publique Hôpitaux de Paris, Hôpital Bicêtre, ERN-LUNG, Le Kremlin-Bicêtre, France
| | - Christophe Guignabert
- INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Faculté de Médecine, Université Paris-Saclay, Le Kremlin-Bicêtre, France; INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Hôpital Marie Lannelongue, Le Plessis-Robinson, France; Department of Respiratory and Intensive Care Medicine, Assistance Publique Hôpitaux de Paris, Hôpital Bicêtre, ERN-LUNG, Le Kremlin-Bicêtre, France
| | - Laurent Savale
- INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Faculté de Médecine, Université Paris-Saclay, Le Kremlin-Bicêtre, France; INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Hôpital Marie Lannelongue, Le Plessis-Robinson, France; Department of Respiratory and Intensive Care Medicine, Assistance Publique Hôpitaux de Paris, Hôpital Bicêtre, ERN-LUNG, Le Kremlin-Bicêtre, France
| | - Athénaïs Boucly
- INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Faculté de Médecine, Université Paris-Saclay, Le Kremlin-Bicêtre, France; INSERM UMR_S 999 "Pulmonary Hypertension: Pathophysiology and Novel Therapies", Hôpital Marie Lannelongue, Le Plessis-Robinson, France; Department of Respiratory and Intensive Care Medicine, Assistance Publique Hôpitaux de Paris, Hôpital Bicêtre, ERN-LUNG, Le Kremlin-Bicêtre, France
| | | | - Vallerie McLaughlin
- Department of Internal Medicine, Division of Cardiology, Frankel Cardiovascular Center University of Michigan Medical School, Ann Arbor, MI, USA
| | - Marius M Hoeper
- Department of Respiratory Medicine and Infectious Diseases, Hannover Medical School, Hannover, Germany; Member of the German Center for Lung Research (DZL), Biomedical Research in Endstage and Obstructive Lung Disease Hanover (BREATH), Hannover, Germany
| | - Jason Weatherald
- Department of Medicine, Division of Pulmonary Medicine, University of Alberta, Edmonton, AB, Canada
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10
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Abstract
The current approach for the management of pulmonary arterial hypertension (PAH) relies on data gathered from clinical trials and large registries. However, there is concern that minorities including Black, Indigenous, and People of Color are underrepresented in these trials and registries, making current data not generalizable to these groups of patients. Hence, it is important to discuss the significance of race/ethnicity and socioeconomic factors in patients with PAH. Here, we review the current knowledge on health care disparities in PAH. We also propose future steps in the global task of assuring justice and equality in access to pulmonary hypertension health care.
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Affiliation(s)
- Roberto J Bernardo
- Division of Pulmonary, Critical Care and Sleep Medicine, University of Oklahoma Health Sciences Center, 800 Stanton L. Young Boulevard, Suite 8400, Oklahoma City, OK 73104, USA
| | - Vinicio A de Jesus Perez
- Division of Pulmonary and Critical Care Medicine, Stanford University School of Medicine, 300 Pasteur Drive, Grant S140B, Stanford, CA 94305, USA; Vera Moulton Wall Center for Pulmonary Disease at Stanford University, Stanford, CA, USA.
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11
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Pan HM, McClelland RL, Moutchia J, Appleby DH, Fritz JS, Holmes JH, Minhas J, Palevsky HI, Urbanowicz RJ, Kawut SM, Al-Naamani N. Heterogeneity of treatment effects by risk in pulmonary arterial hypertension. Eur Respir J 2023; 62:2300190. [PMID: 37169384 PMCID: PMC10919241 DOI: 10.1183/13993003.00190-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Accepted: 05/02/2023] [Indexed: 05/13/2023]
Abstract
BACKGROUND It is currently unknown if disease severity modifies response to therapy in pulmonary arterial hypertension (PAH). We aimed to explore if disease severity, as defined by established risk-prediction algorithms, modified response to therapy in randomised clinical trials in PAH. METHODS We performed a meta-analysis using individual participant data from 18 randomised clinical trials of therapy for PAH submitted to the United States Food and Drug Administration to determine if predicted risk of 1-year mortality at randomisation modified the treatment effect on three outcomes: change in 6-min walk distance (6MWD), clinical worsening at 12 weeks and time to clinical worsening. RESULTS Of 6561 patients with a baseline US Registry to Evaluate Early and Long-Term PAH Disease Management (REVEAL 2.0) score, we found that individuals with higher baseline risk had higher probabilities of clinical worsening but no difference in change in 6MWD. We detected a significant interaction of REVEAL 2.0 risk and treatment assignment on change in 6MWD. For every 3-point increase in REVEAL 2.0 score, there was a 12.49 m (95% CI 5.86-19.12 m; p=0.001) greater treatment effect in change in 6MWD. We did not detect a significant risk by treatment interaction on clinical worsening with most of the risk-prediction algorithms. CONCLUSIONS We found that predicted risk of 1-year mortality in PAH modified treatment effect as measured by 6MWD, but not clinical worsening. Our findings highlight the importance of identifying sources of treatment heterogeneity by predicted risk to tailor studies to patients most likely to have the greatest treatment response.
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Affiliation(s)
- Hao-Min Pan
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Robyn L McClelland
- Department of Biostatistics, University of Washington School of Public Health, Seattle, WA, USA
| | - Jude Moutchia
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Dina H Appleby
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Jason S Fritz
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - John H Holmes
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Jasleen Minhas
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Harold I Palevsky
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Ryan J Urbanowicz
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Steven M Kawut
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
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12
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Moutchia J, McClelland RL, Al-Naamani N, Appleby DH, Blank K, Grinnan D, Holmes JH, Mathai SC, Minhas J, Ventetuolo CE, Zamanian RT, Kawut SM. Minimal Clinically Important Difference in the 6-minute-walk Distance for Patients with Pulmonary Arterial Hypertension. Am J Respir Crit Care Med 2023; 207:1070-1079. [PMID: 36629737 PMCID: PMC10112451 DOI: 10.1164/rccm.202208-1547oc] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 01/10/2023] [Indexed: 01/12/2023] Open
Abstract
Rationale: The 6-minute-walk distance (6MWD) is an important clinical and research metric in pulmonary arterial hypertension (PAH); however, there is no consensus about what minimal change in 6MWD is clinically significant. Objectives: We aimed to determine the minimal clinically important difference in the 6MWD. Methods: We performed a meta-analysis using individual participant data from eight randomized clinical trials of therapy for PAH submitted to the U.S. Food and Drug Administration to derive minimal clinically important differences in the 6MWD. The estimates were externally validated using the Pulmonary Hypertension Association Registry. We anchored the change in 6MWD to the change in the Medical Outcomes Survey Short Form physical component score. Measurements and Main Results: The derivation (clinical trial) and validation (Pulmonary Hypertension Association Registry) samples were comprised of 2,404 and 537 adult patients with PAH, respectively. The mean ± standard deviation age of the derivation sample was 50.5 ± 15.2 years, and 1,849 (77%) were female, similar to the validation sample. The minimal clinically important difference in the derivation sample was 33 meters (95% confidence interval, 27-38), which was almost identical to that in the validation sample (36 m [95% confidence interval, 29-43]). The minimal clinically important difference did not differ by age, sex, race, pulmonary hypertension etiology, body mass index, use of background therapy, or World Health Organization functional class. Conclusions: We estimated a 6MWD minimal clinically important difference of approximately 33 meters for adults with PAH. Our findings can be applied to the design of clinical trials of therapies for PAH.
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Affiliation(s)
- Jude Moutchia
- Department of Biostatistics, Epidemiology, and Informatics and
| | - Robyn L. McClelland
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, Washington
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Dina H. Appleby
- Department of Biostatistics, Epidemiology, and Informatics and
| | - Kristina Blank
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, Washington
| | - Dan Grinnan
- Department of Internal Medicine, Virginia Commonwealth University, Richmond, Virginia
| | - John H. Holmes
- Department of Biostatistics, Epidemiology, and Informatics and
| | - Stephen C. Mathai
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - Jasleen Minhas
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Corey E. Ventetuolo
- Departments of Medicine and Health Services, Policy and Practice, Brown University, Providence, Rhode Island; and
| | - Roham T. Zamanian
- Department of Medicine, School of Medicine, Stanford University, Palo Alto, California
| | - Steven M. Kawut
- Department of Biostatistics, Epidemiology, and Informatics and
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
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13
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Deshwal H, Weinstein T, Salyer R, Thompson J, Cefali F, Fenton R, Bondarsky E, Sulica R. Long-term impact of add-on sequential triple combination therapy in pulmonary arterial hypertension: real world experience. Ther Adv Respir Dis 2023; 17:17534666231199693. [PMID: 37795626 PMCID: PMC10557422 DOI: 10.1177/17534666231199693] [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: 03/22/2023] [Accepted: 08/04/2023] [Indexed: 10/06/2023] Open
Abstract
BACKGROUND Sequential triple combination therapy is recommended for pulmonary arterial hypertension (PAH) patients who are not at therapeutic goal on dual therapy, but long-term data on efficacy and safety is scarce. OBJECTIVE To assess the long-term impact of sequential triple combination therapy in patients with PAH who are not at goal on dual combination therapy. STUDY DESIGN AND METHODS We performed a retrospective observational study in a racially/ethnically diverse cohort of consecutive PAH patients on a stable dual therapy regimen who remained in intermediate- or high-risk category and were subsequently initiated on sequential triple combination therapy. We studied interval change in functional, echocardiographic, and hemodynamic parameters, REVEAL 2.0 risk category and ERS/ESC 2022 simplified four-strata risk category. Multivariate logistic regression analysis was performed to identify independent predictors of successful risk reduction (achievement or maintenance of REVEAL 2.0 low-risk category). Kaplan-Meier survival curves were created to assess the effect of risk reduction on survival. RESULTS Out of 414 PAH patients seen in our program, 55 patients received add-on sequential triple combination regimen and had follow-up hemodynamic data. The mean age was 57 years, with 85% women. The most common etiology of PAH was idiopathic/heritable (41.8%). Most patients were WHO functional class III (76.4%), and 34.5% of patients were in high-risk category (REVEAL 2.0). On a median follow-up of 68 weeks, there was a significant improvement in WHO Functional Class (p < 0.001), six-minute walk distance (35 m) with 61.8% of patients achieving low-risk status by REVEAL 2.0, and a 28% of patients' improvement in pulmonary vascular resistance. Female gender was identified as a strong predictor of successful risk reduction, whereas Hispanic ethnicity estimated right atrial pressure on echocardiogram and pericardial effusion predicted lower probability of risk reduction. Patients who achieved or maintained low-risk status had significantly improved survival. CONCLUSION Add-on sequential triple combination therapy significantly increased functional, echocardiographic, and hemodynamic parameters with improvement in risk category and survival.
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Affiliation(s)
- Himanshu Deshwal
- Pulmonary Hypertension Clinic (Pulmonology), Division of Pulmonary, Sleep, and Critical Care Medicine, West Virginia University School of Medicine, 1 Medical Center Drive, Morgantown, WV 26505, USA
| | - Tatiana Weinstein
- Pulmonary Hypertension Program, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, New York University Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Rachel Salyer
- Department of Medicine, West Virginia Clinical and Translational Science Institute, West Virginia University, Morgantown, WV, USA
| | - Jesse Thompson
- Department of Medicine, West Virginia Clinical and Translational Science Institute, West Virginia University, Morgantown, WV, USA
| | - Frank Cefali
- Pulmonary Hypertension Program, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, New York University Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Rebecca Fenton
- Pulmonary Hypertension Program, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, New York University Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Eric Bondarsky
- Pulmonary Hypertension Program, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, New York University Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Roxana Sulica
- Pulmonary Hypertension Program, Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, New York University Grossman School of Medicine, NYU Langone Health, New York, NY, USA
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14
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Pitre T, Su J, Cui S, Scanlan R, Chiang C, Husnudinov R, Khalid MF, Khan N, Leung G, Mikhail D, Saadat P, Shahid S, Mah J, Mielniczuk L, Zeraatkar D, Mehta S. Medications for the treatment of pulmonary arterial hypertension: a systematic review and network meta-analysis. Eur Respir Rev 2022; 31:31/165/220036. [PMID: 35948391 DOI: 10.1183/16000617.0036-2022] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Accepted: 05/30/2022] [Indexed: 11/05/2022] Open
Abstract
BACKGROUND There is no consensus on the most effective treatments of pulmonary arterial hypertension (PAH). Our objective was to compare effects of medications for PAH. METHODS We searched MEDLINE, Embase, the Cochrane Central Register of Controlled Trials and Clinicaltrials.gov from inception to December 2021. We performed a frequentist random-effects network meta-analysis on all included trials. We rated the certainty of the evidence using the Grades of Recommendation, Assessment, Development, and Evaluation approach. RESULTS We included 53 randomised controlled trials with 10 670 patients. Combination therapy with endothelin receptor antagonist (ERA) plus phosphodiesterase-5 inhibitors (PDE5i) reduced clinical worsening (120.7 fewer events per 1000, 95% CI 136.8-93.4 fewer; high certainty) and was superior to either ERA or PDE5i alone, both of which reduced clinical worsening, as did riociguat monotherapy (all high certainty). PDE5i (24.9 fewer deaths per 1000, 95% CI 35.2 fewer to 2.1 more); intravenous/subcutaneous prostanoids (18.3 fewer deaths per 1000, 95% CI 28.6 fewer deaths to 0) and riociguat (29.1 fewer deaths per 1000, 95% CI 38.6 fewer to 8.7 more) probably reduce mortality as compared to placebo (all moderate certainty). Combination therapy with ERA+PDE5i (49.9 m, 95% CI 25.9-73.8 m) and riociguat (49.5 m, 95% CI 17.3-81.7 m) probably increase 6-min walk distance as compared to placebo (moderate certainty). CONCLUSION Current PAH treatments improve clinically important outcomes, although the degree and certainty of benefit vary between treatments.
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Affiliation(s)
- Tyler Pitre
- Division of Internal Medicine, McMaster University, Hamilton, ON, Canada.,Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON, Canada
| | - Johnny Su
- Division of Internal Medicine, McMaster University, Hamilton, ON, Canada.,Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON, Canada
| | - Sonya Cui
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON, Canada
| | - Ryan Scanlan
- Division of Internal Medicine, McMaster University, Hamilton, ON, Canada.,Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON, Canada
| | - Christopher Chiang
- Division of Internal Medicine, McMaster University, Hamilton, ON, Canada.,Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON, Canada
| | - Renata Husnudinov
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON, Canada
| | | | - Nadia Khan
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Gareth Leung
- Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - David Mikhail
- Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Pakeezah Saadat
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| | - Shaneela Shahid
- Health Research Methods Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Jasmine Mah
- Dept of Medicine, Dalhousie University, Halifax, NS, Canada
| | | | - Dena Zeraatkar
- Health Research Methods Evidence and Impact, McMaster University, Hamilton, ON, Canada.,Harvard Medical School, Harvard University, Boston, MA, USA.,D. Zeraatkar and S. Mehta contributed equally to this article as senior authors and supervised the work
| | - Sanjay Mehta
- Southwest Ontario PH Clinic, Division of Respirology, Dept of Medicine, Lawson Health Research Institute, London Health Sciences Centre, Schulich School of Medicine, Western University, London, ON, Canada.,PHA Canada, Vancouver, BC, Canada.,D. Zeraatkar and S. Mehta contributed equally to this article as senior authors and supervised the work
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15
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McCarthy BE, McClelland RL, Appleby DH, Moutchia JS, Minhas JK, Min J, Mazurek JA, Smith KA, Fritz JS, Pugliese SC, Urbanowicz RJ, Holmes JH, Palevsky HI, Kawut SM, Al-Naamani N. BMI and Treatment Response in Patients With Pulmonary Arterial Hypertension: A Meta-analysis. Chest 2022; 162:436-447. [PMID: 35247393 PMCID: PMC9470735 DOI: 10.1016/j.chest.2022.02.041] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 02/17/2022] [Accepted: 02/21/2022] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND Obesity is increasingly prevalent in pulmonary arterial hypertension (PAH) but is associated with improved survival, creating an "obesity paradox" in PAH. It is unknown if the improved outcomes could be attributable to obese patients deriving a greater benefit from PAH therapies. RESEARCH QUESTION Does BMI modify treatment effectiveness in PAH? STUDY DESIGN AND METHODS Using individual participant data, a meta-analysis was conducted of phase III, randomized, placebo-controlled trials of treatments for PAH submitted for approval to the U.S. Food and Drug Administration from 2000 to 2015. Primary outcomes were change in 6-min walk distance (6MWD) and World Health Organization (WHO) functional class. RESULTS A total of 5,440 participants from 17 trials were included. Patients with overweight and obesity had lower baseline 6MWD and were more likely to be WHO functional class III or IV. Treatment was associated with a 27.01-m increase in 6MWD (95% CI, 21.58-32.45; P < .001) and lower odds of worse WHO functional class (OR, 0.58; 95% CI, 0.48-0.70; P < .001). For every 1 kg/m2 increase in BMI, 6MWD was reduced by 0.66 m (P = .07); there was no significant effect modification of treatment response in 6MWD according to BMI (P for interaction = .34). Higher BMI was not associated with odds of WHO functional class at end of follow-up; however, higher BMI attenuated the treatment response such that every 1 kg/m2 increase in BMI increased odds of worse WHO functional class by 3% (OR, 1.03; P for interaction = .06). INTERPRETATION Patients with overweight and obesity had lower baseline 6MWD and worse WHO functional class than patients with normal weight with PAH. Higher BMI did not modify the treatment response for change in 6MWD, but it attenuated the treatment response for WHO functional class. PAH trials should include participants representative of all weight groups to allow for assessment of treatment heterogeneity and mechanisms.
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Affiliation(s)
- Breanne E McCarthy
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Robyn L McClelland
- Department of Biostatistics, University of Washington School of Public Health, Seattle, WA
| | - Dina H Appleby
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Jude S Moutchia
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Jasleen K Minhas
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Jeff Min
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Jeremy A Mazurek
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - K Akaya Smith
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Jason S Fritz
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Steven C Pugliese
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Ryan J Urbanowicz
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - John H Holmes
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Harold I Palevsky
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Steven M Kawut
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA.
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