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Wang L, Wu P, Liu Y, Patel DC, Leonard TB, Zhao H. Clustering-aided prediction of outcomes in patients with idiopathic pulmonary fibrosis. Respir Res 2024; 25:383. [PMID: 39443991 PMCID: PMC11515489 DOI: 10.1186/s12931-024-03015-6] [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: 06/26/2024] [Accepted: 10/15/2024] [Indexed: 10/25/2024] Open
Abstract
BACKGROUND Blood biomarkers predictive of the progression of idiopathic pulmonary fibrosis (IPF) would be of value for research and clinical practice. We used data from the IPF-PRO Registry to investigate whether the addition of "omics" data to risk prediction models based on demographic and clinical characteristics improved prediction of the progression of IPF. METHODS The IPF-PRO Registry enrolled patients with IPF at 46 sites across the US. Patients were followed prospectively. Median follow-up was 27.2 months. Prediction models for disease progression included omics data (proteins and microRNAs [miRNAs]), demographic factors and clinical factors, all assessed at enrollment. Data on proteins and miRNAs were included in the models either as raw values or based on clusters in various combinations. Least absolute shrinkage and selection operator (Lasso) Cox regression was applied for time-to-event composite outcomes and logistic regression with L1 penalty was applied for binary outcomes assessed at 1 year. Model performance was assessed using Harrell's C-index (for time-to-event outcomes) or area under the curve (for binary outcomes). RESULTS Data were analyzed from 231 patients. The models based on demographic and clinical factors, with or without omics data, were the top-performing models for prediction of all the time-to-event outcomes. Relative changes in average C-index after incorporating omics data into models based on demographic and clinical factors ranged from 1.7 to 3.2%. Of the blood biomarkers, surfactant protein-D, serine protease inhibitor A7 and matrix metalloproteinase-9 (MMP-9) were among the top predictors of the outcomes. For the binary outcomes, models based on demographics alone and models based on demographics plus omics data had similar performances. Of the blood biomarkers, CC motif chemokine 11, vascular cell adhesion protein-1, adiponectin, carcinoembryonic antigen and MMP-9 were the most important predictors of the binary outcomes. CONCLUSIONS We identified circulating protein and miRNA biomarkers associated with the progression of IPF. However, the integration of omics data into prediction models that included demographic and clinical factors did not materially improve the performance of the models. TRIAL REGISTRATION ClinicalTrials.gov; No: NCT01915511; registered August 5, 2013; URL: www. CLINICALTRIALS gov .
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Affiliation(s)
- Lijun Wang
- Boehringer Ingelheim Pharmaceuticals, Inc, 900 Ridgebury Road, Ridgefield, CT, 06877, USA.
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA.
| | - Peitao Wu
- Boehringer Ingelheim Pharmaceuticals, Inc, 900 Ridgebury Road, Ridgefield, CT, 06877, USA
| | - Yi Liu
- Boehringer Ingelheim Pharmaceuticals, Inc, 900 Ridgebury Road, Ridgefield, CT, 06877, USA
| | - Divya C Patel
- Boehringer Ingelheim Pharmaceuticals, Inc, 900 Ridgebury Road, Ridgefield, CT, 06877, USA
| | - Thomas B Leonard
- Boehringer Ingelheim Pharmaceuticals, Inc, 900 Ridgebury Road, Ridgefield, CT, 06877, USA
| | - Hongyu Zhao
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
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Lancaster L, Cottin V, Ramaswamy M, Wuyts WA, Jenkins RG, Scholand MB, Kreuter M, Valenzuela C, Ryerson CJ, Goldin J, Kim GHJ, Jurek M, Decaris M, Clark A, Turner S, Barnes CN, Achneck HE, Cosgrove GP, Lefebvre ÉA, Flaherty KR. Bexotegrast in Patients with Idiopathic Pulmonary Fibrosis: The INTEGRIS-IPF Clinical Trial. Am J Respir Crit Care Med 2024; 210:424-434. [PMID: 38843105 PMCID: PMC11351797 DOI: 10.1164/rccm.202403-0636oc] [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: 03/25/2024] [Revised: 06/04/2024] [Indexed: 08/16/2024] Open
Abstract
Rationale: Idiopathic pulmonary fibrosis (IPF) is a rare and progressive disease that causes progressive cough, exertional dyspnea, impaired quality of life, and death. Objectives: Bexotegrast (PLN-74809) is an oral, once-daily, investigational drug in development for the treatment of IPF. Methods: This Phase-2a multicenter, clinical trial randomized participants with IPF to receive, orally and once daily, bexotegrast at 40 mg, 80 mg, 160 mg, or 320 mg, or placebo, with or without background IPF therapy (pirfenidone or nintedanib), in an approximately 3:1 ratio in each bexotegrast dose cohort, for at least 12 weeks. The primary endpoint was incidence of treatment-emergent adverse events (TEAEs). Exploratory efficacy endpoints included change from baseline in FVC, quantitative lung fibrosis (QLF) extent (%), and changes from baseline in fibrosis-related biomarkers. Measurements and Main Results: Bexotegrast was well tolerated, with similar rates of TEAEs in the pooled bexotegrast and placebo groups (62/89 [69.7%] and 21/31 [67.7%], respectively). Diarrhea was the most common TEAE; most participants with diarrhea also received nintedanib. Participants who were treated with bexotegrast experienced a reduction in FVC decline over 12 weeks compared with those who received placebo, with or without background therapy. A dose-dependent antifibrotic effect of bexotegrast was observed with QLF imaging, and a decrease in fibrosis-associated biomarkers was observed with bexotegrast versus placebo. Conclusions: Bexotegrast demonstrated a favorable safety and tolerability profile, up to 12 weeks for the doses studied. Exploratory analyses suggest an antifibrotic effect according to FVC, QLF imaging, and circulating levels of fibrosis biomarkers. Clinical trial registered with www.clinicaltrials.gov (NCT04396756).
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Affiliation(s)
- Lisa Lancaster
- Division of Allergy, Pulmonary, and Critical Care Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Vincent Cottin
- National Reference Centre for Rare Pulmonary Diseases (Orphalung), Louis Pradel Hospital, ERN-LUNG, Lyon, France
- Claude Bernard University Lyon 1, UMR754, INRAE, Lyon, France
| | | | - Wim A. Wuyts
- Department of Pneumology, Unit for Interstitial Lung Diseases, University Hospitals Leuven, Leuven, Belgium
| | - R. Gisli Jenkins
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Mary Beth Scholand
- Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah Health, Salt Lake City, Utah
| | - Michael Kreuter
- Pneumology Department, Mainz Lung Center, Mainz University Medical Center and Marienhaus Clinic Mainz, Mainz, Germany
| | - Claudia Valenzuela
- ILD Unit, Pulmonology Department, Hospital Universitario de la Princesa, Autonoma de Madrid, Madrid, Spain
| | - Christopher J. Ryerson
- Department of Medicine and Centre for Heart Lung Innovation, University of British Columbia, Vancouver, British Columbia, Canada
| | - Jonathan Goldin
- Department of Radiology, University of California, Los Angeles, California
- MedQIA LLC, Los Angeles, California
| | - Grace Hyun J. Kim
- Department of Radiology, University of California, Los Angeles, California
- MedQIA LLC, Los Angeles, California
| | - Marzena Jurek
- Pliant Therapeutics, Inc., South San Francisco, California; and
| | - Martin Decaris
- Pliant Therapeutics, Inc., South San Francisco, California; and
| | - Annie Clark
- Pliant Therapeutics, Inc., South San Francisco, California; and
| | - Scott Turner
- Pliant Therapeutics, Inc., South San Francisco, California; and
| | - Chris N. Barnes
- Pliant Therapeutics, Inc., South San Francisco, California; and
| | | | | | | | - Kevin R. Flaherty
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, Michigan
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Ruaro B, Salotti A, Reccardini N, Kette S, Da Re B, Nicolosi S, Zuccon U, Confalonieri M, Mondini L, Pozzan R, Hughes M, Confalonieri P, Salton F. Functional Progression after Dose Suspension or Discontinuation of Nintedanib in Idiopathic Pulmonary Fibrosis: A Real-Life Multicentre Study. Pharmaceuticals (Basel) 2024; 17:119. [PMID: 38256952 PMCID: PMC10820810 DOI: 10.3390/ph17010119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 01/08/2024] [Accepted: 01/15/2024] [Indexed: 01/24/2024] Open
Abstract
BACKGROUND Idiopathic pulmonary fibrosis (IPF) is a chronic interstitial lung disease with rapidly progressive evolution and an unfavorable outcome. Nintedanib (NTD) is an antifibrotic drug that has been shown to be effective in slowing down the progression of the disease. The aim of our study was to examine the efficacy, especially in terms of the functional decline, and the safety profile of NTD in patients treated with the recommended dose and subjects who reduced or suspended the therapy due to the occurrence of adverse reactions. METHODS We conducted a real-life retrospective study based on the experience of NTD use in two centers between 2015 and 2022. Clinical data were evaluated at baseline, at 6 and 12 months after the NTD introduction in the whole population and in subgroups of patients who continued the full-dose treatment, at a reduced dosage, and at the discontinuation of treatment. The following data were recorded: the demographic features, IPF clinical features, NTD therapeutic dosage, tolerability and adverse events, pulmonary function tests (PFTs), the duration of treatment upon discontinuation, and the causes of interruption. RESULTS There were 54 IPF patients who were included (29.6% females, with a median (IQR) age at baseline of 75 (69.0-79.0) years). Twelve months after the introduction of the NTD therapy, 20 (37%) patients were still taking the full dose, 11 (20.4%) had reduced it to 200 mg daily, and 15 (27.8%) had stopped treatment. Gastrointestinal intolerance predominantly led to the dose reduction (13.0%) and treatment cessation (20.4%). There were two deaths within the initial 6 months (3.7%) and seven (13.0%) within 12 months. Compared to the baseline, the results of the PFTs remained stable at 6 and 12 months for the entire NTD-treated population, except for a significant decline in the DLCO (% predicted value) at both 6 (38.0 ± 17.8 vs. 43.0 ± 26.0; p = 0.041) and 12 months (41.5 ± 15.3 vs. 44.0 ± 26.8; p = 0.048). The patients who continued treatment at the full dose or a reduced dosage showed no significant differences in the FVC and the DLCO at 12 months. Conversely, those discontinuing the NTD exhibited a statistically significant decline in the FVC (% predicted value) at 12 months compared to the baseline (55.0 ± 13.5 vs. 70.0 ± 23.0; p = 0.035). CONCLUSIONS This study highlights the functional decline of the FVC at 12 months after the NTD initiation among patients discontinuing therapy but not among those reducing their dosage.
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Affiliation(s)
- Barbara Ruaro
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Andrea Salotti
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Nicolò Reccardini
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Stefano Kette
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Beatrice Da Re
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Salvatore Nicolosi
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Umberto Zuccon
- Pulmonology Unit, General Hospital “Santa Maria degli Angeli”, 33170 Pordenone, Italy; (U.Z.); (R.P.)
| | - Marco Confalonieri
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Lucrezia Mondini
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Riccardo Pozzan
- Pulmonology Unit, General Hospital “Santa Maria degli Angeli”, 33170 Pordenone, Italy; (U.Z.); (R.P.)
| | - Michael Hughes
- Division of Musculoskeletal and Dermatological Sciences, Faculty of Biology, Medicine and Health, The University of Manchester Salford Royal NHS Foundation Trust, Manchester M6 8HD, UK;
| | - Paola Confalonieri
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
| | - Francesco Salton
- Department of Pulmonology, University Hospital of Cattinara, 34149 Trieste, Italy; (A.S.); (N.R.); (S.K.); (B.D.R.); (S.N.); (L.M.); (P.C.)
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