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Forbes LM, Bauer N, Bhadra A, Bogaard HJ, Choudhary G, Goss KN, Gräf S, Heresi GA, Hopper RK, Jose A, Kim Y, Klouda T, Lahm T, Lawrie A, Leary PJ, Leopold JA, Oliveira SD, Prisco SZ, Rafikov R, Rhodes CJ, Stewart DJ, Vanderpool RR, Yuan K, Zimmer A, Hemnes AR, de Jesus Perez VA, Wilkins MR. Precision Medicine for Pulmonary Vascular Disease: The Future Is Now (2023 Grover Conference Series). Pulm Circ 2025; 15:e70027. [PMID: 39749110 PMCID: PMC11693987 DOI: 10.1002/pul2.70027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2024] [Revised: 11/25/2024] [Accepted: 12/02/2024] [Indexed: 01/04/2025] Open
Abstract
Pulmonary vascular disease is not a single condition; rather it can accompany a variety of pathologies that impact the pulmonary vasculature. Applying precision medicine strategies to better phenotype, diagnose, monitor, and treat pulmonary vascular disease is increasingly possible with the growing accessibility of powerful clinical and research tools. Nevertheless, challenges exist in implementing these tools to optimal effect. The 2023 Grover Conference Series reviewed the research landscape to summarize the current state of the art and provide a better understanding of the application of precision medicine to managing pulmonary vascular disease. In particular, the following aspects were discussed: (1) Clinical phenotypes, (2) genetics, (3) epigenetics, (4) biomarker discovery, (5) application of precision biology to clinical trials, (6) the right ventricle (RV), and (7) integrating precision medicine to clinical care. The present review summarizes the content of these discussions and the prospects for the future.
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Affiliation(s)
- Lindsay M. Forbes
- Division of Pulmonary Sciences and Critical Care MedicineUniversity of ColoradoAuroraColoradoUSA
| | - Natalie Bauer
- Department of PharmacologyCollege of Medicine, University of South AlabamaMobileAlabamaUSA
- Department of Physiology and Cell BiologyUniversity of South AlabamaMobileAlabamaUSA
| | - Aritra Bhadra
- Department of PharmacologyCollege of Medicine, University of South AlabamaMobileAlabamaUSA
- Center for Lung BiologyCollege of Medicine, University of South AlabamaMobileAlabamaUSA
| | - Harm J. Bogaard
- Department of Pulmonary MedicineAmsterdam UMCAmsterdamNetherlands
| | - Gaurav Choudhary
- Division of CardiologyWarren Alpert Medical School of Brown UniversityProvidenceRhode IslandUSA
- Lifespan Cardiovascular InstituteRhode Island and Miriam HospitalsProvidenceRhode IslandUSA
- Department of CardiologyProvidence VA Medical CenterProvidenceRhode IslandUSA
| | - Kara N. Goss
- Department of Medicine and PediatricsUniversity of Texas Southwestern Medical CenterDallasTexasUSA
| | - Stefan Gräf
- Division of Computational Genomics and Genomic Medicine, Department of MedicineUniversity of Cambridge, Victor Phillip Dahdaleh Heart & Lung Research InstituteCambridgeUK
| | | | - Rachel K. Hopper
- Department of PediatricsStanford University School of MedicinePalo AltoCaliforniaUSA
| | - Arun Jose
- Division of Pulmonary, Critical Care, and Sleep MedicineUniversity of CincinnatiCincinnatiOhioUSA
| | - Yunhye Kim
- Division of Pulmonary MedicineBoston Children's HospitalBostonMAUSA
| | - Timothy Klouda
- Division of Pulmonary MedicineBoston Children's HospitalBostonMAUSA
| | - Tim Lahm
- Division of Pulmonary Sciences and Critical Care MedicineUniversity of ColoradoAuroraColoradoUSA
- Division of Pulmonary, Critical Care, and Sleep MedicineNational Jewish HealthDenverColoradoUSA
- Pulmonary and Critical Care SectionRocky Mountain Regional VA Medical CenterDenverColoradoUSA
| | - Allan Lawrie
- National Heart and Lung InstituteImperial College LondonLondonUK
| | - Peter J. Leary
- Departments of Medicine and EpidemiologyUniversity of WashingtonSeattleWashingtonUSA
| | - Jane A. Leopold
- Division of Cardiovascular MedicineBrigham and Women's Hospital, Harvard Medical SchoolBostonMassachusettsUSA
| | - Suellen D. Oliveira
- Department of Anesthesiology, Department of Physiology and BiophysicsUniversity of Illinois at ChicagoChicagoIllinoisUSA
| | - Sasha Z. Prisco
- Division of CardiovascularLillehei Heart Institute, University of MinnesotaMinneapolisMinnesotaUSA
| | - Ruslan Rafikov
- Department of MedicineIndiana UniversityIndianapolisIndianaUSA
| | | | - Duncan J. Stewart
- Ottawa Hospital Research InstituteFaculty of MedicineUniversity of OttawaOttawaOntarioCanada
| | | | - Ke Yuan
- Division of Pulmonary MedicineBoston Children's HospitalBostonMAUSA
| | - Alexsandra Zimmer
- Department of MedicineBrown UniversityProvidenceRhode IslandUSA
- Lifespan Cardiovascular InstituteRhode Island HospitalProvidenceRhode IslandUSA
| | - Anna R. Hemnes
- Division of Allergy, Pulmonary and Critical Care MedicineVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Vinicio A. de Jesus Perez
- Division of Pulmonary and Critical Care MedicineStanford University Medical CenterStanfordCaliforniaUSA
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Colebank MJ, Chesler NC. Efficient uncertainty quantification in a spatially multiscale model of pulmonary arterial and venous hemodynamics. Biomech Model Mechanobiol 2024; 23:1909-1931. [PMID: 39073691 PMCID: PMC11554845 DOI: 10.1007/s10237-024-01875-x] [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: 02/13/2024] [Accepted: 07/11/2024] [Indexed: 07/30/2024]
Abstract
Pulmonary hypertension (PH) is a debilitating disease that alters the structure and function of both the proximal and distal pulmonary vasculature. This alters pressure-flow relationships in the pulmonary arterial and venous trees, though there is a critical knowledge gap in the relationships between proximal and distal hemodynamics in disease. Multiscale computational models enable simulations in both the proximal and distal vasculature. However, model inputs and measured data are inherently uncertain, requiring a full analysis of the sensitivity and uncertainty of the model. Thus, this study quantifies model sensitivity and output uncertainty in a spatially multiscale, pulse-wave propagation model of pulmonary hemodynamics. The model includes fifteen proximal arteries and twelve proximal veins, connected by a two-sided, structured tree model of the distal vasculature. We use polynomial chaos expansions to expedite sensitivity and uncertainty quantification analyses and provide results for both the proximal and distal vasculature. We quantify uncertainty in blood pressure, blood flow rate, wave intensity, wall shear stress, and cyclic stretch. The latter two are important stimuli for endothelial cell mechanotransduction. We conclude that, while nearly all the parameters in our system have some influence on model predictions, the parameters describing the density of the microvascular beds have the largest effects on all simulated quantities in both the proximal and distal arterial and venous circulations.
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Affiliation(s)
- M J Colebank
- Department of Biomedical Engineering, Edwards Lifesciences Foundation Cardiovascular Innovation and Research Center, University of California, Irvine, CA, USA.
| | - N C Chesler
- Department of Biomedical Engineering, Edwards Lifesciences Foundation Cardiovascular Innovation and Research Center, University of California, Irvine, CA, USA
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3
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Brownstein AJ, Mura M, Ruffenach G, Channick RN, Saggar R, Kim A, Umar S, Eghbali M, Yang X, Hong J. Dissecting the lung transcriptome of pulmonary fibrosis-associated pulmonary hypertension. Am J Physiol Lung Cell Mol Physiol 2024; 327:L520-L534. [PMID: 39137526 PMCID: PMC11482468 DOI: 10.1152/ajplung.00166.2024] [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: 05/20/2024] [Revised: 07/15/2024] [Accepted: 08/09/2024] [Indexed: 08/15/2024] Open
Abstract
Integrative multiomics can help elucidate the pathophysiology of pulmonary fibrosis (PF)-associated pulmonary hypertension (PH) (PF-PH). Weighted gene coexpression network analysis (WGCNA) was performed on a transcriptomic dataset of explanted lung tissue from 116 patients with PF. Patients were stratified by pulmonary vascular resistance (PVR), and differential gene expression analysis was conducted. Gene modules were correlated with hemodynamics at the time of transplantation and tested for enrichment in the lung transcriptomics signature of an independent pulmonary arterial hypertension (PAH) cohort. We found 1,250 differentially expressed genes between high and low PVR groups. WGCNA identified that black and yellowgreen modules negatively correlated with PVR, whereas the tan and darkgrey modules are positively correlated with PVR in PF-PH. In addition, the tan module showed the strongest enrichment for an independent PAH gene signature, suggesting shared gene expression patterns between PAH and PF-PH. Pharmacotranscriptomic analysis using the Connectivity Map implicated the tan and darkgrey modules as potentially pathogenic in PF-PH, given their combined module signature demonstrated a high negative connectivity score for treprostinil, a medication used in the treatment of PF-PH, and a high positive connectivity score for bone morphogenetic protein (BMP) loss of function. Pathway enrichment analysis revealed that inflammatory pathways and oxidative phosphorylation were downregulated, whereas epithelial-mesenchymal transition was upregulated in modules associated with increased PVR. Our integrative systems biology approach to the lung transcriptome of PF with and without PH identified several PH-associated coexpression modules and gene targets with shared molecular features with PAH warranting further investigation to uncover potential new therapies for PF-PH.NEW & NOTEWORTHY An integrative systems biology approach that included transcriptomic analysis of explanted lung tissue from patients with pulmonary fibrosis (PF) with and without pulmonary hypertension (PH) undergoing lung transplantation, combined with hemodynamic correlation and pharmacotranscriptomics, identified modules of genes associated with pulmonary vascular disease severity. Comparison with an independent pulmonary arterial hypertension (PAH) dataset identified shared gene expression patterns between PAH and PF-PH.
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Grants
- R01HL147586,R01HL159865 HHS | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- K08169982 HHS | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- K08 HL141995 NHLBI NIH HHS
- UL1TR001881 HHS | NIH | National Center for Advancing Translational Sciences (NCATS)
- K08 HL169982 NHLBI NIH HHS
- R01 HL159507 NHLBI NIH HHS
- R01HL16038,K08HL141995 HHS | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- R01 HL161038 NHLBI NIH HHS
- R01 HL159865 NHLBI NIH HHS
- R01 NS117148 NINDS NIH HHS
- R01NS117148,R01NS111378 HHS | NIH | National Institute of Neurological Disorders and Stroke (NINDS)
- UL1 TR001881 NCATS NIH HHS
- R01HL159507 HHS | NIH | National Heart, Lung, and Blood Institute (NHLBI)
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Affiliation(s)
- Adam J Brownstein
- Division of Pulmonary and Critical Care Medicine, University of California, Los Angeles, California, United States
| | - Marco Mura
- Division of Respirology, Western University, London, Ontario, Canada
| | - Gregoire Ruffenach
- Division of Molecular Medicine, Department of Anesthesiology, David Geffen School of Medicine, University of California, Los Angeles, California, United States
| | - Richard N Channick
- Division of Pulmonary and Critical Care Medicine, University of California, Los Angeles, California, United States
| | - Rajan Saggar
- Division of Pulmonary and Critical Care Medicine, University of California, Los Angeles, California, United States
| | - Airie Kim
- Division of Pulmonary and Critical Care Medicine, University of California, Los Angeles, California, United States
| | - Soban Umar
- Division of Molecular Medicine, Department of Anesthesiology, David Geffen School of Medicine, University of California, Los Angeles, California, United States
| | - Mansoureh Eghbali
- Division of Molecular Medicine, Department of Anesthesiology, David Geffen School of Medicine, University of California, Los Angeles, California, United States
| | - Xia Yang
- Department of Integrative Biology and Physiology, University of California, Los Angeles, California, United States
| | - Jason Hong
- Division of Pulmonary and Critical Care Medicine, University of California, Los Angeles, California, United States
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Guignabert C, Aman J, Bonnet S, Dorfmüller P, Olschewski AJ, Pullamsetti S, Rabinovitch M, Schermuly RT, Humbert M, Stenmark KR. Pathology and pathobiology of pulmonary hypertension: current insights and future directions. Eur Respir J 2024; 64:2401095. [PMID: 39209474 PMCID: PMC11533988 DOI: 10.1183/13993003.01095-2024] [Citation(s) in RCA: 28] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Accepted: 06/08/2024] [Indexed: 09/04/2024]
Abstract
In recent years, major advances have been made in the understanding of the cellular and molecular mechanisms driving pulmonary vascular remodelling in various forms of pulmonary hypertension, including pulmonary arterial hypertension, pulmonary hypertension associated with left heart disease, pulmonary hypertension associated with chronic lung disease and hypoxia, and chronic thromboembolic pulmonary hypertension. However, the survival rates for these different forms of pulmonary hypertension remain unsatisfactory, underscoring the crucial need to more effectively translate innovative scientific knowledge into healthcare interventions. In these proceedings of the 7th World Symposium on Pulmonary Hypertension, we delve into recent developments in the field of pathology and pathophysiology, prioritising them while questioning their relevance to different subsets of pulmonary hypertension. In addition, we explore how the latest omics and other technological advances can help us better and more rapidly understand the myriad basic mechanisms contributing to the initiation and progression of pulmonary vascular remodelling. Finally, we discuss strategies aimed at improving patient care, optimising drug development, and providing essential support to advance research in this field.
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Affiliation(s)
- Christophe Guignabert
- Université Paris-Saclay, Hypertension Pulmonaire: Physiopathology and Innovation Thérapeutique, HPPIT, Faculté de Médecine, Le Kremlin-Bicêtre, France
- INSERM UMR_S 999, HPPIT, Le Kremlin-Bicêtre, France
| | - Jurjan Aman
- Department of Pulmonary Medicine, Amsterdam UMC, VU University Medical Center, Amsterdam Cardiovascular Sciences, Amsterdam, The Netherlands
| | - Sébastien Bonnet
- Pulmonary Hypertension research group, Centre de Recherche de l'Institut de Cardiologie et de Pneumologie de Québec, Quebec City, QC, Canada
- Department of Medicine, Université Laval, Quebec City, QC, Canada
| | - Peter Dorfmüller
- Department of Pathology, University Hospital Giessen/Marburg, Giessen, Germany
| | - Andrea J Olschewski
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
- Department of Anaesthesiology and Intensive Care Medicine, Medical University of Graz, Graz, Austria
| | - Soni Pullamsetti
- Max Planck Institute for Heart and Lung Research Bad Nauheim, Bad Nauheim, Germany
- Department of Internal Medicine, German Center for Lung Research (DZL) Cardio-Pulmonary Institute (CPI)
- Universities of Giessen and Marburg Lung Centre, Member of the German Center for Lung Research (DZL), Justus-Liebig University Giessen, Giessen, Germany
| | - Marlene Rabinovitch
- BASE Initiative, Betty Irene Moore Children's Heart Center, Lucile Packard Children's Hospital, Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA, USA
- Vera Moulton Wall Center for Pulmonary Vascular Diseases, Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA, USA
- Stanford Cardiovascular Institute, Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Ralph T Schermuly
- Department of Internal Medicine, German Center for Lung Research (DZL) Cardio-Pulmonary Institute (CPI)
| | - Marc Humbert
- Université Paris-Saclay, Hypertension Pulmonaire: Physiopathology and Innovation Thérapeutique, HPPIT, Faculté de Médecine, Le Kremlin-Bicêtre, France
- INSERM UMR_S 999, HPPIT, Le Kremlin-Bicêtre, France
- Department of Respiratory and Intensive Care Medicine, Assistance Publique Hôpitaux de Paris, Hôpital Bicêtre, ERN-LUNG, Le Kremlin-Bicêtre, France
| | - Kurt R Stenmark
- Developmental Lung Biology and Cardiovascular Pulmonary Research Laboratories, University of Colorado, Denver, CO, USA
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Udjus C, Halvorsen B, Kong XY, Sagen EL, Martinsen M, Yang K, Løberg EM, Christensen G, Skjønsberg OH, Larsen K. Alveolar hypoxia induces organ-specific inflammasome-related inflammation in male mouse lungs. Physiol Rep 2024; 12:e16143. [PMID: 39034131 PMCID: PMC11260499 DOI: 10.14814/phy2.16143] [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: 03/11/2024] [Revised: 06/13/2024] [Accepted: 07/01/2024] [Indexed: 07/23/2024] Open
Abstract
Inflammation through activation of caspase-1, seems to play a role in pulmonary hypertension induced by alveolar hypoxia. Whether alveolar hypoxia induces caspase-1-mediated inflammation and influx of leukocytes in other organs than the lungs, is not known. Our aim was to explore sites of caspase-1-related inflammation in alveolar hypoxia. Wild type (WT) mice were exposed to environmental hypoxia or room-air, and organs were analyzed. Right heart catheterization was performed after 14 days of alveolar hypoxia in WT mice and mice transplanted with WT or caspase-1-/- bone marrow. Hypoxia induced leukocyte accumulation and increased caspase-1 protein in the lungs, not in other organs. WT mice transplanted with WT or caspase-1-/- bone marrow showed no difference in pulmonary leukocyte accumulation or development of pulmonary hypertension after alveolar hypoxia. Caspase-1 and IL-18 were detected in bronchial epithelium in WT mice, and hypoxia induced IL-18 secretion from bronchial epithelial cells. IL-18 stimulation generated IL-6 mRNA in monocytes. Phosphorylated STAT3 was increased in hypoxic lungs, not in other organs. Alveolar hypoxia induces caspase-1 activation and leukocyte accumulation specific to the lungs, not in other organs. Caspase-1 activation and IL-18 secretion from bronchial epithelial cells might initiate hypoxia-induced inflammation, leading to pulmonary hypertension.
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Affiliation(s)
- Camilla Udjus
- Department of Pulmonary MedicineOslo University Hospital Ullevål and University of OsloOsloNorway
- Institute for Experimental Medical ResearchOslo University Hospital Ullevål and University of OsloOsloNorway
- Institute of Clinical MedicineUniversity of OsloOsloNorway
| | - Bente Halvorsen
- Institute of Clinical MedicineUniversity of OsloOsloNorway
- Research Institute of Internal MedicineOslo University Hospital Rikshospitalet and University of OsloOsloNorway
| | - Xiang Yi Kong
- Research Institute of Internal MedicineOslo University Hospital Rikshospitalet and University of OsloOsloNorway
| | - Ellen Lund Sagen
- Institute of Clinical MedicineUniversity of OsloOsloNorway
- Research Institute of Internal MedicineOslo University Hospital Rikshospitalet and University of OsloOsloNorway
| | - Marita Martinsen
- Institute for Experimental Medical ResearchOslo University Hospital Ullevål and University of OsloOsloNorway
| | - Kuan Yang
- Research Institute of Internal MedicineOslo University Hospital Rikshospitalet and University of OsloOsloNorway
| | - Else Marit Løberg
- Department of PathologyOslo University Hospital Ullevål and University of OsloOsloNorway
| | - Geir Christensen
- Institute for Experimental Medical ResearchOslo University Hospital Ullevål and University of OsloOsloNorway
- Institute of Clinical MedicineUniversity of OsloOsloNorway
- K.G. Jebsen Center for Cardiac ResearchUniversity of OsloOsloNorway
| | - Ole Henning Skjønsberg
- Department of Pulmonary MedicineOslo University Hospital Ullevål and University of OsloOsloNorway
- Institute of Clinical MedicineUniversity of OsloOsloNorway
| | - Karl‐Otto Larsen
- Department of Pulmonary MedicineOslo University Hospital Ullevål and University of OsloOsloNorway
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6
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Forbes LM. Editorial on "Use of combined chemotherapy and immunotherapy improves pulmonary arterial hypertension". Pulm Circ 2024; 14:e12444. [PMID: 39308942 PMCID: PMC11413406 DOI: 10.1002/pul2.12444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Accepted: 09/09/2024] [Indexed: 09/25/2024] Open
Affiliation(s)
- Lindsay M. Forbes
- Division of Pulmonary Sciences and Critical Care MedicineUniversity of Colorado Anschutz Medical CenterAuroraColoradoUSA
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Atchley WT, Kakkera TK. Pulmonary hypertension in chronic obstructive pulmonary disease: current understanding, knowledge gaps and future directions. Curr Opin Pulm Med 2024; 30:150-155. [PMID: 38088383 DOI: 10.1097/mcp.0000000000001041] [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: 01/25/2024]
Abstract
PURPOSE OF REVIEW Despite the advent of effective and mechanistically diverse treatments for pulmonary arterial hypertension (PAH) and their positive impacts on the functional capacities and outcomes for PAH patients, the much larger population of patients with pulmonary hypertension (PH) in chronic lung diseases like chronic obstructive pulmonary disease (PH-COPD) remain without effective therapies. RECENT FINDINGS In this review, we will highlight advances in the understanding of PH-COPD pathobiology, the clinical impact comorbid PH has on COPD outcomes, and detail the spectrum of disease and clinical phenotypes that encompass the heterogenous disease manifestations of PH-COPD. Finally, we will examine recent studies exploring the effects of potential treatments for PH-COPD and highlight sub-populations and treatment options that warrant further study. SUMMARY As the PAH population-base ages and comorbid diseases become more frequently diagnosed in PAH patients, the need to clearly delineate subpopulations for clinical applications of PH therapies and research becomes even more urgent. Through an improved understanding of the clinical phenotypes of PH-COPD and the overlap with certain subpopulations of PAH, a framework for future research and potential for therapeutic impact is highlighted.
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Affiliation(s)
- William T Atchley
- Division of Pulmonary & Critical Care Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
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8
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Colebank MJ, Chesler N. Efficient Uncertainty Quantification in a Multiscale Model of Pulmonary Arterial and Venous Hemodynamics. ARXIV 2023:arXiv:2309.04057v1. [PMID: 37731656 PMCID: PMC10508834] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/22/2023]
Abstract
Computational hemodynamics models are becoming increasingly useful in the management and prognosis of complex, multiscale pathologies, including those attributed to the development of pulmonary vascular disease. However, diseases like pulmonary hypertension are heterogeneous, and affect both the proximal arteries and veins as well as the microcirculation. Simulation tools and the data used for model calibration are also inherently uncertain, requiring a full analysis of the sensitivity and uncertainty attributed to model inputs and outputs. Thus, this study quantifies model sensitivity and output uncertainty in a multiscale, pulse-wave propagation model of pulmonary hemodynamics. Our pulmonary circuit model consists of fifteen proximal arteries and twelve proximal veins, connected by a two-sided, structured tree model of the distal vasculature. We use polynomial chaos expansions to expedite the sensitivity and uncertainty quantification analyses and provide results for both the proximal and distal vasculature. Our analyses provide uncertainty in blood pressure, flow, and wave propagation phenomenon, as well as wall shear stress and cyclic stretch, both of which are important stimuli for endothelial cell mechanotransduction. We conclude that, while nearly all the parameters in our system have some influence on model predictions, the parameters describing the density of the microvascular beds have the largest effects on all simulated quantities in both the proximal and distal circulation.
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Affiliation(s)
- M. J. Colebank
- Edwards Lifesciences Foundation Cardiovascular Innovation and Research Center, and Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, USA
| | - N.C. Chesler
- Edwards Lifesciences Foundation Cardiovascular Innovation and Research Center, and Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, USA
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