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Cereser L, Zussino G, Cicciò C, Tullio A, Montanaro C, Driussi M, Di Poi E, Patruno V, Zuiani C, Girometti R. Impact of an expert-derived, quick hands-on tool on classifying pulmonary hypertension in chest computed tomography: a study on inexperienced readers using RAPID-CT-PH. LA RADIOLOGIA MEDICA 2024; 129:1313-1328. [PMID: 39048761 PMCID: PMC11379776 DOI: 10.1007/s11547-024-01852-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Accepted: 07/04/2024] [Indexed: 07/27/2024]
Abstract
PURPOSE To test the inter-reader agreement in classifying pulmonary hypertension (PH) on chest contrast-enhanced computed tomography (CECT) between a consensus of two cardio-pulmonary-devoted radiologists (CRc) and inexperienced readers (radiology residents, RRs) when using a CECT-based quick hands-on tool built upon PH imaging literature, i.e., the "Rapid Access and Practical Information Digest on Computed Tomography for PH-RAPID-CT-PH". MATERIAL AND METHODS The observational study retrospectively included 60 PH patients who underwent CECT between 2015 and 2022. Four RRs independently reviewed all CECTs and classified each case into one of the five PH groups per the 2022 ESC/ERS guidelines. While RR3 and RR4 (RAPID-CT-PH group) used RAPID-CT-PH, RR1 and RR2 (control group) did not. RAPID-CT-PH and control groups' reports were compared with CRc using unweighted Cohen's Kappa (k) statistics. RRs' report completeness and reporting time were also compared using the Wilcoxon-Mann-Whitney test. RESULTS The inter-reader agreement in classifying PH between the RAPID-CT-PH group and CRc was substantial (k = 0.75 for RR3 and k = 0.65 for RR4); while, it was only moderate for the control group (k = 0.57 for RR1 and k = 0.49 for RR2). Using RAPID-CT-PH resulted in significantly higher report completeness (all p < 0.0001) and significantly lower reporting time (p < 0.0001) compared to the control group. CONCLUSION RRs using RAPID-CT-PH showed a substantial agreement with CRc on CECT-based PH classification. RAPID-CT-PH improved report completeness and reduced reporting time. A quick hands-on tool for classifying PH on chest CECT may help inexperienced radiologists effectively contribute to the PH multidisciplinary team.
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Affiliation(s)
- Lorenzo Cereser
- Department of Medicine, Institute of Radiology, University of Udine, University Hospital S. Maria della Misericordia, Azienda Sanitaria-Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy.
| | - Gaia Zussino
- Department of Medicine, Institute of Radiology, University of Udine, University Hospital S. Maria della Misericordia, Azienda Sanitaria-Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy
| | - Carmelo Cicciò
- Department of Diagnostic Imaging and Interventional Radiology, IRCCS Sacro Cuore Don Calabria Hospital, via don A. Sempreboni, 5, 37024, Negrar di Valpolicella, Verona, Italy
| | - Annarita Tullio
- Department of Medicine, Institute of Hygiene and Clinical Epidemiology, University of Udine, University Hospital S. Maria della Misericordia, Azienda Sanitaria Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy
| | - Chiara Montanaro
- Department of Medicine, Institute of Radiology, University of Udine, University Hospital S. Maria della Misericordia, Azienda Sanitaria-Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy
| | - Mauro Driussi
- Cardiology, Cardiothoracic Department, University Hospital S. Maria della Misericordia, Azienda Sanitaria Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy
| | - Emma Di Poi
- Department of Medicine, Rheumatology Clinic, University of Udine, University Hospital S. Maria della Misericordia, Azienda Sanitaria Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy
| | - Vincenzo Patruno
- Pulmonology Department, University Hospital S. Maria della Misericordia, Azienda Sanitaria Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy
| | - Chiara Zuiani
- Department of Medicine, Institute of Radiology, University of Udine, University Hospital S. Maria della Misericordia, Azienda Sanitaria-Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy
| | - Rossano Girometti
- Department of Medicine, Institute of Radiology, University of Udine, University Hospital S. Maria della Misericordia, Azienda Sanitaria-Universitaria Friuli Centrale (ASUFC), p.le S. Maria della Misericordia, 15, 33100, Udine, Italy
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Zeder K, Sassmann T, Foris V, Douschan P, Olschewski H, Kovacs G. Severe pulmonary hypertension in chronic obstructive pulmonary disease - From clinical perspective to histological evidence. INTERNATIONAL JOURNAL OF CARDIOLOGY CONGENITAL HEART DISEASE 2024; 17:100519. [PMID: 39711774 PMCID: PMC11658424 DOI: 10.1016/j.ijcchd.2024.100519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 06/04/2024] [Accepted: 06/08/2024] [Indexed: 12/24/2024] Open
Abstract
Severe pulmonary hypertension (PH) in chronic obstructive pulmonary disease (COPD) is currently defined by an elevated mean pulmonary arterial pressure and strongly elevated pulmonary vascular resistance >5 wood units. Clinically, these patients show a male predominance, and usually present with very severe dyspnea, severe hypoxemia, strongly decreased exercise capacity and poor prognosis, even though the clinical picture is frequently associated with less severe airflow obstruction. Explanted lung samples of patients with COPD and severe PH show severe remodeling of small pulmonary arterioles, predominantly in the intima and media of the vessels. In this concise review, we discuss the clinical and histopathological evidence of severe PH in COPD.
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Affiliation(s)
- Katarina Zeder
- Division of Pulmonology, Medical University of Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research Graz, Austria
- Division of Cardiovascular Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
- University of Maryland-Institute for Health Computing, Bethesda, MD, USA
| | - Teresa Sassmann
- Division of Pulmonology, Medical University of Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research Graz, Austria
| | - Vasile Foris
- Division of Pulmonology, Medical University of Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research Graz, Austria
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Philipp Douschan
- Division of Pulmonology, Medical University of Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research Graz, Austria
| | - Horst Olschewski
- Division of Pulmonology, Medical University of Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research Graz, Austria
| | - Gabor Kovacs
- Division of Pulmonology, Medical University of Graz, Austria
- Ludwig Boltzmann Institute for Lung Vascular Research Graz, Austria
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Wang Y, Guo D, Gong J, Wang J, Yang Y, Zhang X, Hu H, Ma Y, Lv X, Li Y. Efficacy of balloon pulmonary angioplasty in chronic thromboembolic pulmonary hypertension patients with pulmonary comorbidity. IJC HEART & VASCULATURE 2024; 51:101363. [PMID: 38445233 PMCID: PMC10912838 DOI: 10.1016/j.ijcha.2024.101363] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Revised: 01/26/2024] [Accepted: 02/11/2024] [Indexed: 03/07/2024]
Abstract
Background Balloon pulmonary angioplasty (BPA) is an established treatment for inoperable chronic thromboembolic pulmonary hypertension (CTEPH), but its efficacy in CTEPH patients with a pulmonary comorbidity has not been well-studied. Here, we compared post-BPA outcomes between CTEPH patients with and without chronic pulmonary disease at baseline and analyzed predictors of BPA success. Methods From August 2017 to October 2022, 62 patients with inoperable CTEPH who underwent BPA were consecutively enrolled and grouped based on the presence of a pulmonary comorbidity at baseline. All patients underwent transthoracic echocardiography, pulmonary function tests, and right heart catheterization. Pre- and post-BPA data were evaluated to identify factors that influence the success of BPA. Results Among the 62 CTEPH patients, BPA was considered successful in 50 patients and unsuccessful in 12 patients. Responders to BPA had better exercise capacity and right heart function at baseline, but no differences in hemodynamic or respiratory function were detected between the groups. In CTEPH patients with chronic pulmonary disease (n = 14), BPA significantly improved mean pulmonary arterial pressure, pulmonary vascular resistance and right heart function parameters. Only CTEPH patients without chronic pulmonary disease (n = 48) exhibited significant improvement in 6-minute walk distance and respiratory function. Multivariate logistic regression analysis showed that pulmonary comorbidity at baseline was independently associated with the efficacy of BPA. Conclusions BPA provided significantly improvements in hemodynamics and right heart function in CTEPH patients, independent of pulmonary comorbidity at baseline. However, pulmonary comorbidity can negatively impact post-BPA outcomes.
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Affiliation(s)
- Yeqing Wang
- Department of Echocardiography, Heart Center, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Dichen Guo
- Department of Echocardiography, Heart Center, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Juanni Gong
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Jianfeng Wang
- Department of Intervention, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Yuanhua Yang
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Xinyuan Zhang
- Department of Echocardiography, Heart Center, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Huimin Hu
- Department of Echocardiography, Heart Center, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Yaning Ma
- Department of Echocardiography, Heart Center, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Xiuzhang Lv
- Department of Echocardiography, Heart Center, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Yidan Li
- Department of Echocardiography, Heart Center, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
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Dwivedi K, Sharkey M, Delaney L, Alabed S, Rajaram S, Hill C, Johns C, Rothman A, Mamalakis M, Thompson AAR, Wild J, Condliffe R, Kiely DG, Swift AJ. Improving Prognostication in Pulmonary Hypertension Using AI-quantified Fibrosis and Radiologic Severity Scoring at Baseline CT. Radiology 2024; 310:e231718. [PMID: 38319169 PMCID: PMC10902594 DOI: 10.1148/radiol.231718] [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: 07/04/2023] [Revised: 11/30/2023] [Accepted: 12/22/2023] [Indexed: 02/07/2024]
Abstract
Background There is clinical need to better quantify lung disease severity in pulmonary hypertension (PH), particularly in idiopathic pulmonary arterial hypertension (IPAH) and PH associated with lung disease (PH-LD). Purpose To quantify fibrosis on CT pulmonary angiograms using an artificial intelligence (AI) model and to assess whether this approach can be used in combination with radiologic scoring to predict survival. Materials and Methods This retrospective multicenter study included adult patients with IPAH or PH-LD who underwent incidental CT imaging between February 2007 and January 2019. Patients were divided into training and test cohorts based on the institution of imaging. The test cohort included imaging examinations performed in 37 external hospitals. Fibrosis was quantified using an established AI model and radiologically scored by radiologists. Multivariable Cox regression adjusted for age, sex, World Health Organization functional class, pulmonary vascular resistance, and diffusing capacity of the lungs for carbon monoxide was performed. The performance of predictive models with or without AI-quantified fibrosis was assessed using the concordance index (C index). Results The training and test cohorts included 275 (median age, 68 years [IQR, 60-75 years]; 128 women) and 246 (median age, 65 years [IQR, 51-72 years]; 142 women) patients, respectively. Multivariable analysis showed that AI-quantified percentage of fibrosis was associated with an increased risk of patient mortality in the training cohort (hazard ratio, 1.01 [95% CI: 1.00, 1.02]; P = .04). This finding was validated in the external test cohort (C index, 0.76). The model combining AI-quantified fibrosis and radiologic scoring showed improved performance for predicting patient mortality compared with a model including radiologic scoring alone (C index, 0.67 vs 0.61; P < .001). Conclusion Percentage of lung fibrosis quantified on CT pulmonary angiograms by an AI model was associated with increased risk of mortality and showed improved performance for predicting patient survival when used in combination with radiologic severity scoring compared with radiologic scoring alone. © RSNA, 2024 Supplemental material is available for this article.
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Affiliation(s)
- Krit Dwivedi
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Michael Sharkey
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Liam Delaney
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Samer Alabed
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Smitha Rajaram
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Catherine Hill
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Christopher Johns
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Alexander Rothman
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Michail Mamalakis
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - A. A. Roger Thompson
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Jim Wild
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Robin Condliffe
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - David G. Kiely
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
| | - Andrew J. Swift
- From the Department of Infection, Immunity & Cardiovascular Disease, University of Sheffield, Glossop Rd, Sheffield S10 2JF, England (K.D., L.D., A.R., M.M., A.A.R.T., J.W., R.C., D.G.K., A.J.S.); Department of Radiology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (M.S., S.A., S.R., C.H., C.J.); and Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England (R.C., D.G.K.)
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Torbicki A, Kurzyna M. The Diagnostic Approach to Pulmonary Hypertension. Semin Respir Crit Care Med 2023; 44:728-737. [PMID: 37487526 DOI: 10.1055/s-0043-1770116] [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: 07/26/2023]
Abstract
The clinical presentation of pulmonary hypertension (PH) is nonspecific, resulting in significant delays in its detection. In the majority of cases, PH is a marker of the severity of other cardiopulmonary diseases. Differential diagnosis aimed at the early identification of patients with pulmonary arterial hypertension (PAH) and chronic thromboembolic pulmonary hypertension (CTEPH) who do require specific and complex therapies is as important as PH detection itself. Despite all efforts aimed at the noninvasive assessment of pulmonary arterial pressure, the formal confirmation of PH still requires catheterization of the right heart and pulmonary artery. The current document will give an overview of strategies aimed at the early diagnosis of PAH and CTEPH, while avoiding their overdiagnosis. It is not intended to be a replica of the recently published European Society of Cardiology (ESC) and European Respiratory Society (ERS) Guidelines on Diagnosis and Treatment of Pulmonary Hypertension, freely available at the Web sites of both societies. While promoting guidelines' recommendations, including those on new definitions of PH, we will try to bring them closer to everyday clinical practice, benefiting from our personal experience in managing patients with suspected PH.
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Affiliation(s)
- Adam Torbicki
- Department of Pulmonary Circulation, Thromboembolic Diseases and Cardiology, Centre for Postgraduate Medical Education at ECZ-Otwock, Otwock, Poland
| | - Marcin Kurzyna
- Department of Pulmonary Circulation, Thromboembolic Diseases and Cardiology, Centre for Postgraduate Medical Education at ECZ-Otwock, Otwock, Poland
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Weiss T, Near AM, Zhao X, Ramey DR, Banerji T, Xie H, Nathan SD. Healthcare resource utilization in patients with pulmonary hypertension associated with chronic obstructive pulmonary disease (PH-COPD): a real-world data analysis. BMC Pulm Med 2023; 23:455. [PMID: 37990203 PMCID: PMC10664271 DOI: 10.1186/s12890-023-02698-9] [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: 04/18/2023] [Accepted: 10/06/2023] [Indexed: 11/23/2023] Open
Abstract
RATIONALE There is a lack of real-world characterization of healthcare costs and associated cost drivers in patients with pulmonary hypertension secondary to chronic obstructive pulmonary disease (PH-COPD). OBJECTIVES To examine (1) excess healthcare resource utilization (HCRU) and associated costs in patients with PH-COPD compared to COPD patients without PH; and (2) patient characteristics that are associated with higher healthcare costs in patients with PH-COPD. METHODS This study analyzed data from the IQVIA PharMetrics® Plus database (OCT2014-MAY2020). Patients with PH-COPD were identified by a claims-based algorithm based on PH diagnosis (ICD-10-CM: I27.0, I27.2, I27.20, I27.21, I27.23) after COPD diagnosis. Patients aged ≥40 years and with data available ≥12 months before (baseline) and ≥6 months after (follow-up) the first observed PH diagnosis were included. Patients with other non-asthma chronic pulmonary diseases, PH associated with other causes, cancer, left-sided heart failure (HF), PH before the first observed COPD diagnosis, or right-sided/unspecified HF during baseline were excluded. Patients in the PH-COPD cohort were matched 1:1 to COPD patients without PH based on propensity scores derived from baseline patient characteristics. Annualized all-cause and COPD/PH-related (indicated by a primary diagnosis of COPD or PH) HCRU and costs during follow-up were compared between the matched cohorts. Baseline patient characteristics associated with higher total costs were examined in a generalized linear model in the PH-COPD cohort. RESULTS A total of 2,224 patients with PH-COPD were identified and matched to COPD patients without PH. Patients with PH-COPD had higher all-cause HCRU and annual healthcare costs ($51,435 vs. $18,412, p<0.001) than matched COPD patients without PH. Among patients with PH-COPD, costs were primarily driven by hospitalizations (57%), while COPD/PH-related costs accounted for 13% of all-cause costs. Having a higher comorbidity burden and a prior history of COPD exacerbation were major risk factors for higher total all-cause costs among patients with PH-COPD. CONCLUSIONS Treatment strategies focusing on preventing hospitalizations and managing comorbidities may help reduce the burden of PH-COPD.
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Affiliation(s)
- Tracey Weiss
- Center for Observational and Real-World Evidence, Merck & Co., Inc, 351 N Sumneytown Pike, PA, North Wales, 19454, USA.
| | | | | | - Dena Rosen Ramey
- Center for Observational and Real-World Evidence, Merck & Co., Inc, 351 N Sumneytown Pike, PA, North Wales, 19454, USA
| | | | | | - Steven D Nathan
- Advanced Lung Disease and Lung Transplant Program, Inova Fairfax Hospital, Falls Church, VA, USA
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Kacprzak A, Tomkowski W, Szturmowicz M. Pulmonary Hypertension in the Course of Interstitial Lung Diseases-A Personalised Approach Is Needed to Identify a Dominant Cause and Provide an Effective Therapy. Diagnostics (Basel) 2023; 13:2354. [PMID: 37510098 PMCID: PMC10378268 DOI: 10.3390/diagnostics13142354] [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: 05/31/2023] [Revised: 06/25/2023] [Accepted: 07/11/2023] [Indexed: 07/30/2023] Open
Abstract
The prevalence of pulmonary hypertension (PH) complicating interstitial lung diseases (ILDs) is 3.5-15% at an early stage, and up to 90% in ILD patients listed for lung transplantation. In addition, other types of PH may occur in patients with ILDs due to concomitant conditions. Therefore, any significant PH occurring in the setting of ILD requires a proper differential workup. PH increases morbidity and mortality in ILDs. The pathomechanisms underlying PH due to ILD (PH-ILD) are not fully known, and there is no straightforward correlation between the presence or severity of PH-ILD and the severity of ILD. Severe PH in mild ILD without other explanatory causes constitutes a dilemma of differentiating between PH due to ILD and pulmonary arterial hypertension coexisting with ILDs. The heterogeneity and poor prognosis of patients with ILDs coexisting with PH necessitate an individualised approach to the management of this condition. This review presents recent advances in understanding and treatment options in PH-ILD. It also addresses practical issues, such as when to suspect and how to screen for PH in ILD, what are the indications for right heart catheterisation, and how to approach an individual ILD patient to determine the dominant PH cause and apply adequate management.
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Affiliation(s)
- Aneta Kacprzak
- 1st Department of Lung Diseases, National Tuberculosis and Lung Diseases Institute, Plocka 26, 01-138 Warsaw, Poland
| | - Witold Tomkowski
- 1st Department of Lung Diseases, National Tuberculosis and Lung Diseases Institute, Plocka 26, 01-138 Warsaw, Poland
| | - Monika Szturmowicz
- 1st Department of Lung Diseases, National Tuberculosis and Lung Diseases Institute, Plocka 26, 01-138 Warsaw, Poland
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Mamalakis M, Dwivedi K, Sharkey M, Alabed S, Kiely D, Swift AJ. A transparent artificial intelligence framework to assess lung disease in pulmonary hypertension. Sci Rep 2023; 13:3812. [PMID: 36882484 PMCID: PMC9990015 DOI: 10.1038/s41598-023-30503-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 02/24/2023] [Indexed: 03/09/2023] Open
Abstract
Recent studies have recognized the importance of characterizing the extent of lung disease in pulmonary hypertension patients by using Computed Tomography. The trustworthiness of an artificial intelligence system is linked with the depth of the evaluation in functional, operational, usability, safety and validation dimensions. The safety and validation of an artificial tool is linked to the uncertainty estimation of the model's prediction. On the other hand, the functionality, operation and usability can be achieved by explainable deep learning approaches which can verify the learning patterns and use of the network from a generalized point of view. We developed an artificial intelligence framework to map the 3D anatomical models of patients with lung disease in pulmonary hypertension. To verify the trustworthiness of the framework we studied the uncertainty estimation of the network's prediction, and we explained the learning patterns of the network. Therefore, a new generalized technique combining local explainable and interpretable dimensionality reduction approaches (PCA-GradCam, PCA-Shape) was developed. Our open-source software framework was evaluated in unbiased validation datasets achieving accurate, robust and generalized results.
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Affiliation(s)
- Michail Mamalakis
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Beech Hill Rd, Sheffield, S10 2RX, UK.
- Department of Computer Science, University of Sheffield, 211 Portobello, Sheffield, S1 4DP, UK.
- Insigneo Institute for in silico Medicine, University of Sheffield, The Pam Liversidge Building, Sheffield, S1 3JD, UK.
| | - Krit Dwivedi
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Beech Hill Rd, Sheffield, S10 2RX, UK
- Insigneo Institute for in silico Medicine, University of Sheffield, The Pam Liversidge Building, Sheffield, S1 3JD, UK
| | - Michael Sharkey
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Beech Hill Rd, Sheffield, S10 2RX, UK
| | - Samer Alabed
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Beech Hill Rd, Sheffield, S10 2RX, UK
- Insigneo Institute for in silico Medicine, University of Sheffield, The Pam Liversidge Building, Sheffield, S1 3JD, UK
| | - David Kiely
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Beech Hill Rd, Sheffield, S10 2RX, UK
- Department of Cardiology, University of Sheffield, Sheffield Teaching Hospitals Sheffield, Sheffield, S5 7AU, UK
| | - Andrew J Swift
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Beech Hill Rd, Sheffield, S10 2RX, UK.
- Insigneo Institute for in silico Medicine, University of Sheffield, The Pam Liversidge Building, Sheffield, S1 3JD, UK.
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9
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Dwivedi K, Condliffe R, Sharkey M, Lewis R, Alabed S, Rajaram S, Hill C, Saunders L, Metherall P, Alandejani F, Alkhanfar D, Wild JM, Lu H, Kiely DG, Swift AJ. Computed tomography lung parenchymal descriptions in routine radiological reporting have diagnostic and prognostic utility in patients with idiopathic pulmonary arterial hypertension and pulmonary hypertension associated with lung disease. ERJ Open Res 2022; 8:00549-2021. [PMID: 35083317 PMCID: PMC8784758 DOI: 10.1183/23120541.00549-2021] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Accepted: 12/07/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Patients with pulmonary hypertension (PH) and lung disease may pose a diagnostic dilemma between idiopathic pulmonary arterial hypertension (IPAH) and PH associated with lung disease (PH-CLD). The prognostic impact of common computed tomography (CT) parenchymal features is unknown. METHODS 660 IPAH and PH-CLD patients assessed between 2001 and 2019 were included. Reports for all CT scans 1 year prior to diagnosis were analysed for common lung parenchymal patterns. Cox regression and Kaplan-Meier analysis were performed. RESULTS At univariate analysis of the whole cohort, centrilobular ground-glass (CGG) changes (hazard ratio, HR 0.29) and ground-glass opacification (HR 0.53) predicted improved survival, while honeycombing (HR 2.79), emphysema (HR 2.09) and fibrosis (HR 2.38) predicted worse survival (all p<0.001). Fibrosis was an independent predictor after adjusting for baseline demographics, PH severity and diffusing capacity of the lung for carbon monoxide (HR 1.37, p<0.05). Patients with a clinical diagnosis of IPAH who had an absence of reported parenchymal lung disease (IPAH-noLD) demonstrated superior survival to patients diagnosed with either IPAH who had coexistent CT lung disease or PH-CLD (2-year survival of 85%, 60% and 46%, respectively, p<0.05). CGG changes were present in 23.3% of IPAH-noLD and 5.8% of PH-CLD patients. There was no significant difference in survival between IPAH-noLD patients with or without CGG changes. PH-CLD patients with fibrosis had worse survival than those with emphysema. INTERPRETATION Routine clinical reports of CT lung parenchymal disease identify groups of patients with IPAH and PH-CLD with significantly different prognoses. Isolated CGG changes are not uncommon in IPAH but are not associated with worse survival.
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Affiliation(s)
- Krit Dwivedi
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Medical School, Sheffield, UK.,Dept of Radiology, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK.,Co-first authors
| | - Robin Condliffe
- Pulmonary Vascular Disease Unit, Royal Hallamshire Hospitals, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK.,Co-first authors
| | - Michael Sharkey
- Dept of Radiology, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK.,3DLab, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK
| | - Robert Lewis
- Pulmonary Vascular Disease Unit, Royal Hallamshire Hospitals, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK
| | - Samer Alabed
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Medical School, Sheffield, UK.,Dept of Radiology, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK
| | - Smitha Rajaram
- Dept of Radiology, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK
| | - Catherine Hill
- Dept of Radiology, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK
| | - Laura Saunders
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Medical School, Sheffield, UK
| | - Peter Metherall
- Dept of Radiology, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK.,3DLab, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK
| | - Faisal Alandejani
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Medical School, Sheffield, UK
| | - Dheyaa Alkhanfar
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Medical School, Sheffield, UK
| | - Jim M Wild
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Medical School, Sheffield, UK
| | - Haiping Lu
- Dept of Computer Science, University of Sheffield, Sheffield, UK
| | - David G Kiely
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Medical School, Sheffield, UK.,Pulmonary Vascular Disease Unit, Royal Hallamshire Hospitals, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK.,Co-senior authors
| | - Andrew J Swift
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Medical School, Sheffield, UK.,Dept of Radiology, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK.,3DLab, Sheffield Teaching Hospitals NHS Trust, Sheffield, UK.,Co-senior authors
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10
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Dominating Cause of Pulmonary Hypertension May Change Over Time-Diagnostic and Therapeutic Considerations in a Patient with Pulmonary Hypertension Due to Rheumatoid Arthritis with Lung Involvement. Diagnostics (Basel) 2021; 11:diagnostics11101931. [PMID: 34679629 PMCID: PMC8534521 DOI: 10.3390/diagnostics11101931] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 10/13/2021] [Accepted: 10/14/2021] [Indexed: 12/20/2022] Open
Abstract
Chronic lung diseases are one of the most frequent causes of pulmonary hypertension (PH). The diagnostic challenge is to differentiate PH due to chronic lung disease from pulmonary arterial hypertension (PAH) with coexisting chronic lung disease. Moreover, the dominating cause of PH may change over time, requiring the implementation of new diagnostic procedures and new treatment modalities. We present a 68-year-old female, initially diagnosed with PH in the course of interstitial lung disease, with restrictive impairment of lung function. Therapy with immunosuppressive drugs resulted in significant clinical, radiological and functional improvement. However, five years later, arthritis symptoms developed, with PH worsening, despite stable lung disease. The patient was diagnosed with PAH in the course of rheumatoid arthritis. The introduction of sildenafil resulted in marked clinical and hemodynamic responses. Long-term survival (eleven years from PH onset and five years from PAH confirmation) has been achieved, and the patient remains in good functional condition. As the differential diagnosis of PH in patients with lung diseases is complex, the cooperation of pulmonologists and cardiologists is mandatory to obtain therapeutic success.
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11
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[Chronic obstructive pulmonary disease, sleep-disordered breathing and hypoventilation-Influence on the cardiorenal system]. Internist (Berl) 2021; 62:1166-1173. [PMID: 34623471 DOI: 10.1007/s00108-021-01169-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/01/2021] [Indexed: 10/20/2022]
Abstract
Comorbidities are frequently observed in patients suffering from pulmonary diseases due to shared risk factors and intricate interactions between various organ systems. This article aims to characterize the effects of selected diseases of the respiratory system on the cardiovascular system and kidneys. Advanced chronic obstructive pulmonary disease (COPD) often leads to a prognostically unfavorable increased pressure in the pulmonary circulation. In this respect treatment of these patients is primarily aimed at the underlying pulmonary disease and targeted treatment of the pulmonary hypertension should only be carried out according to invasive diagnostics and in an individualized manner. So far, the fact that there is a substantial overlap between COPD and heart failure with preserved ejection fraction has been completely ignored, which should be considered in the diagnostic procedure. Obstructive sleep apnea (OSA) has several unfavorable effects on the cardiovascular system and has been identified as an independent risk factor for cardiovascular diseases. The established treatment of OSA with continuous positive airway pressure (CPAP) has been shown to improve daytime sleepiness and the quality of life; however, an effect of CPAP on the occurrence of cardiovascular events, especially in asymptomatic patients, has so far not been demonstrated in randomized trials. Peripheral edema is frequently observed in patients suffering from chronic hypercapnia, which can be explained by several pathophysiological mechanisms, including pulmonary vasoconstriction and a direct effect of the hypercapnia on renal blood flow. Apart from the administration of diuretics, recompensation of such patients always requires treatment of the hypercapnia by noninvasive ventilation.
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12
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Kiely DG, Condliffe R. Assessing pulmonary hypertension severity in lung disease is a key step to improving outcomes: embrace resistance and don't be pressurised to go with the flow. Eur Respir J 2021; 58:58/2/2102008. [PMID: 34446507 DOI: 10.1183/13993003.02008-2021] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Accepted: 07/21/2021] [Indexed: 11/05/2022]
Affiliation(s)
- David G Kiely
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK .,Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK.,INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield, UK
| | - Robin Condliffe
- Dept of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK.,Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK
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13
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Pulmonary Hypertension: Diagnosis and Management. Diagnostics (Basel) 2021; 11:diagnostics11061066. [PMID: 34207897 PMCID: PMC8229206 DOI: 10.3390/diagnostics11061066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Accepted: 06/04/2021] [Indexed: 11/30/2022] Open
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14
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Dwivedi K, Sharkey M, Condliffe R, Uthoff JM, Alabed S, Metherall P, Lu H, Wild JM, Hoffman EA, Swift AJ, Kiely DG. Pulmonary Hypertension in Association with Lung Disease: Quantitative CT and Artificial Intelligence to the Rescue? State-of-the-Art Review. Diagnostics (Basel) 2021; 11:diagnostics11040679. [PMID: 33918838 PMCID: PMC8070579 DOI: 10.3390/diagnostics11040679] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 04/05/2021] [Accepted: 04/05/2021] [Indexed: 12/24/2022] Open
Abstract
Accurate phenotyping of patients with pulmonary hypertension (PH) is an integral part of informing disease classification, treatment, and prognosis. The impact of lung disease on PH outcomes and response to treatment remains a challenging area with limited progress. Imaging with computed tomography (CT) plays an important role in patients with suspected PH when assessing for parenchymal lung disease, however, current assessments are limited by their semi-qualitative nature. Quantitative chest-CT (QCT) allows numerical quantification of lung parenchymal disease beyond subjective visual assessment. This has facilitated advances in radiological assessment and clinical correlation of a range of lung diseases including emphysema, interstitial lung disease, and coronavirus disease 2019 (COVID-19). Artificial Intelligence approaches have the potential to facilitate rapid quantitative assessments. Benefits of cross-sectional imaging include ease and speed of scan acquisition, repeatability and the potential for novel insights beyond visual assessment alone. Potential clinical benefits include improved phenotyping and prediction of treatment response and survival. Artificial intelligence approaches also have the potential to aid more focused study of pulmonary arterial hypertension (PAH) therapies by identifying more homogeneous subgroups of patients with lung disease. This state-of-the-art review summarizes recent QCT developments and potential applications in patients with PH with a focus on lung disease.
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Affiliation(s)
- Krit Dwivedi
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Correspondence:
| | - Michael Sharkey
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Radiology Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
| | - Robin Condliffe
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
| | - Johanna M. Uthoff
- Department of Computer Science, University of Sheffield, Sheffield S1 4DP, UK; (J.M.U.); (H.L.)
| | - Samer Alabed
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
| | - Peter Metherall
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Radiology Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
| | - Haiping Lu
- Department of Computer Science, University of Sheffield, Sheffield S1 4DP, UK; (J.M.U.); (H.L.)
- INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield S1 3JD, UK
| | - Jim M. Wild
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield S1 3JD, UK
| | - Eric A. Hoffman
- Advanced Pulmonary Physiomic Imaging Laboratory, University of Iowa, C748 GH, Iowa City, IA 52242, USA;
| | - Andrew J. Swift
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Radiology Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
- INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield S1 3JD, UK
| | - David G. Kiely
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
- INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield S1 3JD, UK
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