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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 2024:10.1007/s11547-024-01852-5. [PMID: 39048761 DOI: 10.1007/s11547-024-01852-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [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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Ozawa Y, Nagata H, Ueda T, Oshima Y, Hamabuchi N, Yoshikawa T, Takenaka D, Ohno Y. Chest Magnetic Resonance Imaging: Advances and Clinical Care. Clin Chest Med 2024; 45:505-529. [PMID: 38816103 DOI: 10.1016/j.ccm.2024.02.017] [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] [Indexed: 06/01/2024]
Abstract
Many promising study results as well as technical advances for chest magnetic resonance imaging (MRI) have demonstrated its academic and clinical potentials during the last few decades, although chest MRI has been used for relatively few clinical situations in routine clinical practice. However, the Fleischner Society as well as the Japanese Society of Magnetic Resonance in Medicine have published a few white papers to promote chest MRI in routine clinical practice. In this review, we present clinical evidence of the efficacy of chest MRI for 1) thoracic oncology and 2) pulmonary vascular diseases.
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Affiliation(s)
- Yoshiyuki Ozawa
- Department of Diagnostic Radiology, Fujita Health University School of Medicine, Toyoake, Aichi, Japan
| | - Hiroyuki Nagata
- Joint Research Laboratory of Advanced Medical Imaging, Fujita Health University School of Medicine, Toyoake, Aichi, Japan
| | - Takahiro Ueda
- Department of Diagnostic Radiology, Fujita Health University School of Medicine, Toyoake, Aichi, Japan
| | - Yuka Oshima
- Department of Radiology, Fujita Health University School of Medicine, Toyoake, Aichi, Japan
| | - Nayu Hamabuchi
- Department of Radiology, Fujita Health University School of Medicine, Toyoake, Aichi, Japan
| | - Takeshi Yoshikawa
- Department of Diagnostic Radiology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Daisuke Takenaka
- Department of Diagnostic Radiology, Fujita Health University School of Medicine, Toyoake, Aichi, Japan; Department of Diagnostic Radiology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Yoshiharu Ohno
- Department of Diagnostic Radiology, Fujita Health University School of Medicine, Toyoake, Aichi, Japan; Joint Research Laboratory of Advanced Medical Imaging, Fujita Health University School of Medicine, Toyoake, Aichi, Japan.
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Chae KJ, Hwang HJ, Duarte Achcar R, Cooley JC, Humphries SM, Kligerman S, Lynch DA. Central Role of CT in Management of Pulmonary Fibrosis. Radiographics 2024; 44:e230165. [PMID: 38752767 DOI: 10.1148/rg.230165] [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: 05/21/2024]
Abstract
With the approval of antifibrotic medications to treat patients with idiopathic pulmonary fibrosis and progressive pulmonary fibrosis, radiologists have an integral role in diagnosing these entities and guiding treatment decisions. CT features of early pulmonary fibrosis include irregular thickening of interlobular septa, pleura, and intralobular linear structures, with subsequent progression to reticular abnormality, traction bronchiectasis or bronchiolectasis, and honeycombing. CT patterns of fibrotic lung disease can often be reliably classified on the basis of the CT features and distribution of the condition. Accurate identification of usual interstitial pneumonia (UIP) or probable UIP patterns by radiologists can obviate the need for a tissue sample-based diagnosis. Other entities that can appear as a UIP pattern must be excluded in multidisciplinary discussion before a diagnosis of idiopathic pulmonary fibrosis is made. Although the imaging findings of nonspecific interstitial pneumonia and fibrotic hypersensitivity pneumonitis can overlap with those of a radiologic UIP pattern, these entities can often be distinguished by paying careful attention to the radiologic signs. Diagnostic challenges may include misdiagnosis of fibrotic lung disease due to pitfalls such as airspace enlargement with fibrosis, paraseptal emphysema, recurrent aspiration, and postinfectious fibrosis. The radiologist also plays an important role in identifying complications of pulmonary fibrosis-pulmonary hypertension, acute exacerbation, infection, and lung cancer in particular. In cases in which there is uncertainty regarding the clinical and radiologic diagnoses, surgical biopsy is recommended, and a multidisciplinary discussion among clinicians, radiologists, and pathologists can be used to address diagnosis and management strategies. This review is intended to help radiologists diagnose and manage pulmonary fibrosis more accurately, ultimately aiding in the clinical management of affected patients. ©RSNA, 2024 Supplemental material is available for this article.
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Affiliation(s)
- Kum Ju Chae
- From the Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University, Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea (K.J.C.); Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea (H.J.H.); and Department of Radiology (K.J.C., S.M.H., S.K., D.A.L.) and Department of Medicine, Divisions of Pathology (R.D.A.) and Pulmonary and Critical Care Medicine (J.C.C.), National Jewish Health, 1400 Jackson St, Denver, CO 80206
| | - Hye Jeon Hwang
- From the Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University, Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea (K.J.C.); Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea (H.J.H.); and Department of Radiology (K.J.C., S.M.H., S.K., D.A.L.) and Department of Medicine, Divisions of Pathology (R.D.A.) and Pulmonary and Critical Care Medicine (J.C.C.), National Jewish Health, 1400 Jackson St, Denver, CO 80206
| | - Rosane Duarte Achcar
- From the Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University, Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea (K.J.C.); Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea (H.J.H.); and Department of Radiology (K.J.C., S.M.H., S.K., D.A.L.) and Department of Medicine, Divisions of Pathology (R.D.A.) and Pulmonary and Critical Care Medicine (J.C.C.), National Jewish Health, 1400 Jackson St, Denver, CO 80206
| | - Joseph C Cooley
- From the Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University, Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea (K.J.C.); Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea (H.J.H.); and Department of Radiology (K.J.C., S.M.H., S.K., D.A.L.) and Department of Medicine, Divisions of Pathology (R.D.A.) and Pulmonary and Critical Care Medicine (J.C.C.), National Jewish Health, 1400 Jackson St, Denver, CO 80206
| | - Stephen M Humphries
- From the Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University, Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea (K.J.C.); Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea (H.J.H.); and Department of Radiology (K.J.C., S.M.H., S.K., D.A.L.) and Department of Medicine, Divisions of Pathology (R.D.A.) and Pulmonary and Critical Care Medicine (J.C.C.), National Jewish Health, 1400 Jackson St, Denver, CO 80206
| | - Seth Kligerman
- From the Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University, Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea (K.J.C.); Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea (H.J.H.); and Department of Radiology (K.J.C., S.M.H., S.K., D.A.L.) and Department of Medicine, Divisions of Pathology (R.D.A.) and Pulmonary and Critical Care Medicine (J.C.C.), National Jewish Health, 1400 Jackson St, Denver, CO 80206
| | - David A Lynch
- From the Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University, Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea (K.J.C.); Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea (H.J.H.); and Department of Radiology (K.J.C., S.M.H., S.K., D.A.L.) and Department of Medicine, Divisions of Pathology (R.D.A.) and Pulmonary and Critical Care Medicine (J.C.C.), National Jewish Health, 1400 Jackson St, Denver, CO 80206
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Páez-Carpio A, Vollmer I, Zarco FX, Matute-González M, Domenech-Ximenos B, Serrano E, Barberà JA, Blanco I, Gómez FM. Imaging of chronic thromboembolic pulmonary hypertension before, during and after balloon pulmonary angioplasty. Diagn Interv Imaging 2024; 105:215-226. [PMID: 38413273 DOI: 10.1016/j.diii.2024.02.005] [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: 12/27/2023] [Revised: 02/07/2024] [Accepted: 02/09/2024] [Indexed: 02/29/2024]
Abstract
Balloon pulmonary angioplasty (BPA) has recently been elevated as a class I recommendation for the treatment of inoperable or residual chronic thromboembolic pulmonary hypertension (CTEPH). Proper patient selection, procedural safety, and post-procedural evaluation are crucial in the management of these patients, with imaging work-up playing a pivotal role. Understanding the diagnostic and therapeutic imaging algorithms of CTEPH, the imaging features of patients amenable to BPA, all imaging findings observed during and immediately after the procedure and the changes observed during the follow-up is crucial for all interventional radiologists involved in the care of patients with CTEPH. This article illustrates the imaging work-up of patients with CTEPH amenable to BPA, the imaging findings observed before, during and after BPA, and provides a detailed description of all imaging modalities available for CTEPH evaluation.
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Affiliation(s)
- Alfredo Páez-Carpio
- Department of Radiology, CDI, Hospital Clínic Barcelona, Barcelona 08036, Spain; Department of Medical Imaging, University of Toronto, Toronto M5T 1W7, ON, Canada; Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona 08036, Spain.
| | - Ivan Vollmer
- Department of Radiology, CDI, Hospital Clínic Barcelona, Barcelona 08036, Spain; Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona 08036, Spain
| | - Federico X Zarco
- Department of Radiology, CDI, Hospital Clínic Barcelona, Barcelona 08036, Spain; Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona 08036, Spain
| | | | | | - Elena Serrano
- Department of Radiology, Hospital Universitari de Bellvitge, L'Hospitalet de Llobregat 08907, Spain
| | - Joan A Barberà
- Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona 08036, Spain; Department of Pulmonary Medicine, ICR, Hospital Clínic Barcelona, Barcelona 08036, Spain; Biomedical Research Networking Centre on Respiratory Diseases (CIBERES), Madrid 28029, Spain
| | - Isabel Blanco
- Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona 08036, Spain; Department of Pulmonary Medicine, ICR, Hospital Clínic Barcelona, Barcelona 08036, Spain; Biomedical Research Networking Centre on Respiratory Diseases (CIBERES), Madrid 28029, Spain
| | - Fernando M Gómez
- Interventional Radiology Unit, Department of Radiology, Hospital Universitari i Politècnic La Fe, València 46026, Spain; Interventional Radiology Unit, Department of Radiology, The Netherlands Cancer Institute, Amsterdam 1066 CX, the Netherlands
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5
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Gertz RJ, Gerhardt F, Pienn M, Lennartz S, Kröger JR, Caldeira L, Pennig L, Schömig TH, Hokamp NG, Maintz D, Rosenkranz S, Bunck AC. Dual-layer dual-energy CT-derived pulmonary perfusion for the differentiation of acute pulmonary embolism and chronic thromboembolic pulmonary hypertension. Eur Radiol 2024; 34:2944-2956. [PMID: 37921925 PMCID: PMC11126515 DOI: 10.1007/s00330-023-10337-4] [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: 04/24/2023] [Revised: 09/18/2023] [Accepted: 10/03/2023] [Indexed: 11/05/2023]
Abstract
OBJECTIVES To evaluate dual-layer dual-energy computed tomography (dlDECT)-derived pulmonary perfusion maps for differentiation between acute pulmonary embolism (PE) and chronic thromboembolic pulmonary hypertension (CTEPH). METHODS This retrospective study included 131 patients (57 patients with acute PE, 52 CTEPH, 22 controls), who underwent CT pulmonary angiography on a dlDECT. Normal and malperfused areas of lung parenchyma were semiautomatically contoured using iodine density overlay (IDO) maps. First-order histogram features of normal and malperfused lung tissue were extracted. Iodine density (ID) was normalized to the mean pulmonary artery (MPA) and the left atrium (LA). Furthermore, morphological imaging features for both acute and chronic PE, as well as the combination of histogram and morphological imaging features, were evaluated. RESULTS In acute PE, normal perfused lung areas showed a higher mean and peak iodine uptake normalized to the MPA than in CTEPH (both p < 0.001). After normalizing mean ID in perfusion defects to the LA, patients with acute PE had a reduced average perfusion (IDmean,LA) compared to both CTEPH patients and controls (p < 0.001 for both). IDmean,LA allowed for a differentiation between acute PE and CTEPH with moderate accuracy (AUC: 0.72, sensitivity 74%, specificity 64%), resulting in a PPV and NPV for CTEPH of 64% and 70%. Combining IDmean,LA in the malperfused areas with the diameter of the MPA (MPAdia) significantly increased its ability to differentiate between acute PE and CTEPH (sole MPAdia: AUC: 0.76, 95%-CI: 0.68-0.85 vs. MPAdia + 256.3 * IDmean,LA - 40.0: AUC: 0.82, 95%-CI: 0.74-0.90, p = 0.04). CONCLUSION dlDECT enables quantification and characterization of pulmonary perfusion patterns in acute PE and CTEPH. Although these lack precision when used as a standalone criterion, when combined with morphological CT parameters, they hold potential to enhance differentiation between the two diseases. CLINICAL RELEVANCE STATEMENT Differentiating between acute PE and CTEPH based on morphological CT parameters is challenging, often leading to a delay in CTEPH diagnosis. By revealing distinct pulmonary perfusion patterns in both entities, dlDECT may facilitate timely diagnosis of CTEPH, ultimately improving clinical management. KEY POINTS • Morphological imaging parameters derived from CT pulmonary angiography to distinguish between acute pulmonary embolism and chronic thromboembolic pulmonary hypertension lack diagnostic accuracy. • Dual-layer dual-energy CT reveals different pulmonary perfusion patterns between acute pulmonary embolism and chronic thromboembolic pulmonary hypertension. • The identified parameters yield potential to enable more timely identification of patients with chronic thromboembolic pulmonary hypertension.
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Affiliation(s)
- Roman Johannes Gertz
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.
| | - Felix Gerhardt
- Department of Cardiology, Heart Center, Faculty of Medicine, University of Cologne, Cologne, Germany
| | - Michael Pienn
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
| | - Simon Lennartz
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Jan Robert Kröger
- Department of Radiology, Neuroradiology and Nuclear Medicine, Ruhr University Bochum, Johannes Wesling University Hospital, Bochum, Germany
| | - Liliana Caldeira
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Lenhard Pennig
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Thomas Henning Schömig
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Nils Große Hokamp
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - David Maintz
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Stephan Rosenkranz
- Department of Cardiology, Heart Center, Faculty of Medicine, University of Cologne, Cologne, Germany
| | - Alexander Christian Bunck
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
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Wilson BK, Sadowski CK, Baeten RG. A clinician's guide to pulmonary hypertension. JAAPA 2024; 37:12-18. [PMID: 38484294 DOI: 10.1097/01.jaa.0001007360.09090.5f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/28/2024]
Abstract
ABSTRACT Despite advances in diagnosis and treatment, pulmonary hypertension has high morbidity and mortality. The presenting symptoms often are vague and may mimic other more common diseases, so patients can be misdiagnosed or missed early in the disease process. Early detection of pulmonary hypertension by primary care providers can play an important role in patient outcomes and survival. Identifying signs and symptoms, understanding the causes and classifications, and knowing the systematic approach to evaluating and diagnosing patients with suspected pulmonary hypertension are key to preventing premature patient decline.
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Affiliation(s)
- Bailey K Wilson
- Bailey K. Wilson practices at Wellstar Colon Rectal in Roswell, Ga. Catherine K. Sadowski is a clinical associate professor in the PA program at Mercer University in Atlanta, Ga. Robert G. Baeten is a clinical assistant professor in the PA program at Mercer University and practices in cardiac critical care at Northside Hospital in Canton, Ga. The authors have disclosed no potential conflicts of interest, financial or otherwise
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Hrdlicka J, Jurka M, Bircakova B, Ambroz D, Jansa P, Burgetova A, Lambert L. Even non-expert radiologists report chronic thromboembolic pulmonary hypertension (CTEPH) on CT pulmonary angiography with high sensitivity and almost perfect agreement. Eur Radiol 2024; 34:1086-1093. [PMID: 37606660 DOI: 10.1007/s00330-023-10098-0] [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: 03/09/2023] [Revised: 05/15/2023] [Accepted: 06/25/2023] [Indexed: 08/23/2023]
Abstract
OBJECTIVES To assess the diagnostic performance and interobserver agreement of CT pulmonary angiography (CTPA) in the detection of chronic thromboembolic pulmonary hypertension (CTEPH) and its features among radiologists of different levels of experience. MATERIALS AND METHODS In this retrospective, single-center, single-blinded study, three radiologists with different levels of experience in CT imaging (R1:15 years, R2:6 years, and R3:3 years) evaluated CTPA of 51 patients ultimately diagnosed with CTEPH (European Society of Cardiology guidelines) and 49 patients without CTEPH in random order to assess the presence of CTEPH, its features in the pulmonary artery tree, proximal level of involvement, bronchial artery hypertrophy, mosaic perfusion, and right heart overload. RESULTS CTPAs of 51 patients with CTEPH (median age, 66 years (IQR 56-72), 28 men) and 49 patients without CTEPH (median age, 65 years (IQR 50-74), 25 men) were evaluated. The sensitivity and specificity for the detection of CTEPH was 100% (all radiologists) and 100% (R1), 96% (R2), and 96% (R3) with almost perfect agreement (κ = 0.95). The sensitivity and specificity for detecting CTEPH by mosaic perfusion would be 89% (95%CI 83-93%) and 81% (74-87%). The level of pulmonary artery involvement was reported with moderate agreement (κ = 0.54, 95%CI 0.40-0.65). Substantial agreement was found in the evaluation of mosaic attenuation (κ = 0.75, 95%CI 0.64-0.84), right heart overload (κ = 0.68, 95%CI 0.56-0.79), and bronchial artery hypertrophy (0.71, 95%CI 0.59-0.82) which were the best predictors of CTEPH (p < 0.0001). CONCLUSIONS CTPA has high sensitivity and specificity in detecting CTEPH and almost perfect agreement among radiologists of different levels of expertise. CLINICAL RELEVANCE CT pulmonary angiography can be used as a first-line imaging modality in patients with suspected chronic thromboembolic pulmonary hypertension (CTEPH) even when interpreted by non-CTEPH experts. KEY POINTS • CT pulmonary angiography has high sensitivity and specificity in detecting chronic thromboembolic pulmonary hypertension (CTEPH) and almost perfect interobserver agreement among radiologists of different levels of expertise. • Substantial agreement exists in the assessment of mosaic attenuation, right heart overload, and bronchial artery hypertrophy, which are the best predictors of CTEPH.
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Affiliation(s)
- Jan Hrdlicka
- Department of Radiology, First Faculty of Medicine, Charles University and General University Hospital in Prague, U Nemocnice 2, 128 08, Prague 2, Czech Republic
| | - Martin Jurka
- Department of Radiology, First Faculty of Medicine, Charles University and General University Hospital in Prague, U Nemocnice 2, 128 08, Prague 2, Czech Republic
| | - Bianka Bircakova
- Department of Radiology, First Faculty of Medicine, Charles University and General University Hospital in Prague, U Nemocnice 2, 128 08, Prague 2, Czech Republic
| | - David Ambroz
- 2nd Department of Cardiovascular Medicine, First Faculty of Medicine, Charles University and General University Hospital in Prague, U Nemocnice 2, 128 08, Prague 2, Czech Republic
| | - Pavel Jansa
- 2nd Department of Cardiovascular Medicine, First Faculty of Medicine, Charles University and General University Hospital in Prague, U Nemocnice 2, 128 08, Prague 2, Czech Republic
| | - Andrea Burgetova
- Department of Radiology, First Faculty of Medicine, Charles University and General University Hospital in Prague, U Nemocnice 2, 128 08, Prague 2, Czech Republic
| | - Lukas Lambert
- Department of Radiology, First Faculty of Medicine, Charles University and General University Hospital in Prague, U Nemocnice 2, 128 08, Prague 2, Czech Republic.
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Ohno Y, Ozawa Y, Nagata H, Ueda T, Yoshikawa T, Takenaka D, Koyama H. Lung Magnetic Resonance Imaging: Technical Advancements and Clinical Applications. Invest Radiol 2024; 59:38-52. [PMID: 37707840 DOI: 10.1097/rli.0000000000001017] [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: 09/15/2023]
Abstract
ABSTRACT Since lung magnetic resonance imaging (MRI) became clinically available, limited clinical utility has been suggested for applying MRI to lung diseases. Moreover, clinical applications of MRI for patients with lung diseases or thoracic oncology may vary from country to country due to clinical indications, type of health insurance, or number of MR units available. Because of this situation, members of the Fleischner Society and of the Japanese Society for Magnetic Resonance in Medicine have published new reports to provide appropriate clinical indications for lung MRI. This review article presents a brief history of lung MRI in terms of its technical aspects and major clinical indications, such as (1) what is currently available, (2) what is promising but requires further validation or evaluation, and (3) which developments warrant research-based evaluations in preclinical or patient studies. We hope this article will provide Investigative Radiology readers with further knowledge of the current status of lung MRI and will assist them with the application of appropriate protocols in routine clinical practice.
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Affiliation(s)
- Yoshiharu Ohno
- From the Department of Diagnostic Radiology, Fujita Health University School of Medicine, Toyoake, Aichi, Japan (Y. Ohno); Joint Research Laboratory of Advanced Medical Imaging, Fujita Health University School of Medicine, Toyoake, Aichi, Japan (Y. Ohno and H.N.); Department of Radiology, Fujita Health University School of Medicine, Toyoake, Aichi, Japan (Y. Ozawa and T.U.); Department of Diagnostic Radiology, Hyogo Cancer Center, Akashi, Hyogo, Japan (T.Y., D.T.); and Department of Radiology, Advanced Diagnostic Medical Imaging, Kobe University Graduate School of Medicine, Kobe, Hyogo, Japan (H.K.)
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Pienn M, Gertz RJ, Gerhardt F, Kröger JR, Zaytoun H, Reimer RP, Kaplan A, Wissmüller M, Kovacs G, Rosenkranz S, Olschewski H, Bunck AC. CT-derived lung vessel morphology correlates with prognostic markers in precapillary pulmonary hypertension. J Heart Lung Transplant 2024; 43:54-65. [PMID: 37619642 DOI: 10.1016/j.healun.2023.08.013] [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: 02/19/2023] [Revised: 07/30/2023] [Accepted: 08/16/2023] [Indexed: 08/26/2023] Open
Abstract
BACKGROUND While computed tomography pulmonary angiography (CTPA) is an integral part of the work-up in patients with suspected pulmonary hypertension (PH), there is no established CTPA-derived prognostic marker. We aimed to assess whether quantitative readouts of lung vessel morphology correlate with established prognostic indicators in PH. METHODS We applied a fully-automatic in-house developed algorithm for segmentation of arteries and veins to determine lung vessel morphology in patients with precapillary PH who underwent right heart catheterization and CTPA between May 2016 and May 2019. Primary endpoint of this retrospective study was the calculation of receiver operating characteristics for identifying low and high mortality risk according to the 3-strata risk assessment model presented in the current guidelines. RESULTS We analyzed 73 patients, median age 65 years (interquartile range (IQR): 54-76), female/male ratio 35/38, median mean pulmonary arterial pressure 37 mm Hg (IQR: 30-46), and found significant correlations with important prognostic factors in pulmonary arterial hypertension. N-terminal pro-brain natriuretic peptide, cardiac index, mixed venous oxygen saturation, and 6-minute walking distance were correlated with the ratio of the number of arteries over veins with vessel diameters of 6-10 mm (Spearman correlation coefficients ρ = 0.64, p < 0.001; ρ = -0.60, p < 0.001; ρ = -0.47, p = 0.005; ρ = -0.45, p = 0.001, respectively). This ratio predicted a low- and high-risk score with an area under the curve of 0.73 (95% confidence interval (CI): 0.56-0.90) and 0.86 (95% CI: 0.74-0.97), respectively. CONCLUSIONS The ratio of the number of arteries over veins with diameters between 6 and 10 mm is significantly correlated with prognostic markers in pulmonary hypertension and predicts low and high mortality risk.
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Affiliation(s)
- Michael Pienn
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria
| | - Roman J Gertz
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Felix Gerhardt
- Department of Cardiology and Cologne Cardiovascular Research Center (CCRC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Jan R Kröger
- Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling University Hospital, Ruhr University Bochum, Bochum, Germany
| | - Hasan Zaytoun
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Robert P Reimer
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Anil Kaplan
- Department of Cardiology and Cologne Cardiovascular Research Center (CCRC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Max Wissmüller
- Department of Cardiology and Cologne Cardiovascular Research Center (CCRC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Gabor Kovacs
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria; Division of Pulmonology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
| | - Stephan Rosenkranz
- Department of Cardiology and Cologne Cardiovascular Research Center (CCRC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Horst Olschewski
- Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria; Division of Pulmonology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
| | - Alexander C Bunck
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.
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10
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Sanges S, Sobanski V, Lamblin N, Hachulla E, Savale L, Montani D, Launay D. Pulmonary hypertension in connective tissue diseases: What every CTD specialist should know - but is afraid to ask! Rev Med Interne 2024; 45:26-40. [PMID: 37925256 DOI: 10.1016/j.revmed.2023.10.450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 10/15/2023] [Accepted: 10/16/2023] [Indexed: 11/06/2023]
Abstract
Pulmonary hypertension (PH) is a possible complication of connective tissue diseases (CTDs), especially systemic sclerosis (SSc), systemic lupus erythematosus (SLE) and mixed connective tissue disease (MCTD). It is defined by an elevation of the mean pulmonary arterial pressure above 20mmHg documented during a right heart catheterization (RHC). Due to their multiorgan involvement, CTDs can induce PH by several mechanisms, that are sometimes intricated: pulmonary vasculopathy (group 1) affecting arterioles (pulmonary arterial hypertension, PAH) and possibly venules (pulmonary veno-occlusive-like disease), left-heart disease (group 2), chronic lung disease (group 3) and/or chronic thromboembolic PH (group 4). PH suspicion is often raised by clinical manifestations (dyspnea, fatigue), echocardiographic data (increased peak tricuspid regurgitation velocity), isolated decrease in DLCO in pulmonary function tests, and/or unexplained elevation of BNP/NT-proBNP. Its formal diagnosis always requires a hemodynamic confirmation by RHC. Strategies for PH screening and RHC referral have been extensively investigated for SSc-PAH but data are lacking in other CTDs. Therapeutic management of PH depends of the underlying mechanism(s): PAH-approved therapies in group 1 PH (with possible use of immunosuppressants, especially in case of SLE or MCTD); management of an underlying left-heart disease in group 2 PH; management of an underlying chronic lung disease in group 3 PH; anticoagulation, pulmonary endartectomy, PAH-approved therapies and/or balloon pulmonary angioplasty in group 4 PH. Regular follow-up is mandatory in all CTD-PH patients.
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Affiliation(s)
- S Sanges
- Université de Lille, U1286, INFINITE, Institute for Translational Research in Inflammation, 59000 Lille, France; Inserm, 59000 Lille, France; CHU de Lille, Département de Médecine Interne et Immunologie Clinique, 59000 Lille, France; Centre National de Référence Maladies Auto-immunes Systémiques Rares du Nord et Nord-Ouest de France (CeRAINO), 59000 Lille, France; Health Care Provider of the European Reference Network on Rare Connective Tissue and Musculoskeletal Diseases Network (ReCONNET), 59000 Lille, France.
| | - V Sobanski
- Université de Lille, U1286, INFINITE, Institute for Translational Research in Inflammation, 59000 Lille, France; Inserm, 59000 Lille, France; CHU de Lille, Département de Médecine Interne et Immunologie Clinique, 59000 Lille, France; Centre National de Référence Maladies Auto-immunes Systémiques Rares du Nord et Nord-Ouest de France (CeRAINO), 59000 Lille, France; Health Care Provider of the European Reference Network on Rare Connective Tissue and Musculoskeletal Diseases Network (ReCONNET), 59000 Lille, France
| | - N Lamblin
- CHU de Lille, Service de Cardiologie, 59000 Lille, France; Institut Pasteur de Lille, Inserm U1167, 59000 Lille, France
| | - E Hachulla
- Université de Lille, U1286, INFINITE, Institute for Translational Research in Inflammation, 59000 Lille, France; Inserm, 59000 Lille, France; CHU de Lille, Département de Médecine Interne et Immunologie Clinique, 59000 Lille, France; Centre National de Référence Maladies Auto-immunes Systémiques Rares du Nord et Nord-Ouest de France (CeRAINO), 59000 Lille, France; Health Care Provider of the European Reference Network on Rare Connective Tissue and Musculoskeletal Diseases Network (ReCONNET), 59000 Lille, France
| | - L Savale
- Université Paris Saclay, School of Medicine, Le Kremlin-Bicêtre, France; AP-HP, Department of Respiratory and Intensive Care Medicine, Hôpital Bicêtre, Le Kremlin-Bicêtre, France; Inserm UMR_S 999, Hôpital Marie-Lannelongue, Le Plessis-Robinson, France
| | - D Montani
- Université Paris Saclay, School of Medicine, Le Kremlin-Bicêtre, France; AP-HP, Department of Respiratory and Intensive Care Medicine, Hôpital Bicêtre, Le Kremlin-Bicêtre, France; Inserm UMR_S 999, Hôpital Marie-Lannelongue, Le Plessis-Robinson, France
| | - D Launay
- Université de Lille, U1286, INFINITE, Institute for Translational Research in Inflammation, 59000 Lille, France; Inserm, 59000 Lille, France; CHU de Lille, Département de Médecine Interne et Immunologie Clinique, 59000 Lille, France; Centre National de Référence Maladies Auto-immunes Systémiques Rares du Nord et Nord-Ouest de France (CeRAINO), 59000 Lille, France; Health Care Provider of the European Reference Network on Rare Connective Tissue and Musculoskeletal Diseases Network (ReCONNET), 59000 Lille, France
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11
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Delcroix M, Belge C, Maleux G, Godinas L. Monographic Issue on Pulmonary Hypertension: Medical and Interventional Treatment for Chronic Thromboembolic Pulmonary Hypertension. Semin Respir Crit Care Med 2023; 44:840-850. [PMID: 37567250 DOI: 10.1055/s-0043-1770122] [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: 08/13/2023]
Abstract
Chronic thromboembolic pulmonary hypertension (CTEPH) is a rare complication of acute pulmonary embolism. The reasons why clots do not resorb are incompletely understood, but the result is partial or complete fibrothrombotic obstruction of pulmonary arteries. A secondary microvasculopathy aggravates the pulmonary hypertension (PH) as a consequence of high flow and shear stress in the nonoccluded arteries. The treatment of CTEPH has long been purely surgical, but many patients were inoperable because of inaccessible lesions or severe comorbidities. Alternatives were developed, including medical therapy and more recently balloon pulmonary angioplasty (BPA). Depending on the generation of the obstructed vessels, the treatment will be surgical, up to the (sub)segmental level, or by BPA for more distal vessels. PH drugs are used to treat the microvasculopathy. The current paper describes the therapeutic management of inoperable patients: the medical approach with PH drugs used in mono- or combination therapy; the proper use of anticoagulants in CTEPH; the technique, indications, and results at short- and long-term of BPA; the multimodal approach for inoperable patients combining PH drugs and BPA; and the effects of rehabilitation. It shows the importance of a multidisciplinary approach to the disease.
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Affiliation(s)
- Marion Delcroix
- Clinical Department of Respiratory Diseases, Department of Chronic Diseases and Metabolism (CHROMETA), Laboratory of Respiratory Diseases and Thoracic Surgery (BREATHE), KU Leuven-University of Leuven, University Hospitals of Leuven, Leuven, Belgium
- European Reference Network on Rare Pulmonary Diseases (ERN-LUNG), Belgium
| | - Catharina Belge
- Clinical Department of Respiratory Diseases, Department of Chronic Diseases and Metabolism (CHROMETA), Laboratory of Respiratory Diseases and Thoracic Surgery (BREATHE), KU Leuven-University of Leuven, University Hospitals of Leuven, Leuven, Belgium
- European Reference Network on Rare Pulmonary Diseases (ERN-LUNG), Belgium
| | - Geert Maleux
- Clinical Department of Radiology, University Hospitals of Leuven, Leuven, Belgium
| | - Laurent Godinas
- Clinical Department of Respiratory Diseases, Department of Chronic Diseases and Metabolism (CHROMETA), Laboratory of Respiratory Diseases and Thoracic Surgery (BREATHE), KU Leuven-University of Leuven, University Hospitals of Leuven, Leuven, Belgium
- European Reference Network on Rare Pulmonary Diseases (ERN-LUNG), Belgium
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12
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Tello K, Richter MJ, Kremer N, Gall H, Egenlauf B, Sorichter S, Heberling M, Douschan P, Hager A, Yogeswaran A, Behr J, Xanthouli P, Held M. [Diagnostic Algorithm and Screening of Pulmonary Hypertension]. Pneumologie 2023; 77:871-889. [PMID: 37963477 DOI: 10.1055/a-2145-4678] [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: 11/16/2023]
Abstract
The new guidelines for the diagnosis and treatment of pulmonary hypertension include a new diagnostic algorithm and provide specific recommendations for the required diagnostic procedures, including screening methods. These recommendations are commented on by national experts under the auspices of the DACH. These comments provide additional decision support and background information, serving as a further guide for the complex diagnosis of pulmonary hypertension.
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Affiliation(s)
- Khodr Tello
- Medizinische Klinik II, Justus-Liebig-Universität Gießen, Universitäten Gießen und Marburg Lung Center (UGMLC), Mitglied des Deutschen Zentrums für Lungenforschung (DZL), Deutschland
| | - Manuel J Richter
- Medizinische Klinik II, Justus-Liebig-Universität Gießen, Universitäten Gießen und Marburg Lung Center (UGMLC), Mitglied des Deutschen Zentrums für Lungenforschung (DZL), Deutschland
| | - Nils Kremer
- Medizinische Klinik II, Justus-Liebig-Universität Gießen, Universitäten Gießen und Marburg Lung Center (UGMLC), Mitglied des Deutschen Zentrums für Lungenforschung (DZL), Deutschland
| | - Henning Gall
- Medizinische Klinik II, Justus-Liebig-Universität Gießen, Universitäten Gießen und Marburg Lung Center (UGMLC), Mitglied des Deutschen Zentrums für Lungenforschung (DZL), Deutschland
| | - Benjamin Egenlauf
- Zentrum für pulmonale Hypertonie, Thoraxklinik Heidelberg gGmbH am Universitätsklinikum Heidelberg, Heidelberg, Deutschland, Mitglied des Deutschen Zentrums für Lungenforschung (DZL)
| | - Stephan Sorichter
- Klinik für Pneumologie und Beatmungsmedizin, St.-Josefskrankenhaus, Freiburg im Breisgau, Deutschland
| | - Melanie Heberling
- Universitätsklinikum Dresden, Med. Klinik I, Pneumologie, Dresden, Deutschland
| | - Philipp Douschan
- Abteilung für Pulmonologie, Universitätsklinik für Innere Medizin, Graz, Österreich; Ludwig Boltzmann Institut für Lungengefäßforschung, Graz, Österreich
| | - Alfred Hager
- Department of Paediatric Cardiology and Congenital Heart Defects, Deutsches Herzzentrum München, München, Deutschland
| | - Athiththan Yogeswaran
- Medizinische Klinik II, Justus-Liebig-Universität Gießen, Universitäten Gießen und Marburg Lung Center (UGMLC), Mitglied des Deutschen Zentrums für Lungenforschung (DZL), Deutschland
| | - Jürgen Behr
- LMU Klinikum München, Medizinische Klinik und Poliklinik V, München, Deutschland. Comprehensive Pneumology Center (CPC-M), Mitglied des Deutschen Zentrums für Lungenforschung (DZL)
| | - Panagiota Xanthouli
- Zentrum für pulmonale Hypertonie, Thoraxklinik Heidelberg gGmbH am Universitätsklinikum Heidelberg, Heidelberg, Deutschland, Mitglied des Deutschen Zentrums für Lungenforschung (DZL)
| | - Matthias Held
- Klinikum Würzburg Mitte, Medizinische Klinik Schwerpunkt Pneumologie & Beatmungsmedizin, Würzburg, Deutschland
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13
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Liu A, Xu W, Xi L, Deng M, Yang H, Huang Q, Gao Q, Zhang P, Xie W, Huang Z, Liu M. Cardiovascular metrics on CT pulmonary angiography in patients with pulmonary hypertension - re-evaluation under the updated guidelines of pulmonary hypertension. Insights Imaging 2023; 14:179. [PMID: 37872384 PMCID: PMC10593727 DOI: 10.1186/s13244-023-01535-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 09/30/2023] [Indexed: 10/25/2023] Open
Abstract
PURPOSE To re-assess cardiovascular metrics on computed tomography pulmonary angiography (CTPA) in predicting pulmonary hypertension (PH) under the 2022 ESC/ERS guidelines. MATERIALS AND METHODS This observational study retrospectively included 272 patients (female 143, mean age = 54.9 ± 12.5 years old) with suspected PH. 218 patients were grouped to evaluate cardiovascular metrics on CTPA and develop a binary logistic regression model. The other 54 patients were grouped into the validation group to assess the performance of the prediction model under the updated criteria. Based on mean pulmonary artery pressure (mPAP), patients were divided into three groups: group A consisted of patients with mPAP ≤ 20 mmHg, group B included patients with 20 mmHg < mPAP < 25 mmHg, and group C comprised patients with mPAP ≥ 25 mmHg. Cardiovascular metrics among the three groups were compared, and receiver operating characteristic curves (ROCs) were used to evaluate the performance of cardiovascular metrics in predicting mPAP > 20 mmHg. RESULTS The main pulmonary arterial diameter (MPAd), MPAd/ascending aorta diameter ratio (MPAd/AAd ratio), and right ventricular free wall thickness (RVFWT) showed significant differences among the three groups (p < 0.05). The area under curve (AUC) of MPAd was larger than MPAd/AAd ratio and RVFWT. A MPAd cutoff value of 30.0 mm has a sensitivity of 83.1% and a specificity of 90.4%. The AUC of the binary logistic regression model (Z = - 12.98187 + 0.31053 MPAd + 1.04863 RVFWT) was 0.938 ± 0.018. In the validation group, the AUC, sensitivity, specificity, and accuracy of the prediction model were 0.878, 92.7%, 76.9%, and 88.9%, respectively. CONCLUSION Under the updated criteria, MPAd with a threshold value of 30.0 mm has better sensitivity and specificity in predicting PH. The binary logistic regression model may improve the diagnostic accuracy. CRITICAL RELEVANCE STATEMENT Under the updated criteria, the main pulmonary arterial diameter with a threshold value of 30.0 mm has better sensitivity and specificity in predicting pulmonary hypertension. The binary logistic regression model may improve diagnostic accuracy. KEY POINTS • According to 2022 ESC/ERS guidelines, a MPAd cutoff value of 30.0 mm has better sensitivity and specificity in predicting mPAP > 20 mmHg • A binary logistic regression model (Z = - 12.98187 + 0.31053 MPAd + 1.04863 RVFWT) was developed and had a sensitivity, specificity, and accuracy of 92.7%, 76.9%, and 88.9% in predicting mPAP > 20 mmHg. • A binary logistic regression prediction model outperforms MPAd in predicting mPAP > 20 mmHg.
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Affiliation(s)
- Anqi Liu
- China-Japan Friendship Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100005, China
| | - Wenqing Xu
- Department of Radiology, Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100191, China
| | - Linfeng Xi
- Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, 100029, China
- Capital Medical University, Beijing, 100069, China
| | - Mei Deng
- China-Japan Friendship Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100005, China
| | - Haoyu Yang
- Department of Radiology, Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100191, China
| | - Qiang Huang
- Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Qian Gao
- Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Peiyao Zhang
- Capital Medical University, Beijing, 100069, China
| | - Wanmu Xie
- Department of Pulmonary and Critical Care Medicine, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Zhenguo Huang
- Department of Radiology, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Min Liu
- Department of Radiology, China-Japan Friendship Hospital, Beijing, 100029, China.
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14
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Braga CL, Santos RT, da Silva CM, de Novaes Rocha N, Felix NS, Medeiros M, Melo MM, Silva JD, Teixeira DE, Neves CC, Rocco PRM, Cruz FF, Silva PL. Therapeutic effects of hypoxia-preconditioned bone marrow-derived mesenchymal stromal cells and their extracellular vesicles in experimental pulmonary arterial hypertension. Life Sci 2023; 329:121988. [PMID: 37517581 DOI: 10.1016/j.lfs.2023.121988] [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: 03/15/2023] [Revised: 07/17/2023] [Accepted: 07/27/2023] [Indexed: 08/01/2023]
Abstract
AIMS To evaluate BM-MSCs and their extracellular vesicles (EVs) preconditioned with hypoxia or normoxia in experimental pulmonary arterial hypertension (PAH). MAIN METHODS BM-MSCs were isolated and cultured under normoxia (MSC-N, 21%O2) or hypoxia (MSC-H, 1%O2) for 48 h. EVs were then isolated from MSCs under normoxia (EV-N) or hypoxia (EV-H). PAH was induced in male Wistar rats (n = 35) with monocrotaline (60 mg/kg); control animals (CTRL, n = 7) were treated with saline. On day 14, PAH animals received MSCs or EVs under normoxia or hypoxia, intravenously (n = 7/group). On day 28, right ventricular systolic pressure (RVSP), pulmonary acceleration time (PAT)/pulmonary ejection time (PET), and right ventricular hypertrophy (RVH) index were evaluated. Perivascular collagen content, vascular wall thickness, and endothelium-mesenchymal transition were analyzed. KEY FINDINGS PAT/PET was lower in the PAH group (0.26 ± 0.02, P < 0.001) than in CTRLs (0.43 ± 0.02) and only increased in the EV-H group (0.33 ± 0.03, P = 0.014). MSC-N (32 ± 6 mmHg, P = 0.036), MSC-H (31 ± 3 mmHg, P = 0.019), EV-N (27 ± 4 mmHg, P < 0.001), and EV-H (26 ± 5 mmHg, P < 0.001) reduced RVSP compared with the PAH group (39 ± 4 mmHg). RVH was higher in the PAH group than in CTRL and reduced after all therapies. All therapies decreased perivascular collagen fiber content, vascular wall thickness, and the expression of endothelial markers remained unaltered; only MSC-H and EV-H decreased expression of mesenchymal markers in pulmonary arterioles. SIGNIFICANCE MSCs and EVs, under normoxia or hypoxia, reduced right ventricular hypertrophy, perivascular collagen, and vessel wall thickness. Under hypoxia, MSCs and EVs were more effective at improving endothelial to mesenchymal transition in experimental PAH.
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Affiliation(s)
- Cássia Lisboa Braga
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil; National Institute of Science and Technology for Regenerative Medicine, Rio de Janeiro, Brazil
| | - Renata Trabach Santos
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Carla Medeiros da Silva
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Nazareth de Novaes Rocha
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil; National Institute of Science and Technology for Regenerative Medicine, Rio de Janeiro, Brazil; Department of Physiology and Pharmacology, Biomedical Institute, Fluminense Federal University, Niteroi, Brazil
| | - Nathane Santanna Felix
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Mayck Medeiros
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Monique Martins Melo
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Johnatas Dutra Silva
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil; National Institute of Science and Technology for Regenerative Medicine, Rio de Janeiro, Brazil
| | - Douglas Esteves Teixeira
- Laboratory of Biochemistry and Cell Signaling, Institute of Biophysics Carlos Chagas Filho, Federal University of Rio de Janeiro, RJ, Brazil
| | - Celso Caruso Neves
- National Institute of Science and Technology for Regenerative Medicine, Rio de Janeiro, Brazil; Laboratory of Biochemistry and Cell Signaling, Institute of Biophysics Carlos Chagas Filho, Federal University of Rio de Janeiro, RJ, Brazil
| | - Patricia Rieken Macedo Rocco
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil; National Institute of Science and Technology for Regenerative Medicine, Rio de Janeiro, Brazil
| | - Fernanda Ferreira Cruz
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil; National Institute of Science and Technology for Regenerative Medicine, Rio de Janeiro, Brazil
| | - Pedro Leme Silva
- Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil; National Institute of Science and Technology for Regenerative Medicine, Rio de Janeiro, Brazil.
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15
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Delcroix M, de Perrot M, Jaïs X, Jenkins DP, Lang IM, Matsubara H, Meijboom LJ, Quarck R, Simonneau G, Wiedenroth CB, Kim NH. Chronic thromboembolic pulmonary hypertension: realising the potential of multimodal management. THE LANCET. RESPIRATORY MEDICINE 2023; 11:836-850. [PMID: 37591299 DOI: 10.1016/s2213-2600(23)00292-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 07/13/2023] [Accepted: 07/24/2023] [Indexed: 08/19/2023]
Abstract
Chronic thromboembolic pulmonary hypertension (CTEPH) is a rare complication of acute pulmonary embolism. Important advances have enabled better understanding, characterisation, and treatment of this condition. Guidelines recommending systematic follow-up after acute pulmonary embolism, and the insight that CTEPH can mimic acute pulmonary embolism on initial presentation, have led to the definition of CTEPH imaging characteristics, the introduction of artificial intelligence diagnosis pathways, and thus the prospect of easier and earlier CTEPH diagnosis. In this Series paper, we show how the understanding of CTEPH as a sequela of inflammatory thrombosis has driven successful multidisciplinary management that integrates surgical, interventional, and medical treatments. We provide imaging examples of classical major vessel targets, describe microvascular targets, define available tools, and depict an algorithm facilitating the initial treatment strategy in people with newly diagnosed CTEPH based on a multidisciplinary team discussion at a CTEPH centre. Further work is needed to optimise the use and combination of multimodal therapeutic options in CTEPH to improve long-term outcomes for patients.
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Affiliation(s)
- Marion Delcroix
- Clinical Department of Respiratory Diseases, University Hospitals of Leuven and Laboratory of Respiratory Diseases and Thoracic Surgery (BREATHE), Department of Chronic Diseases and Metabolism (CHROMETA), KU Leuven-University of Leuven, Leuven, Belgium.
| | - Marc de Perrot
- Division of Thoracic Surgery, Toronto General Hospital, Toronto, ON, Canada
| | - Xavier Jaïs
- Assistance Publique-Hôpitaux de Paris (AP-HP), Service de Pneumologie, Hôpital Bicêtre, Université Paris-Saclay, Le Kremlin-Bicêtre, France
| | - David P Jenkins
- Department of Cardiothoracic Surgery, Royal Papworth Hospital, Cambridge, UK
| | - Irene M Lang
- Division of Cardiology, Department of Internal Medicine II, Vienna General Hospital, Centre for CardioVascular Medicine, Medical University of Vienna, Vienna, Austria
| | - Hiromi Matsubara
- National Hospital Organization Okayama Medical Center, Okayama, Japan
| | - Lilian J Meijboom
- Department of Radiology and Nuclear Medicine, Amsterdam Cardiovascular Sciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Rozenn Quarck
- Clinical Department of Respiratory Diseases, University Hospitals of Leuven and Laboratory of Respiratory Diseases and Thoracic Surgery (BREATHE), Department of Chronic Diseases and Metabolism (CHROMETA), KU Leuven-University of Leuven, Leuven, Belgium
| | - Gérald Simonneau
- Assistance Publique-Hôpitaux de Paris (AP-HP), Service de Pneumologie, Hôpital Bicêtre, Université Paris-Saclay, Le Kremlin-Bicêtre, France
| | | | - Nick H Kim
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California San Diego, La Jolla, CA, USA
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16
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Bergmann LL, Ackman JB, Starekova J, Moeller A, Reeder S, Nagle SK, Schiebler ML. MR Angiography of Pulmonary Vasculature. Magn Reson Imaging Clin N Am 2023; 31:475-491. [PMID: 37414473 DOI: 10.1016/j.mric.2023.05.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/08/2023]
Abstract
Pulmonary MR angiography (MRA) is a useful alternative to computed tomographic angiography (CTA) for the study of the pulmonary vasculature. For pulmonary hypertension and partial anomalous pulmonary venous return, a cardiac MR imaging and the pulmonary MRA are useful for flow quantification and planning treatment. For the diagnosis of pulmonary embolism (PE), MRA-PE has been shown to have non-inferior outcomes at 6 months when compared with CTA-PE. Over the last 15 years, pulmonary MRA has become a routine and reliable examination for the workup of pulmonary hypertension and the primary diagnosis of PE at the University of Wisconsin.
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Affiliation(s)
- Liisa L Bergmann
- Department of Radiology, University of Kentucky College of Medicine, 800 Rose Street, HX332E, Lexington, KY 40536-0293, USA; Department of Medicine, University of Kentucky College of Medicine, 800 Rose Street, HX332E, Lexington, KY 40536-0293, USA.
| | - Jeanne B Ackman
- Massachusetts General Hospital, Department of Radiology, Division of Thoracic Imaging and Intervention Austin Building 202, 55 Fruit Street, Boston, MA 02114, USA
| | - Jitka Starekova
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA
| | - Alexander Moeller
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA
| | - Scott Reeder
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA
| | - Scott K Nagle
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA
| | - Mark L Schiebler
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, 600 Highland Avenue, Madison, WI 53705, USA.
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17
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Raoof S, Shah M, Make B, Allaqaband H, Bowler R, Fernando S, Greenberg H, Han MK, Hogg J, Humphries S, Lee KS, Lynch D, Machnicki S, Mehta A, Mina B, Naidich D, Naidich J, Naqvi Z, Ohno Y, Regan E, Travis WD, Washko G, Braman S. Lung Imaging in COPD Part 1: Clinical Usefulness. Chest 2023; 164:69-84. [PMID: 36907372 PMCID: PMC10403625 DOI: 10.1016/j.chest.2023.03.007] [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: 09/25/2022] [Revised: 01/23/2023] [Accepted: 03/04/2023] [Indexed: 03/13/2023] Open
Abstract
COPD is a condition characterized by chronic airflow obstruction resulting from chronic bronchitis, emphysema, or both. The clinical picture is usually progressive with respiratory symptoms such as exertional dyspnea and chronic cough. For many years, spirometry was used to establish a diagnosis of COPD. Recent advancements in imaging techniques allow quantitative and qualitative analysis of the lung parenchyma as well as related airways and vascular and extrapulmonary manifestations of COPD. These imaging methods may allow prognostication of disease and shed light on the efficacy of pharmacologic and nonpharmacologic interventions. This is the first of a two-part series of articles on the usefulness of imaging methods in COPD, and it highlights useful information that clinicians can obtain from these imaging studies to make more accurate diagnosis and therapeutic decisions.
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Affiliation(s)
- Suhail Raoof
- Northwell Health, Lenox Hill Hospital, New York, NY.
| | - Manav Shah
- Northwell Health, Lenox Hill Hospital, New York, NY
| | | | | | | | | | | | | | - James Hogg
- University of British Columbia, Vancouver, BC, Canada
| | | | - Kyung Soo Lee
- Sungkyunkwan University School of Medicine, Samsung ChangWon Hospital, ChangWon, South Korea
| | | | | | | | - Bushra Mina
- Northwell Health, Lenox Hill Hospital, New York, NY
| | | | | | - Zarnab Naqvi
- Northwell Health, Lenox Hill Hospital, New York, NY
| | | | | | | | | | - Sidney Braman
- Icahn School of Medicine at Mount Sinai, New York, NY
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18
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Fawzy A, Mafeld S, Oreopoulos G, de Perrot M, McInnis MC. Chronic thromboembolic pulmonary hypertension secondary to a vascular malformation: case report diagnosis by lung subtraction iodine mapping. Front Med (Lausanne) 2023; 10:1206116. [PMID: 37396917 PMCID: PMC10311022 DOI: 10.3389/fmed.2023.1206116] [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: 04/14/2023] [Accepted: 05/25/2023] [Indexed: 07/04/2023] Open
Abstract
Chronic thromboembolic pulmonary hypertension (CTEPH) is a challenging diagnosis that can occur even in the absence of a prior thrombotic event. The main screening test is ventilation-perfusion (VQ) scintigraphy. The gold standard treatment for CTEPH is pulmonary endarterectomy (PEA), however, balloon pulmonary angioplasty (BPA) is an emerging treatment, especially for CTEPH at the segmental level. We report on a case of a patient with segmental CTEPH diagnosed by lung subtraction iodine mapping (LSIM) in the context of a chest wall vascular malformation. CTEPH was treated with BPA and by embolization and ligation of their vascular malformation.
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Affiliation(s)
- Aly Fawzy
- Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Sebastian Mafeld
- Division of Vascular and Interventional Radiology, Department of Medical Imaging, University of Toronto, Toronto, ON, Canada
- Toronto General Hospital, University Medical Imaging Toronto, Toronto, ON, Canada
| | - George Oreopoulos
- Division of Vascular and Interventional Radiology, Department of Medical Imaging, University of Toronto, Toronto, ON, Canada
- Toronto General Hospital, University Medical Imaging Toronto, Toronto, ON, Canada
- Division of Vascular Surgery, Toronto General Hospital, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Marc de Perrot
- Division of Thoracic Surgery, Toronto General Hospital, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Micheal C. McInnis
- Toronto General Hospital, University Medical Imaging Toronto, Toronto, ON, Canada
- Division of Cardiothoracic Imaging, Department of Medical Imaging, University of Toronto, Toronto, ON, Canada
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19
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Update on the roles of imaging in the management of chronic thromboembolic pulmonary hypertension. J Cardiol 2023; 81:297-306. [PMID: 35490106 DOI: 10.1016/j.jjcc.2022.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 03/02/2022] [Indexed: 02/01/2023]
Abstract
Chronic thromboembolic pulmonary hypertension (CTEPH), classified as group 4 pulmonary hypertension (PH), is caused by stenosis and obstruction of the pulmonary arteries by organized thrombi that are incompletely resolved after acute pulmonary embolism. The prognosis of patients with CTEPH is poor if untreated; however, in expert centers with multidisciplinary teams, a treatment strategy for CTEPH has been established, dramatically improving its prognosis. CTEPH is currently not a fatal disease and is the only curable form of PH. Despite these advances and the establishment of treatment approaches, early diagnosis is still challenging, especially for non-experts, for several reasons. One of the reasons for this is insufficient knowledge of the various diagnostic imaging modalities, which are essential in the clinical practice of CTEPH. Imaging modalities should detect the following pathological findings: lung perfusion defects, thromboembolic lesions in pulmonary arteries, and right ventricular remodeling and dysfunction. Perfusion lung scintigraphy and catheter angiography have long been considered gold standards for the detection of perfusion defects and assessment of vascular lesions, respectively. However, advances in imaging technology of computed tomography and magnetic resonance imaging have enabled the non-invasive detection of these abnormal findings in a single examination. Cardiac magnetic resonance (CMR) is the gold standard for evaluating the morphology and function of the right heart; however, state-of-the-art techniques in CMR allow the assessment of cardiac tissue characterization and hemodynamics in the pulmonary arteries. Comprehensive knowledge of the role of imaging in CTEPH enables appropriate use of imaging modalities and accurate image interpretation, resulting in early diagnosis, determination of treatment strategies, and appropriate evaluation of treatment efficacy. This review summarizes the current roles of imaging in the clinical practice for CTEPH, demonstrating the characteristic findings observed in each modality.
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20
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Si-Mohamed SA, Zumbihl L, Turquier S, Boccalini S, Mornex JF, Douek P, Cottin V, Boussel L. Lung Dual-Energy CT Perfusion Blood Volume as a Marker of Severity in Chronic Thromboembolic Pulmonary Hypertension. Diagnostics (Basel) 2023; 13:diagnostics13040769. [PMID: 36832256 PMCID: PMC9955200 DOI: 10.3390/diagnostics13040769] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 02/08/2023] [Accepted: 02/13/2023] [Indexed: 02/22/2023] Open
Abstract
In chronic thromboembolic pulmonary hypertension (CTEPH), assessment of severity requires right heart catheterization (RHC) through cardiac index (CI). Previous studies have shown that dual-energy CT allows a quantitative assessment of the lung perfusion blood volume (PBV). Therefore, the objective was to evaluate the quantitative PBV as a marker of severity in CTEPH. In the present study, thirty-three patients with CTEPH (22 women, 68.2 ± 14.8 years) were included from May 2017 to September 2021. Mean quantitative PBV was 7.6% ± 3.1 and correlated with CI (r = 0.519, p = 0.002). Mean qualitative PBV was 41.1 ± 13.4 and did not correlate with CI. Quantitative PBV AUC values were 0.795 (95% CI: 0.637-0.953, p = 0.013) for a CI ≥ 2 L/min/m2 and 0.752 (95% CI: 0.575-0.929, p = 0.020) for a CI ≥ 2.5 L/min/m2. In conclusion, quantitative lung PBV outperformed qualitative PBV for its correlation with the cardiac index and may be used as a non-invasive marker of severity in CTPEH patients.
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Affiliation(s)
- Salim A. Si-Mohamed
- Radiology Department, Louis Pradel Hospital, 59 Boulevard Pinel, 69500 Bron, France
- INSA-Lyon, University of Lyon, Université Claude Bernard Lyon 1, UJM-Saint Etienne, CNRS, Inserm, CREATIS UMR 5220, U1206, 69621 Lyon, France
- Correspondence: ; Tel.: +33-04-7235-7335
| | - Léa Zumbihl
- Radiology Department, Louis Pradel Hospital, 59 Boulevard Pinel, 69500 Bron, France
| | - Ségolène Turquier
- National Reference Center for Rare Pulmonary Diseases, Louis Pradel Hospital, Hospices Civils de Lyon, 69677 Lyon, France
- UMR 754, INRAE, Claude Bernard University Lyon, 69007 Lyon, France
- ERN-LUNG, 69500 Bron, France
| | - Sara Boccalini
- Radiology Department, Louis Pradel Hospital, 59 Boulevard Pinel, 69500 Bron, France
- INSA-Lyon, University of Lyon, Université Claude Bernard Lyon 1, UJM-Saint Etienne, CNRS, Inserm, CREATIS UMR 5220, U1206, 69621 Lyon, France
| | - Jean-Francois Mornex
- National Reference Center for Rare Pulmonary Diseases, Louis Pradel Hospital, Hospices Civils de Lyon, 69677 Lyon, France
- UMR 754, INRAE, Claude Bernard University Lyon, 69007 Lyon, France
- ERN-LUNG, 69500 Bron, France
| | - Philippe Douek
- Radiology Department, Louis Pradel Hospital, 59 Boulevard Pinel, 69500 Bron, France
- INSA-Lyon, University of Lyon, Université Claude Bernard Lyon 1, UJM-Saint Etienne, CNRS, Inserm, CREATIS UMR 5220, U1206, 69621 Lyon, France
| | - Vincent Cottin
- National Reference Center for Rare Pulmonary Diseases, Louis Pradel Hospital, Hospices Civils de Lyon, 69677 Lyon, France
- UMR 754, INRAE, Claude Bernard University Lyon, 69007 Lyon, France
- ERN-LUNG, 69500 Bron, France
| | - Loic Boussel
- Radiology Department, Louis Pradel Hospital, 59 Boulevard Pinel, 69500 Bron, France
- INSA-Lyon, University of Lyon, Université Claude Bernard Lyon 1, UJM-Saint Etienne, CNRS, Inserm, CREATIS UMR 5220, U1206, 69621 Lyon, France
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21
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Hahn LD, Papamatheakis DG, Fernandes TM, Poch DS, Yang J, Shen J, Hoh CK, Hsiao A, Kerr KM, Pretorius V, Madani MM, Kim NH, Kligerman SJ. Multidisciplinary Approach to Chronic Thromboembolic Pulmonary Hypertension: Role of Radiologists. Radiographics 2023; 43:e220078. [DOI: 10.1148/rg.220078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Lewis D. Hahn
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Demosthenes G. Papamatheakis
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Timothy M. Fernandes
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - David S. Poch
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Jenny Yang
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Jody Shen
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Carl K. Hoh
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Albert Hsiao
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Kim M. Kerr
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Victor Pretorius
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Michael M. Madani
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Nick H. Kim
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
| | - Seth J. Kligerman
- From the Departments of Radiology (L.D.H., C.K.H., A.H., S.J.K.), Pulmonology (D.G.P., T.M.F., D.S.P., J.Y., C.K.H., K.M.K., N.H.K.), and Cardiothoracic Surgery (V.P., M.M.M.), University of California San Diego School of Medicine, 9300 Campus Point Dr, La Jolla, CA 92037-0841; and Department of Radiology, Stanford School of Medicine, Palo Alto, Calif (J.S.)
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22
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Bartnik A, Pepke-Zaba J, Hoole SP, White P, Garbi M, Coghlan JG, Taghavi F, Tsui S, Weir-McCall J. Right ventricular-pulmonary artery coupling in chronic thromboembolic pulmonary hypertension. Heart 2022; 109:898-904. [PMID: 36549680 DOI: 10.1136/heartjnl-2022-321770] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 12/02/2022] [Indexed: 12/24/2022] Open
Abstract
Chronic thromboembolic pulmonary hypertension occurs in a proportion of patients with prior acute pulmonary embolism and is characterised by breathlessness, persistently raised pulmonary pressures and right heart failure. Surgical pulmonary endarterectomy (PEA) offers significant prognostic and symptomatic benefits for patients with proximal disease distribution. For those with inoperable disease, management options include balloon pulmonary angioplasty (BPA) and medical therapy. Current clinical practice relies on the evaluation of pulmonary haemodynamics to assess disease severity, timing of and response to treatment. However, pulmonary haemodynamics correlate poorly with patient symptoms, which are influenced by right ventricular tolerance of the increased afterload. How best to manage symptomatic patients with chronic thromboembolic pulmonary disease (CTEPD) in the absence of pulmonary hypertension is not resolved.Right ventricular-pulmonary artery coupling (RV-PAC) describes the energy transfer within the whole cardiopulmonary unit. Thus, it can identify the earliest signs of decompensation even before pulmonary hypertension is overt. Invasive measurement of coupling using pressure volume loop technology is well established in research settings. The development of efficient and less invasive measurement methods has revived interest in coupling as a viable clinical tool. Significant improvement in RV-PAC has been demonstrated after both PEA and BPA. Further studies are required to understand its clinical utility and prognostic value, in particular, its potential to guide management in patients with CTEPD. Finally, given the reported differences in coupling between sexes in pulmonary arterial hypertension, further work is required to understand the applicability of proposed thresholds for decoupling in therapeutic decision making.
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Affiliation(s)
- Aleksandra Bartnik
- Radiology, Royal Papworth Hospital, Cambridge, UK .,University of Cambridge, Cambridge, UK.,Surgery, Royal Papworth Hospital, Cambridge, UK
| | - Joanna Pepke-Zaba
- Pulmonary Vascular Disease Unit, Royal Papworth Hospital, Cambridge, UK
| | | | - Paul White
- Medical Physics and Clinical Engineering, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK.,Medical Technology Research Centre, Anglia Ruskin University, Cambridge, UK
| | | | | | | | - Steven Tsui
- Surgery, Royal Papworth Hospital, Cambridge, UK
| | - Jonathan Weir-McCall
- Radiology, Royal Papworth Hospital, Cambridge, UK.,University of Cambridge, Cambridge, UK
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23
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MR Imaging for the Evaluation of Diffuse Lung Disease. Radiol Clin North Am 2022; 60:1021-1032. [DOI: 10.1016/j.rcl.2022.06.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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24
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Tang G, Wang F, Liang Z, Liang C, Wang J, Yang Y, Tang W, Shi W, Tang G, Yang K, Wang Z, Li Q, Li H, Xu J, Chen D, Chen R. Correlations of Computed Tomography Measurement of Distal Pulmonary Vascular Pruning with Airflow Limitation and Emphysema in COPD Patients. Int J Chron Obstruct Pulmon Dis 2022; 17:2241-2252. [PMID: 36128016 PMCID: PMC9482777 DOI: 10.2147/copd.s362479] [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: 02/16/2022] [Accepted: 08/28/2022] [Indexed: 11/25/2022] Open
Abstract
Background Pulmonary vascular alteration is an important feature of chronic obstructive pulmonary disease (COPD), which is characterized by distal pulmonary vascular pruning in angiography. We aimed to further investigate the clinical relevance of pulmonary vasculature in COPD patients using non-contrast computed tomography (CT). Methods Seventy-one control subjects and 216 COPD patients completed the questionnaires, spirometry, and computed tomography (CT) scans within 1 month and were included in the study. Small pulmonary vessels represented by percentage of cross-sectional area of pulmonary vessels smaller than 5 mm2 or 5–10 mm2 to the total lung fields (%CSA<5 or %CSA5–10, respectively) were measured using ImageJ software. Spearman correlation was used to investigate the relationship between %CSA<5 and airflow limitation. A receiver operating characteristic (ROC) curve was built to evaluate the value of %CSA<5 in discriminating COPD patients from healthy control subjects. Segmented regression was used to analyze the relationship between %CSA<5 and %LAA-950 (percentage of low-attenuation areas less than −950 HU). Results We found a significant correlation between %CSA<5 and forced expiratory volume in one second (FEV1) percentage of predicted value (%pred) (r = 0.564, P < 0.001). The area under the ROC curve for the value of %CSA<5 in distinguishing COPD was 0.816, with a cut-off value of 0.537 (Youden index J, 0.501; sensitivity, 78.24%; specificity, 71.83%). Since the relationship between %CSA<5 and %LAA-950 was not constant, performance of segmented regression was better than ordinary linear regression (adjusted R2, 0.474 vs 0.332, P < 0.001 and P < 0.001, respectively). As %CSA<5 decreased, %LAA-950 slightly increased until an inflection point (%CSA<5 = 0.524) was reached, after which the %LAA-950 increased apparently with a decrease in %CSA<5. Conclusion %CSA<5 was significantly correlated with both airflow limitation and emphysema, and we identified an inflection point for the relationship between %CSA<5 and %LAA-950.
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Affiliation(s)
- Guoyan Tang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Fengyan Wang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Zhenyu Liang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Cuixia Liang
- Neusoft Medical Systems Co., Ltd, Shenyang, People's Republic of China
| | - Jinling Wang
- Qingyuan Chronic Disease Prevention Hospital, Qingyuan Occupational Disease Prevention Hospital, Qingyuan, People's Republic of China
| | - Yuqiong Yang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Wanyi Tang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China.,Qingyuan People's Hospital, the Sixth Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Weijuan Shi
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Guoqiang Tang
- Qingyuan Chronic Disease Prevention Hospital, Qingyuan Occupational Disease Prevention Hospital, Qingyuan, People's Republic of China
| | - Kai Yang
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medical College of Jinan University, Shenzhen People's Hospital, Shenzhen Institute of Respiratory Diseases, Shenzhen, People's Republic of China
| | - Zihui Wang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Qiasheng Li
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Hualin Li
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Jiaxuan Xu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Deyan Chen
- Neusoft Medical Systems Co., Ltd, Shenyang, People's Republic of China
| | - Rongchang Chen
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medical College of Jinan University, Shenzhen People's Hospital, Shenzhen Institute of Respiratory Diseases, Shenzhen, People's Republic of China
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Non-Invasive Cardiac Output Determination Using Magnetic Resonance Imaging and Thermodilution in Pulmonary Hypertension. J Clin Med 2022; 11:jcm11102717. [PMID: 35628843 PMCID: PMC9143884 DOI: 10.3390/jcm11102717] [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: 04/19/2022] [Revised: 04/30/2022] [Accepted: 05/09/2022] [Indexed: 12/10/2022] Open
Abstract
Magnetic resonance imaging (MRI) can be used to measure cardiac output (CO) non-invasively, which is a paramount parameter in pulmonary hypertension (PH) patients. We retrospectively compared stroke volume (SV) obtained with MRI (SVMRI) in six localisations against SV measured with thermodilution (TD) (SVTD) and against each other in 24 patients evaluated in our PH centre using Bland and Altman (BA) agreement analyses, linear correlation, and intraclass correlation (ICC). None of the six tested localisations for SVMRI reached the predetermined criteria for interchangeability with SVTD, with two standard deviations (2SD) of bias between 24.1 mL/beat and 31.1 mL/beat. The SVMRI methods yielded better agreement when compared against each other than the comparison between SVMRI and SVTD, with the best 2SD of bias being 13.8 mL/beat. The inter-observer and intra-observer ICCs for COMRI were excellent (inter-observer ICC between 0.889 and 0.983 and intra-observer ICC between 0.991 and 0.999). We could not confirm the interchangeability of SVMRI with SVTD based on the predetermined interchangeability criteria. The lack of agreement between MRI and TD might be explained because TD is less precise than previously thought. We evaluated a new method to estimate CO through the pulmonary circulation (COp) in PH patients that may be more precise than the previously tested methods.
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An J, Nam Y, Cho H, Chang J, Kim DK, Lee KS. Acute Pulmonary Embolism and Chronic Thromboembolic Pulmonary Hypertension: Clinical and Serial CT Pulmonary Angiographic Features. J Korean Med Sci 2022; 37:e76. [PMID: 35289137 PMCID: PMC8921210 DOI: 10.3346/jkms.2022.37.e76] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 02/09/2022] [Indexed: 11/22/2022] Open
Abstract
In acute pulmonary embolism (PE), circulatory failure and systemic hypotension are important clinically for predicting poor prognosis. While pulmonary artery (PA) clot loads can be an indicator of the severity of current episode of PE or treatment effectiveness, they may not be used directly as an indicator of right ventricular (RV) failure or patient death. In other words, pulmonary vascular resistance or patient prognosis may not be determined only with mechanical obstruction of PAs and their branches by intravascular clot loads on computed tomography pulmonary angiography (CTPA), but determined also with vasoactive amines, reflex PA vasoconstriction, and systemic arterial hypoxemia occurring during acute PE. Large RV diameter with RV/left ventricle (LV) ratio > 1.0 and/or the presence of occlusive clot and pulmonary infarction on initial CTPA, and clinically determined high baseline PA pressure and RV dysfunction are independent predictors of oncoming chronic thromboembolic pulmonary hypertension (CTEPH). In this pictorial review, authors aimed to demonstrate clinical and serial CTPA features in patients with acute massive and submassive PE and to disclose acute CTPA and clinical features that are related to the prediction of oncoming CTEPH.
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Affiliation(s)
- Junho An
- Department of Radiology, Samsung ChangWon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Yoojin Nam
- Department of Radiology, Samsung ChangWon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Hyoun Cho
- Department of Radiology, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Jeonga Chang
- Department of Radiology, Samsung ChangWon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Duk-Kyung Kim
- Division of Cardiology, Cardiac and Vascular Center, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Kyung Soo Lee
- Department of Radiology, Samsung ChangWon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea.
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Gertz RJ, Gerhardt F, Kröger JR, Shahzad R, Caldeira L, Kottlors J, Große Hokamp N, Maintz D, Rosenkranz S, Bunck AC. Spectral Detector CT-Derived Pulmonary Perfusion Maps and Pulmonary Parenchyma Characteristics for the Semiautomated Classification of Pulmonary Hypertension. Front Cardiovasc Med 2022; 9:835732. [PMID: 35391852 PMCID: PMC8982082 DOI: 10.3389/fcvm.2022.835732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Accepted: 02/02/2022] [Indexed: 11/13/2022] Open
Abstract
ObjectivesTo evaluate the usefulness of spectral detector CT (SDCT)-derived pulmonary perfusion maps and pulmonary parenchyma characteristics for the semiautomated classification of pulmonary hypertension (PH).MethodsA total of 162 consecutive patients with right heart catheter (RHC)-proven PH of different aetiologies as defined by the current ESC/ERS guidelines who underwent CT pulmonary angiography (CTPA) on SDCT and 20 patients with an invasive rule-out of PH were included in this retrospective study. Semiautomatic lung segmentation into normal and malperfused areas based on iodine density (ID) as well as automatic, virtual non-contrast-based emphysema quantification were performed. Corresponding volumes, histogram features and the ID SkewnessPerfDef-Emphysema-Index (δ-index) accounting for the ratio of ID distribution in malperfused lung areas and the proportion of emphysematous lung parenchyma were computed and compared between groups.ResultsPatients with PH showed a significantly greater extent of malperfused lung areas as well as stronger and more homogenous perfusion defects. In group 3 and 4 patients, ID skewness revealed a significantly more homogenous ID distribution in perfusion defects than in all other subgroups. The δ-index allowed for further subclassification of subgroups 3 and 4 (p < 0.001), identifying patients with chronic thromboembolic PH (CTEPH, subgroup 4) with high accuracy (AUC: 0.92, 95%-CI, 0.85–0.99).ConclusionAbnormal pulmonary perfusion in PH can be detected and quantified by semiautomated SDCT-based pulmonary perfusion maps. ID skewness in malperfused lung areas, and the δ-index allow for a classification of PH subgroups, identifying groups 3 and 4 patients with high accuracy, independent of reader expertise.
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Affiliation(s)
- Roman Johannes Gertz
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- *Correspondence: Roman Johannes Gertz
| | - Felix Gerhardt
- Department of Cardiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Jan Robert Kröger
- Department of Radiology, Neuroradiology, and Nuclear Medicine, Johannes Wesling University Hospital, Ruhr University Bochum, Bochum, Germany
| | - Rahil Shahzad
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Clinical Applications Research, Philips GmbH Innovative Technologies, Aachen, Germany
| | - Liliana Caldeira
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Jonathan Kottlors
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Nils Große Hokamp
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - David Maintz
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Stephan Rosenkranz
- Department of Cardiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Alexander Christian Bunck
- Department of Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
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Utility of Automated Cardiac Chamber Volumetry by Non-Gated CT Pulmonary Angiography for Detection of Pulmonary Hypertension Using the 2018 Updated Hemodynamic Definition. AJR Am J Roentgenol 2022; 219:66-75. [PMID: 35080457 DOI: 10.2214/ajr.21.27147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
BACKGROUND: Noninvasive tests for pulmonary hypertension (PH) are needed to help select patients for diagnostic right heart catheterization (RHC). CT pulmonary angiography (CTPA) is commonly performed for suspected PH. OBJECTIVE: To assess the utility of CTPA-based cardiac chamber volumetric measurements for diagnosis of PH in comparison with echocardiographic and conventional CTPA parameters, using as reference the 2018 updated hemodynamic definition. METHODS: This retrospective study included 109 patients (median age, 68 years; 72 women, 37 men) who underwent non-gated CTPA, echocardiography, and RHC for workup of suspected PH between August 2013 and February 2016. Two radiologists independently used automated 3D segmentation software to determine volumes of the right ventricle (RV), right atrium (RA), left ventricle (LV), and left atrium (LA), and measured axial diameters of cardiac chambers, main pulmonary artery, and ascending aorta. Interobserver agreement was assessed, and mean values were obtained; one observer repeated volumetric measurements to assess intraobserver agreement. ROC analysis was used to assess diagnostic performance for detection of PH. A multivariable binary logistic regression model was established. RESULTS: A total of 60/109 patients had PH. Intra- and interobserver agreement were excellent for all volume measurements (intraclass correlation coefficients, 0.935-0.999). In patients with, versus without, PH, RV volume was 172.6 versus 118.1 ml, and RA volume was 130.2 versus 77.0 ml (both p<.05). Cardiac chamber measurements with highest AUC for PH were RV/LV volume ratio and RA volume (both 0.791). Significant predictors of PH after adjustment for age, sex, and body surface area included RV volume per 10 ml [odds ratio (OR)=1.21], RA volume per 10 ml (OR=1.27), RV/LV volume ratio (OR=2.91), and RA/LA volume ratio (OR=11.22). Regression analysis yielded a predictive model for PH containing two independent predictors, echocardiographic pulmonary arterial systolic pressure and CTPA-based RA volume; the model had AUC 0.898, sensitivity 83.3%, and specificity 85.7%. CONCLUSION: Automated cardiac chamber volumetry using non-gated CTPA, particularly of the RA, provides incremental utility relative to echocardiographic and conventional CTPA parameters for diagnosis of PH. CLINICAL IMPACT: Automated cardiac chamber volumetry on CTPA may facilitate early nonvinvasive detection of PH, identifying patients warranting further evaluation by RHC.
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Eberhard M, McInnis M, de Perrot M, Lichtblau M, Ulrich S, Inci I, Opitz I, Frauenfelder T. Dual-Energy CT Pulmonary Angiography for the Assessment of Surgical Accessibility in Patients with Chronic Thromboembolic Pulmonary Hypertension. Diagnostics (Basel) 2022; 12:diagnostics12020228. [PMID: 35204319 PMCID: PMC8870807 DOI: 10.3390/diagnostics12020228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 01/14/2022] [Accepted: 01/16/2022] [Indexed: 12/04/2022] Open
Abstract
We assessed the value of dual-energy CT pulmonary angiography (CTPA) for classification of the level of disease in chronic thromboembolic pulmonary hypertension (CTEPH) patients compared to the surgical Jamieson classification and prediction of hemodynamic changes after pulmonary endarterectomy. Forty-three CTEPH patients (mean age, 57 ± 16 years; 18 females) undergoing CTPA prior to surgery were retrospectively included. “Proximal” and “distal disease” were defined as L1 and 2a (main and lobar pulmonary artery [PA]) and L2b-4 (lower lobe basal trunk to subsegmental PA), respectively. Three radiologists had a moderate interobserver agreement for the radiological classification of disease (k = 0.55). Sensitivity was 92–100% and specificity was 24–53% to predict proximal disease according to the Jamieson classification. A median of 9 segments/patient had CTPA perfusion defects (range, 2–18 segments). L1 disease had a greater decrease in the mean pulmonary artery pressure (p = 0.029) and pulmonary vascular resistance (p = 0.011) after surgery compared to patients with L2a to L3 disease. The extent of perfusion defects was not associated with the level of disease or hemodynamic changes after surgery (p > 0.05 for all). CTPA is highly sensitive for predicting the level of disease in CTEPH patients with a moderate interobserver agreement. The radiological level of disease is associated with hemodynamic improvement after surgery.
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Affiliation(s)
- Matthias Eberhard
- Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, 8091 Zurich, Switzerland;
- Radiology, Spitäler fmi AG, 3800 Interlaken, Switzerland
- Correspondence: ; Tel.: +41-44-255-2900; Fax: +41-44-255-1819
| | - Micheal McInnis
- Joint Department of Medical Imaging, University of Toronto, Toronto, ON M5T 1W5, Canada;
| | - Marc de Perrot
- Division of Thoracic Surgery, Princess Margaret Cancer Centre (Toronto General Hospital), University Health Network, Toronto, ON M5G 2A2, Canada;
| | - Mona Lichtblau
- Department of Pulmonology Zurich, University Hospital Zurich, 8091 Zurich, Switzerland; (M.L.); (S.U.)
| | - Silvia Ulrich
- Department of Pulmonology Zurich, University Hospital Zurich, 8091 Zurich, Switzerland; (M.L.); (S.U.)
| | - Ilhan Inci
- Department of Thoracic Surgery, University Hospital Zurich, 8091 Zurich, Switzerland; (I.I.); (I.O.)
| | - Isabelle Opitz
- Department of Thoracic Surgery, University Hospital Zurich, 8091 Zurich, Switzerland; (I.I.); (I.O.)
| | - Thomas Frauenfelder
- Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, 8091 Zurich, Switzerland;
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Bogaert J, Claessen G, Dresselaers T, Masci PG, Belge C, Delcroix M, Symons R. Magnetic resonance relaxometry of the liver - a new imaging biomarker to assess right heart failure in pulmonary hypertension. J Heart Lung Transplant 2021; 41:86-94. [PMID: 34686407 DOI: 10.1016/j.healun.2021.09.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Revised: 08/22/2021] [Accepted: 09/07/2021] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Right heart failure (RHF) in pulmonary hypertension (PH) patients is manifested by increased right atrial (RA) pressure. We hypothesized liver relaxation times measured at cardiovascular magnetic resonance (CMR) can be used to noninvasively assess increased right-sided filling pressure. METHODS Forty-five consecutive patients, that is, 37 PH patients and 8 chronic thromboembolic pulmonary disease patients without PH underwent right heart catheterization and CMR. CMR findings were compared to 40 control subjects. Native T1, T2, and extracellular volume (ECV) liver values were measured on the cardiac maps. RESULTS Patients with increased RA pressure (i.e.,≥8 mm Hg)(n = 19, RA+ group) showed higher NT-proBNP and CRP values, lower LVEF, MAPSE values, larger atrial size, and higher native T1 and T2 values of the myocardium than patients with normal RA pressure (RA- group, n = 26). Liver T1, T2 and ECV was significantly higher in RA+ than RA- patients and controls, that is, T1: 684 ± 129 ms vs 563 ± 72 ms and 540 ± 34 ms; T2: 60 ± 10 ms vs 49 ± 6 ms and 46 ± 4 ms; ECV: 36 ± 8% vs 29 ± 4% and 30 ± 3%. A positive correlation was found between liver T1, T2 and ECV and RA pressure, that is, r2 of 0.61, 0.82, and 0.58, respectively (p < 0.001). ROC analysis to depict increased RA pressure showed an AUC of 0.847, 0.904, 0.816, and 0.645 for liver T1, T2, NT-proNBP and gamma-glutamyl transpeptidase, respectively. Excellent intra- and inter-observer agreement was found for assessment of T1/T2/ECV liver values. CONCLUSIONS Assessment of liver relaxation times as part of a comprehensive CMR exam in PH patients may provide valuable information with regard to the presence of passive liver congestion.
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Affiliation(s)
- Jan Bogaert
- Dept of Imaging and Pathology, KU Leuven and Dept of Radiology, University Hospitals Leuven, Leuven, Belgium.
| | - Guido Claessen
- Dpt of Cardiovascular Sciences, KU Leuven and Dept of Cardiovascular Diseases, University Hospitals Leuven, Leuven, Belgium
| | - Tom Dresselaers
- Dept of Imaging and Pathology, KU Leuven and Dept of Radiology, University Hospitals Leuven, Leuven, Belgium
| | - Pier Giorgio Masci
- School of Biomedical Engineering and Imaging Sciences, King's College London, St Thomas Hospital, London, United Kingdom
| | - Catharina Belge
- Clinical Department of Respiratory Diseases, Centre of Pulmonary Vascular Diseases, University Hospitals of Leuven, Leuven, Belgium; BREATHE, department of CHROMETA, KU Leuven, Leuven, Belgium
| | - Marion Delcroix
- Clinical Department of Respiratory Diseases, Centre of Pulmonary Vascular Diseases, University Hospitals of Leuven, Leuven, Belgium; BREATHE, department of CHROMETA, KU Leuven, Leuven, Belgium
| | - Rolf Symons
- Dept of Imaging and Pathology, KU Leuven and Dept of Radiology, University Hospitals Leuven, Leuven, Belgium
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Pulmonary hypertension in interstitial lung disease: screening, diagnosis and treatment. Curr Opin Pulm Med 2021; 27:396-404. [PMID: 34127619 DOI: 10.1097/mcp.0000000000000790] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
PURPOSE OF REVIEW Pulmonary vascular disease resulting in pulmonary hypertension in the context of interstitial lung disease (PH-ILD) is a common complication that presents many challenges in clinical practice. Despite recent advances, the pathogenetic interplay between parenchymal and vascular disease in ILD is not fully understood. This review provides an overview of the current knowledge and recent advances in the field. RECENT FINDINGS Clinical trials employing the phosphodiesterase-5-inhibitor sildenafil delivered negative results whereas riociguat showed harmful effects in the PH-ILD population. More recently, inhaled treprostinil showed positive effects on the primary endpoint (six-min walk-distance) in the largest prospective randomized placebo-controlled trial to date in this patient population. Additionally, a pilot trial of ambulatory inhaled nitric oxide suggests beneficial effects based on the novel endpoint of actigraphy. SUMMARY In view of these novel developments this review provides an overview of the status quo of screening, diagnosis and management of pulmonary vascular disease and PH in patients with ILD.
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Schiaffino S, Codari M, Cozzi A, Albano D, Alì M, Arioli R, Avola E, Bnà C, Cariati M, Carriero S, Cressoni M, Danna PSC, Della Pepa G, Di Leo G, Dolci F, Falaschi Z, Flor N, Foà RA, Gitto S, Leati G, Magni V, Malavazos AE, Mauri G, Messina C, Monfardini L, Paschè A, Pesapane F, Sconfienza LM, Secchi F, Segalini E, Spinazzola A, Tombini V, Tresoldi S, Vanzulli A, Vicentin I, Zagaria D, Fleischmann D, Sardanelli F. Machine Learning to Predict In-Hospital Mortality in COVID-19 Patients Using Computed Tomography-Derived Pulmonary and Vascular Features. J Pers Med 2021; 11:501. [PMID: 34204911 PMCID: PMC8230339 DOI: 10.3390/jpm11060501] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Revised: 05/31/2021] [Accepted: 06/01/2021] [Indexed: 12/26/2022] Open
Abstract
Pulmonary parenchymal and vascular damage are frequently reported in COVID-19 patients and can be assessed with unenhanced chest computed tomography (CT), widely used as a triaging exam. Integrating clinical data, chest CT features, and CT-derived vascular metrics, we aimed to build a predictive model of in-hospital mortality using univariate analysis (Mann-Whitney U test) and machine learning models (support vectors machines (SVM) and multilayer perceptrons (MLP)). Patients with RT-PCR-confirmed SARS-CoV-2 infection and unenhanced chest CT performed on emergency department admission were included after retrieving their outcome (discharge or death), with an 85/15% training/test dataset split. Out of 897 patients, the 229 (26%) patients who died during hospitalization had higher median pulmonary artery diameter (29.0 mm) than patients who survived (27.0 mm, p < 0.001) and higher median ascending aortic diameter (36.6 mm versus 34.0 mm, p < 0.001). SVM and MLP best models considered the same ten input features, yielding a 0.747 (precision 0.522, recall 0.800) and 0.844 (precision 0.680, recall 0.567) area under the curve, respectively. In this model integrating clinical and radiological data, pulmonary artery diameter was the third most important predictor after age and parenchymal involvement extent, contributing to reliable in-hospital mortality prediction, highlighting the value of vascular metrics in improving patient stratification.
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Affiliation(s)
- Simone Schiaffino
- Unit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy; (S.S.); (M.C.); (G.D.L.); (F.S.); (F.S.)
| | - Marina Codari
- Department of Radiology, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA 94305, USA; (M.C.); (D.F.)
| | - Andrea Cozzi
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy; (S.G.); (V.M.); (L.M.S.)
| | - Domenico Albano
- IRCCS Istituto Ortopedico Galeazzi, Via Riccardo Galeazzi 4, 20161 Milan, Italy; (D.A.); (C.M.)
- Department of Biomedicine, Neurosciences and Advanced Diagnostics, Section of Radiological Sciences, Università degli Studi di Palermo, Via del Vespro 127, 90127 Palermo, Italy
| | - Marco Alì
- Department of Diagnostic Imaging and Stereotactic Radiosurgery, C.D.I. Centro Diagnostico Italiano S.p.A., Via Simone Saint Bon 20, 20147 Milan, Italy;
| | - Roberto Arioli
- Radiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy; (R.A.); (P.S.C.D.); (Z.F.); (A.P.); (D.Z.)
| | - Emanuele Avola
- Postgraduate School in Radiodiagnostics, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy; (E.A.); (S.C.); (G.D.P.)
| | - Claudio Bnà
- Unit of Interventional Radiology, Unit of Radiology, Fondazione Poliambulanza Istituto Ospedaliero, Via Leonida Bissolati 57, 25124 Brescia, Italy; (C.B.); (L.M.)
| | - Maurizio Cariati
- Diagnostic and Interventional Radiology Service, ASST Santi Paolo e Carlo, Via Antonio di Rudinì 8, 20142 Milan, Italy; (M.C.); (R.A.F.); (S.T.)
| | - Serena Carriero
- Postgraduate School in Radiodiagnostics, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy; (E.A.); (S.C.); (G.D.P.)
| | - Massimo Cressoni
- Unit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy; (S.S.); (M.C.); (G.D.L.); (F.S.); (F.S.)
| | - Pietro S. C. Danna
- Radiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy; (R.A.); (P.S.C.D.); (Z.F.); (A.P.); (D.Z.)
| | - Gianmarco Della Pepa
- Postgraduate School in Radiodiagnostics, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy; (E.A.); (S.C.); (G.D.P.)
| | - Giovanni Di Leo
- Unit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy; (S.S.); (M.C.); (G.D.L.); (F.S.); (F.S.)
| | - Francesco Dolci
- Emergency Department, ASST Crema—Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy;
| | - Zeno Falaschi
- Radiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy; (R.A.); (P.S.C.D.); (Z.F.); (A.P.); (D.Z.)
| | - Nicola Flor
- Unit of Radiology, Ospedale Universitario Luigi Sacco—ASST Fatebenefratelli Sacco, Via Giovanni Battista Grassi 74, 20157 Milan, Italy;
| | - Riccardo A. Foà
- Diagnostic and Interventional Radiology Service, ASST Santi Paolo e Carlo, Via Antonio di Rudinì 8, 20142 Milan, Italy; (M.C.); (R.A.F.); (S.T.)
- Unit of Interventional Radiology, Unit of Radiology, ASST Crema—Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy; (G.L.); (A.S.)
| | - Salvatore Gitto
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy; (S.G.); (V.M.); (L.M.S.)
| | - Giovanni Leati
- Unit of Interventional Radiology, Unit of Radiology, ASST Crema—Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy; (G.L.); (A.S.)
| | - Veronica Magni
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy; (S.G.); (V.M.); (L.M.S.)
| | - Alexis E. Malavazos
- High Speciality Center for Dietetics, Nutritional Education and Cardiometabolic Prevention, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy;
| | - Giovanni Mauri
- Department of Oncology and Hematology-Oncology, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy; (G.M.); (A.V.)
- Division of Interventional Radiology, IEO—Istituto Europeo di Oncologia IRCCS, Via Giuseppe Ripamonti 435, 20141 Milan, Italy
| | - Carmelo Messina
- IRCCS Istituto Ortopedico Galeazzi, Via Riccardo Galeazzi 4, 20161 Milan, Italy; (D.A.); (C.M.)
| | - Lorenzo Monfardini
- Unit of Interventional Radiology, Unit of Radiology, Fondazione Poliambulanza Istituto Ospedaliero, Via Leonida Bissolati 57, 25124 Brescia, Italy; (C.B.); (L.M.)
| | - Alessio Paschè
- Radiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy; (R.A.); (P.S.C.D.); (Z.F.); (A.P.); (D.Z.)
| | - Filippo Pesapane
- Division of Breast Radiology, IEO—Istituto Europeo di Oncologia IRCCS, Via Giuseppe Ripamonti 435, 20141 Milan, Italy;
| | - Luca M. Sconfienza
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy; (S.G.); (V.M.); (L.M.S.)
- IRCCS Istituto Ortopedico Galeazzi, Via Riccardo Galeazzi 4, 20161 Milan, Italy; (D.A.); (C.M.)
| | - Francesco Secchi
- Unit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy; (S.S.); (M.C.); (G.D.L.); (F.S.); (F.S.)
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy; (S.G.); (V.M.); (L.M.S.)
| | - Edoardo Segalini
- Department of General and Emergency Surgery, ASST Crema—Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy;
| | - Angelo Spinazzola
- Unit of Interventional Radiology, Unit of Radiology, ASST Crema—Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy; (G.L.); (A.S.)
| | - Valeria Tombini
- ASST Grande Ospedale Metropolitano Niguarda, Piazza dell’Ospedale Maggiore 3, 20162 Milan, Italy; (V.T.); (I.V.)
| | - Silvia Tresoldi
- Diagnostic and Interventional Radiology Service, ASST Santi Paolo e Carlo, Via Antonio di Rudinì 8, 20142 Milan, Italy; (M.C.); (R.A.F.); (S.T.)
| | - Angelo Vanzulli
- Department of Oncology and Hematology-Oncology, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy; (G.M.); (A.V.)
- ASST Grande Ospedale Metropolitano Niguarda, Piazza dell’Ospedale Maggiore 3, 20162 Milan, Italy; (V.T.); (I.V.)
| | - Ilaria Vicentin
- ASST Grande Ospedale Metropolitano Niguarda, Piazza dell’Ospedale Maggiore 3, 20162 Milan, Italy; (V.T.); (I.V.)
| | - Domenico Zagaria
- Radiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy; (R.A.); (P.S.C.D.); (Z.F.); (A.P.); (D.Z.)
| | - Dominik Fleischmann
- Department of Radiology, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA 94305, USA; (M.C.); (D.F.)
- Cardiovascular Institute, 265 Campus Drive, Stanford University, Stanford, CA 94305, USA
| | - Francesco Sardanelli
- Unit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy; (S.S.); (M.C.); (G.D.L.); (F.S.); (F.S.)
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy; (S.G.); (V.M.); (L.M.S.)
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Radiomics Detection of Pulmonary Hypertension via Texture-Based Assessments of Cardiac MRI: A Machine-Learning Model Comparison-Cardiac MRI Radiomics in Pulmonary Hypertension. J Clin Med 2021; 10:jcm10091921. [PMID: 33925262 PMCID: PMC8125238 DOI: 10.3390/jcm10091921] [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: 03/31/2021] [Revised: 04/19/2021] [Accepted: 04/26/2021] [Indexed: 12/31/2022] Open
Abstract
The role of reliable, non-invasive imaging-based recognition of pulmonary hypertension (PH) remains a diagnostic challenge. The aim of the current pilot radiomics study was to assess the diagnostic performance of cardiac MRI (cMRI)-based texture features to accurately predict PH. The study involved IRB-approved retrospective analysis of cMRIs from 72 patients (42 PH and 30 healthy controls) for the primary analysis. A subgroup analysis was performed including patients from the PH group with left ventricle ejection fraction ≥ 50%. Texture features were generated from mid-left ventricle myocardium using balanced steady-state free precession (bSSFP) cine short-axis imaging. Forty-five different combinations of classifier models and feature selection techniques were evaluated. Model performance was assessed using receiver operating characteristic curves. A multilayer perceptron model fitting using full feature sets was the best classifier model for both the primary analysis (AUC 0.862, accuracy 78%) and the subgroup analysis (AUC 0.918, accuracy 80%). Model performance demonstrated considerable variation between the models (AUC 0.523–0.918) based on the chosen model–feature selection combination. Cardiac MRI-based radiomics recognition of PH using texture features is feasible, even with preserved left ventricular ejection fractions.
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