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Chou CY, Wang CCN, Chiang HY, Huang CF, Hsiao YL, Sun CH, Hu CS, Wu MY, Chen SH, Chang CM, Lin YT, Wang JS, Hong YC, Ting IW, Yeh HC, Kuo CC. Cardiothoracic ratio values and trajectories are associated with risk of requiring dialysis and mortality in chronic kidney disease. COMMUNICATIONS MEDICINE 2023; 3:19. [PMID: 36750687 PMCID: PMC9905092 DOI: 10.1038/s43856-023-00241-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2021] [Accepted: 01/10/2023] [Indexed: 02/09/2023] Open
Abstract
BACKGROUND The prognostic role of the cardiothoracic ratio (CTR) in chronic kidney disease (CKD) remains undetermined. METHODS We conducted a retrospective cohort study of 3117 patients with CKD aged 18-89 years who participated in an Advanced CKD Care Program in Taiwan between 2003 and 2017 with a median follow up of 1.3(0.7-2.5) and 3.3(1.8-5.3) (IQR) years for outcome of end-stage renal disease (ESRD) and overall death, respectively. We developed a machine learning (ML)-based algorithm to calculate the baseline and serial CTRs, which were then used to classify patients into trajectory groups based on latent class mixed modelling. Association and discrimination were evaluated using multivariable Cox proportional hazards regression analyses and C-statistics, respectively. RESULTS The median (interquartile range) age of 3117 patients is 69.5 (59.2-77.4) years. We create 3 CTR trajectory groups (low [30.1%], medium [48.1%], and high [21.8%]) for the 2474 patients with at least 2 CTR measurements. The adjusted hazard ratios for ESRD, cardiovascular mortality, and all-cause mortality in patients with baseline CTRs ≥0.57 (vs CTRs <0.47) are 1.35 (95% confidence interval, 1.06-1.72), 2.89 (1.78-4.71), and 1.50 (1.22-1.83), respectively. Similarly, greater effect sizes, particularly for cardiovascular mortality, are observed for high (vs low) CTR trajectories. Compared with a reference model, one with CTR as a continuous variable yields significantly higher C-statistics of 0.719 (vs 0.698, P = 0.04) for cardiovascular mortality and 0.697 (vs 0.693, P < 0.001) for all-cause mortality. CONCLUSIONS Our findings support the real-world prognostic value of the CTR, as calculated by a ML annotation tool, in CKD. Our research presents a methodological foundation for using machine learning to improve cardioprotection among patients with CKD.
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Affiliation(s)
- Che-Yi Chou
- grid.252470.60000 0000 9263 9645Division of Nephrology, Department of Internal Medicine, Asia University Hospital, Wufeng, Taichung, Taiwan ,grid.252470.60000 0000 9263 9645Department of Post-baccalaureate Veterinary Medicine, Asia University, Wufeng, Taichung, Taiwan ,grid.254145.30000 0001 0083 6092Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Charles C. N. Wang
- grid.252470.60000 0000 9263 9645Department of Bioinformatics and Medical Engineering, Asia University, Taichung, Taiwan
| | - Hsiu-Yin Chiang
- Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan.
| | - Chien-Fong Huang
- grid.254145.30000 0001 0083 6092Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Ya-Luan Hsiao
- grid.21107.350000 0001 2171 9311Department of Health Administration, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD USA
| | - Chuan-Hu Sun
- grid.254145.30000 0001 0083 6092Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Chun-Sheng Hu
- grid.254145.30000 0001 0083 6092Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Min-Yen Wu
- grid.254145.30000 0001 0083 6092Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Sheng-Hsuan Chen
- grid.254145.30000 0001 0083 6092Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Chun-Min Chang
- grid.14003.360000 0001 2167 3675Department of Electrical and Computer Engineering, University of Wisconsin-Madison, Madison, WI USA
| | - Yu-Ting Lin
- grid.254145.30000 0001 0083 6092Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Jie-Sian Wang
- grid.254145.30000 0001 0083 6092Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Yu-Cuyan Hong
- grid.254145.30000 0001 0083 6092Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - I-Wen Ting
- grid.254145.30000 0001 0083 6092Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan ,grid.254145.30000 0001 0083 6092AKI-CARE (Clinical Advancement, Research and Education) Center, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Hung-Chieh Yeh
- grid.254145.30000 0001 0083 6092Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan ,grid.254145.30000 0001 0083 6092AKI-CARE (Clinical Advancement, Research and Education) Center, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Chin-Chi Kuo
- Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan. .,Department of Bioinformatics and Medical Engineering, Asia University, Taichung, Taiwan. .,Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan. .,AKI-CARE (Clinical Advancement, Research and Education) Center, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan.
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Michaud K, Jacobsen C, Basso C, Banner J, Blokker BM, de Boer HH, Dedouit F, O'Donnell C, Giordano C, Magnin V, Grabherr S, Suvarna SK, Wozniak K, Parsons S, van der Wal AC. Application of postmortem imaging modalities in cases of sudden death due to cardiovascular diseases-current achievements and limitations from a pathology perspective : Endorsed by the Association for European Cardiovascular Pathology and by the International Society of Forensic Radiology and Imaging. Virchows Arch 2023; 482:385-406. [PMID: 36565335 PMCID: PMC9931788 DOI: 10.1007/s00428-022-03458-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 11/11/2022] [Accepted: 11/15/2022] [Indexed: 12/25/2022]
Abstract
Postmortem imaging (PMI) is increasingly used in postmortem practice and is considered a potential alternative to a conventional autopsy, particularly in case of sudden cardiac deaths (SCD). In 2017, the Association for European Cardiovascular Pathology (AECVP) published guidelines on how to perform an autopsy in such cases, which is still considered the gold standard, but the diagnostic value of PMI herein was not analyzed in detail. At present, significant progress has been made in the PMI diagnosis of acute ischemic heart disease, the most important cause of SCD, while the introduction of postmortem CT angiography (PMCTA) has improved the visualization of several parameters of coronary artery pathology that can support a diagnosis of SCD. Postmortem magnetic resonance (PMMR) allows the detection of acute myocardial injury-related edema. However, PMI has limitations when compared to clinical imaging, which severely impacts the postmortem diagnosis of myocardial injuries (ischemic versus non-ischemic), the age-dating of coronary occlusion (acute versus old), other potentially SCD-related cardiac lesions (e.g., the distinctive morphologies of cardiomyopathies), aortic diseases underlying dissection or rupture, or pulmonary embolism. In these instances, PMI cannot replace a histopathological examination for a final diagnosis. Emerging minimally invasive techniques at PMI such as image-guided biopsies of the myocardium or the aorta, provide promising results that warrant further investigations. The rapid developments in the field of postmortem imaging imply that the diagnosis of sudden death due to cardiovascular diseases will soon require detailed knowledge of both postmortem radiology and of pathology.
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Affiliation(s)
- Katarzyna Michaud
- University Center of Legal Medicine Lausanne - Geneva, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.
| | - Christina Jacobsen
- Section of Forensic Pathology, Department of Forensic Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Cristina Basso
- Cardiovascular Pathology Unit, Department of Cardiac, Thoracic and Vascular Sciences and Public Health, University of Padua, Padua, Italy
| | - Jytte Banner
- Section of Forensic Pathology, Department of Forensic Medicine, University of Copenhagen, Copenhagen, Denmark
| | | | - Hans H de Boer
- Department of Forensic Medicine, Victorian Institute of Forensic Medicine, Monash University, Melbourne, Australia
| | - Fabrice Dedouit
- GRAVIT, Groupe de Recherche en Autopsie Virtuelle et Imagerie Thanatologique, Forensic Department, University Hospital, Rangueil, Toulouse, France
| | - Chris O'Donnell
- Department of Forensic Medicine, Victorian Institute of Forensic Medicine, Monash University, Melbourne, Australia
| | - Carla Giordano
- Department of Radiological, Oncological and Pathological Sciences, Sapienza University of Rome, Rome, Italy
| | - Virginie Magnin
- University Center of Legal Medicine Lausanne - Geneva, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- Geneva University Hospital, University of Geneva, Geneva, Switzerland
| | - Silke Grabherr
- University Center of Legal Medicine Lausanne - Geneva, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- Geneva University Hospital, University of Geneva, Geneva, Switzerland
| | - S Kim Suvarna
- Department of Histopathology, Northern General Hospital, The University of Sheffield, Sheffield, UK
| | - Krzysztof Wozniak
- Department of Forensic Medicine, Jagiellonian University Medical College, Krakow, Poland
| | - Sarah Parsons
- Department of Forensic Medicine, Victorian Institute of Forensic Medicine, Monash University, Melbourne, Australia
| | - Allard C van der Wal
- Department of Pathology, Amsterdam UMC, Academic Medical Center, Amsterdam, The Netherlands.
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Pratheepskulthong S, Vachirawongsakorn V. The cardiothoracic ratio in postmortem chest radiography: reliability and threshold to predict cardiomegaly. FORENSIC IMAGING 2023. [DOI: 10.1016/j.fri.2023.200539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2023]
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Truszkiewicz K, Poręba R, Gać P. Radiological Cardiothoracic Ratio in Evidence-Based Medicine. J Clin Med 2021; 10:jcm10092016. [PMID: 34066783 PMCID: PMC8125954 DOI: 10.3390/jcm10092016] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 04/30/2021] [Accepted: 05/05/2021] [Indexed: 12/03/2022] Open
Abstract
The cardiothoracic ratio (CTR), expressing the relationship between the size of the heart and the transverse dimension of the chest measured on a chest PA radiograph, is a commonly used parameter in the assessment of cardiomegaly with a cut-off value of 0.5. A value of >0.5 should be interpreted as enlargement of the heart. The following review describes the current state of available knowledge in terms of contentious issues, limitations and useful aspects regarding the CTR. The review was carried out on the basis of an analysis of scientific articles available in the PubMed database, searched for using the following keywords: “CTR”, “cardiothoracic ratio”, “cardiopulmonary ratio”, “cardiopulmonary index”, and “heart-lung ratio”. According to the accumulated knowledge, the CTR can still be used as an important parameter that can be easily determined in establishing enlargement of the heart. However, an increased CTR does not directly relate to heart function. In the era following the development of diagnostic methods such as computed tomography, magnetic resonance imaging, and ultrasonography, CTR modifications based on these methods are used with varying clinical usefulness. It is important to consider the definition of the CTR and remember to base measurements on PA radiographs, as attempts to mark it in other projections face many limitations.
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Affiliation(s)
- Krystian Truszkiewicz
- Center for Diagnostic Imaging, University Clinical Hospital in Wrocław, Borowska 213, PL 50-556 Wroclaw, Poland;
| | - Rafał Poręba
- Department of Internal Medicine, Occupational Diseases and Hypertension, Wroclaw Medical University, Borowska 213, PL 50-556 Wroclaw, Poland;
| | - Paweł Gać
- Centre for Diagnostic Imaging, 4th Military Hospital, Weigla 5, PL 50-981 Wroclaw, Poland
- Department of Hygiene, Wroclaw Medical University, Mikulicza-Radeckiego 7, PL 50-368 Wroclaw, Poland
- Correspondence:
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Chatzaraki V, Ebert LC, Thali MJ, Haidich AB, Ampanozi G. Evaluation of the mediastinal-thoracic volume ratio on postmortem computed tomography. Int J Legal Med 2021; 135:1903-1912. [PMID: 33909145 PMCID: PMC8354949 DOI: 10.1007/s00414-021-02593-0] [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: 01/22/2020] [Accepted: 04/01/2021] [Indexed: 12/01/2022]
Abstract
Objectives The aim of this study was to measure the mediastinal-thoracic volume ratio (CTR_VOL) on PMCT as a more accurate version of traditional CTR, in order to assess the terminal positional relationship between the heart and lungs in the different causes of death with regard to age, gender, BMI, cardiomegaly, and lung expansion. Materials Two hundred fifty consecutive postmortem cases with pre-autopsy PMCT and full forensic autopsy were retrospectively evaluated. The lungs and the mediastinum were manually segmented on the PMCT data and the correspondent volumes were estimated in situ. CTR_VOL was calculated as the ratio of the mediastinal to the thoracic volume. The volume measurements were repeated by the same rater for the evaluation of the intrarater reliability. Age, gender, body weight and height, heart weight at autopsy, and cause of death were retrieved from the autopsy reports. Presence of lung expansion was radiologically evaluated in situ. Results CTR_VOL was positively associated with age and BMI but not with gender and was higher for cardiomegaly compared to normal hearts, lower for asphyxiation-related deaths compared to cardiac deaths and intoxications, and lower for cases with lung expansion. The intrarater reliability was excellent for the calculated volumes of both lungs and mediastinum. Conclusion The results of the present study support CTR_VOL as a tool to assess the relationship between the heart and lungs in situ, which differs significantly between the studied cause of death categories. Supplementary Information The online version contains supplementary material available at 10.1007/s00414-021-02593-0.
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Affiliation(s)
- Vasiliki Chatzaraki
- Department of Forensic Medicine and Imaging, Institute of Forensic Medicine, University of Zurich, Zurich, Switzerland. .,Department of Radiology, Kantonsspital Baden, Baden, Switzerland.
| | - Lars C Ebert
- Department of Forensic Medicine and Imaging, Institute of Forensic Medicine, University of Zurich, Zurich, Switzerland
| | - Michael J Thali
- Department of Forensic Medicine and Imaging, Institute of Forensic Medicine, University of Zurich, Zurich, Switzerland
| | - Anna-Bettina Haidich
- Department of Hygiene, Social-Preventive Medicine and Medical Statistics, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Garyfalia Ampanozi
- Department of Forensic Medicine and Imaging, Institute of Forensic Medicine, University of Zurich, Zurich, Switzerland
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Basso C, Michaud K, d'Amati G, Banner J, Lucena J, Cunningham K, Leone O, Vink A, van der Wal AC, Sheppard MN. Cardiac hypertrophy at autopsy. Virchows Arch 2021; 479:79-94. [PMID: 33740097 PMCID: PMC8298245 DOI: 10.1007/s00428-021-03038-0] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Revised: 01/14/2021] [Accepted: 01/20/2021] [Indexed: 12/31/2022]
Abstract
Since cardiac hypertrophy may be considered a cause of death at autopsy, its assessment requires a uniform approach. Common terminology and methodology to measure the heart weight, size, and thickness as well as a systematic use of cut off values for normality by age, gender, and body weight and height are needed. For these reasons, recommendations have been written on behalf of the Association for European Cardiovascular Pathology. The diagnostic work up implies the search for pressure and volume overload conditions, compensatory hypertrophy, storage and infiltrative disorders, and cardiomyopathies. Although some gross morphologic features can point to a specific diagnosis, systematic histologic analysis, followed by possible immunostaining and transmission electron microscopy, is essential for a final diagnosis. If the autopsy is carried out in a general or forensic pathology service without expertise in cardiovascular pathology, the entire heart (or pictures) together with mapped histologic slides should be sent for a second opinion to a pathologist with such an expertise. Indication for postmortem genetic testing should be integrated into the multidisciplinary management of sudden cardiac death.
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Affiliation(s)
- Cristina Basso
- Cardiovascular Pathology Unit, Department of Cardiac, Thoracic and Vascular Sciences and Public Health, University of Padua, Padua, Italy.
| | - Katarzyna Michaud
- University Center of Legal Medicine Lausanne - Geneva, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Giulia d'Amati
- Department of Radiological, Oncological and Pathological Sciences, Sapienza University of Rome, Rome, Italy
| | - Jytte Banner
- Department of Forensic Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Joaquin Lucena
- Forensic Pathology Service, Institute of Legal Medicine and Forensic Sciences, Seville, Spain
| | - Kristopher Cunningham
- Department of Laboratory Medicine and Pathobiology, Ontario Forensic Pathology Service, University of Toronto, Toronto, Canada
| | - Ornella Leone
- Cardiovascular and Cardiac Transplant Pathology Unit, Department of Pathology, Sant'Orsola-Malpighi University Hospital, Bologna, Italy
| | - Aryan Vink
- University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | | | - Mary N Sheppard
- Department of Cardiovascular Pathology, Cardiology Clinical Academic Group, Molecular and Clinical Sciences Research Institute, St George's Medical School, London, UK
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Michaud K, Genet P, Sabatasso S, Grabherr S. Postmortem imaging as a complementary tool for the investigation of cardiac death. Forensic Sci Res 2019; 4:211-222. [PMID: 31489387 PMCID: PMC6713140 DOI: 10.1080/20961790.2019.1630944] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2019] [Revised: 06/06/2019] [Accepted: 06/10/2019] [Indexed: 12/26/2022] Open
Abstract
In the past 2 decades, modern radiological methods, such as multiple detector computed tomography (MDCT), MDCT-angiography, and cardiac magnetic resonance imaging (MRI) were introduced into postmortem practice for investigation of sudden death (SD), including cases of sudden cardiac death (SCD). In forensic cases, the underlying cause of SD is most frequently cardiovascular with coronary atherosclerotic disease as the leading cause. There are many controversies about the role of postmortem imaging in establishing the cause of death and especially the value of minimally invasive autopsy techniques. This paper discusses the state of the art for postmortem radiological evaluation of the heart compared to classical postmortem examination, especially in cases of SCD. In SCD cases, postmortem CT is helpful to estimate the heart size and to visualize haemopericardium and calcified plaques and valves, as well as to identify and locate cardiovascular devices. Angiographic methods are useful to provide a detailed view of the coronary arteries and to analyse them, especially regarding the extent and location of stenosis and obstruction. In postsurgical cases, it allows verification and documentation of the patency of stents and bypass grafts before opening the body. Postmortem MRI is used to investigate soft tissues such as the myocardium, but images are susceptible to postmortem changes and further work is necessary to increase the understanding of these radiological aspects, especially of the ischemic myocardium. In postsurgery cases, the value of postmortem imaging of the heart is reportedly for the diagnostic and documentation purposes. The implementation of new imaging methods into routine postmortem practice is challenging, as it requires not only an investment in equipment but, more importantly, investment in the expertise of interpreting the images. Once those requirements are implemented, however, they bring great advantages in investigating cases of SCD, as they allow documentation of the body, orientation of sampling for further analyses and gathering of other information that cannot be obtained by conventional autopsy such as a complete visualization of the vascular system using postmortem angiography.Key pointsThere are no established guidelines for the interpretation of postmortem imaging examination of the heartAt present, postmortem imaging methods are considered as less accurate than the autopsy for cardiac deathsPostmortem imaging is useful as a complementary tool for cardiac deathsThere is still a need to validate postmortem imaging in cardiac deaths by comparing with autopsy findings.
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Affiliation(s)
- Katarzyna Michaud
- Lausanne University Hospital and University of Lausanne, University Center of Legal Medicine Lausanne-Geneva, Lausanne, Switzerland
| | - Pia Genet
- Lausanne University Hospital and University of Lausanne, University Center of Legal Medicine Lausanne-Geneva, Lausanne, Switzerland
- Geneva University Hospital, University Center of Legal Medicine Lausanne-Geneva, Geneva, Switzerland
| | - Sara Sabatasso
- Geneva University Hospital, University Center of Legal Medicine Lausanne-Geneva, Geneva, Switzerland
| | - Silke Grabherr
- Lausanne University Hospital and University of Lausanne, University Center of Legal Medicine Lausanne-Geneva, Lausanne, Switzerland
- Geneva University Hospital, University Center of Legal Medicine Lausanne-Geneva, Geneva, Switzerland
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