دورية أكاديمية
Abdominal imaging associates body composition with COVID-19 severity.
العنوان: | Abdominal imaging associates body composition with COVID-19 severity. |
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المؤلفون: | Nicolas Basty, Elena P Sorokin, Marjola Thanaj, Ramprakash Srinivasan, Brandon Whitcher, Jimmy D Bell, Madeleine Cule, E Louise Thomas |
المصدر: | PLoS ONE, Vol 18, Iss 4, p e0283506 (2023) |
بيانات النشر: | Public Library of Science (PLoS), 2023. |
سنة النشر: | 2023 |
المجموعة: | LCC:Medicine LCC:Science |
مصطلحات موضوعية: | Medicine, Science |
الوصف: | The main drivers of COVID-19 disease severity and the impact of COVID-19 on long-term health after recovery are yet to be fully understood. Medical imaging studies investigating COVID-19 to date have mostly been limited to small datasets and post-hoc analyses of severe cases. The UK Biobank recruited recovered SARS-CoV-2 positive individuals (n = 967) and matched controls (n = 913) who were extensively imaged prior to the pandemic and underwent follow-up scanning. In this study, we investigated longitudinal changes in body composition, as well as the associations of pre-pandemic image-derived phenotypes with COVID-19 severity. Our longitudinal analysis, in a population of mostly mild cases, associated a decrease in lung volume with SARS-CoV-2 positivity. We also observed that increased visceral adipose tissue and liver fat, and reduced muscle volume, prior to COVID-19, were associated with COVID-19 disease severity. Finally, we trained a machine classifier with demographic, anthropometric and imaging traits, and showed that visceral fat, liver fat and muscle volume have prognostic value for COVID-19 disease severity beyond the standard demographic and anthropometric measurements. This combination of image-derived phenotypes from abdominal MRI scans and ensemble learning to predict risk may have future clinical utility in identifying populations at-risk for a severe COVID-19 outcome. |
نوع الوثيقة: | article |
وصف الملف: | electronic resource |
اللغة: | English |
تدمد: | 1932-6203 |
العلاقة: | https://doaj.org/toc/1932-6203Test |
DOI: | 10.1371/journal.pone.0283506 |
الوصول الحر: | https://doaj.org/article/2ff79284e3be4a60980fd06f706c3bd6Test |
رقم الانضمام: | edsdoj.2ff79284e3be4a60980fd06f706c3bd6 |
قاعدة البيانات: | Directory of Open Access Journals |
تدمد: | 19326203 |
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DOI: | 10.1371/journal.pone.0283506 |