Osteoporosis and Covid-19: Detected similarities in bone lacunar-level alterations via combined AI and advanced synchrotron testing

[Display omitted] •The variability in trabecular bone features is due to the external loading scenario.•Osteoporosis signs start appearing at the micro-scale.•Covid-19 deteriorates micro-scale porosities. While advanced imaging strategies have improved the diagnosis of bone-related pathologies, earl...

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Veröffentlicht in:Materials & design 2023-07, Vol.231, p.112087-112087, Article 112087
Hauptverfasser: Buccino, Federica, Zagra, Luigi, Longo, Elena, D'Amico, Lorenzo, Banfi, Giuseppe, Berto, Filippo, Tromba, Giuliana, Vergani, Laura Maria
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Sprache:eng
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Zusammenfassung:[Display omitted] •The variability in trabecular bone features is due to the external loading scenario.•Osteoporosis signs start appearing at the micro-scale.•Covid-19 deteriorates micro-scale porosities. While advanced imaging strategies have improved the diagnosis of bone-related pathologies, early signs of bone alterations remain difficult to detect. The Covid-19 pandemic has brought attention to the need for a better understanding of bone micro-scale toughening and weakening phenomena. This study used an artificial intelligence-based tool to automatically investigate and validate four clinical hypotheses by examining osteocyte lacunae on a large scale with synchrotron image-guided failure assessment. The findings indicate that trabecular bone features exhibit intrinsic variability related to external loading, micro-scale bone characteristics affect fracture initiation and propagation, osteoporosis signs can be detected at the micro-scale through changes in osteocyte lacunar features, and Covid-19 worsens micro-scale porosities in a statistically significant manner similar to the osteoporotic condition. Incorporating these findings with existing clinical and diagnostic tools could prevent micro-scale damages from progressing into critical fractures.
ISSN:0264-1275
0264-1275
DOI:10.1016/j.matdes.2023.112087