Article

Soar, Peter ORCID: https://orcid.org/0000-0003-1745-9443, Dall’Ara, Enrico, Palanca, Marco and Tozzi, Gianluca (2024) Data-driven image mechanics (D2IM): a deep learning approach to predict displacement and strain fields from undeformed X-ray tomography images – Evaluation of bone mechanics. Extreme Mechanics Letters, 71:102202. pp. 1-14. ISSN 2352-4316 (Online) (doi:10.1016/j.eml.2024.102202)

Sigger, Neetu, Vien, Quoc-Tuan, Nguyen, Sinh Van, Tozzi, Gianluca and Nguyen, Tuan Thanh ORCID: https://orcid.org/0000-0003-0055-8218 (2024) Unveiling the potential of diffusion model-based framework with transformer for hyperspectral image classification. Scientific Reports, 14:8438. ISSN 2045-2322 (Online) (doi:10.1038/s41598-024-58125-4)

Kim, Yang-Hee, Kanczler, Janos M., Lanham, Stuart, Rawlings, Andrew, Roldo, Marta, Tozzi, Gianluca, Dawson, Jonathan I., Cidonio, Gianluca ORCID: https://orcid.org/0000-0002-9445-6994 and Oreffo, Richard O. C. ORCID: https://orcid.org/0000-0001-5995-6726 (2024) Biofabrication of nanocomposite-based scaffolds containing human bone extracellular matrix for the differentiation of skeletal stem and progenitor cells. Bio-Design and Manufacturing. ISSN 2096-5524 (Print), 2522-8552 (Online) (doi:10.1007/s42242-023-00265-z)

Sensini, Alberto ORCID: https://orcid.org/0000-0003-0681-5887, Stamati, Olga ORCID: https://orcid.org/0000-0002-7492-2134, Marchiori, Gregorio ORCID: https://orcid.org/0000-0002-2171-1851, Sancisi, Nicola ORCID: https://orcid.org/0000-0003-3005-6489, Gotti, Carlo, Giavaresi, Gianluca, Cristofolini, Luca ORCID: https://orcid.org/0000-0002-7473-6868, Focarete, Maria Letizia, Zucchelli, Andrea ORCID: https://orcid.org/0000-0002-3466-2913 and Tozzi, Gianluca (2024) Full-field strain distribution in hierarchical electrospun nanofibrous poly-L(lactic) acid/collagen scaffolds for tendon and ligament regeneration: a multiscale study. Heliyon, 10 (5):e26796. pp. 1-15. ISSN 2405-8440 (Online) (doi:10.1016/j.heliyon.2024.e26796)

Rojas-Rojas, Laura ORCID: https://orcid.org/0000-0002-1096-7659, Tozzi, Gianluca and Guillén-Girón, Teodolito ORCID: https://orcid.org/0000-0003-1823-3403 (2023) A comprehensive mechanical characterization of subject-specific 3D printed scaffolds mimicking trabecular bone architecture biomechanics. Life, 13 (11):2141. pp. 1-14. ISSN 2075-1729 (Online) (doi:10.3390/life13112141)

Karali, Aikaterina ORCID: https://orcid.org/0000-0003-4745-7123, Dall’Ara, Enrico ORCID: https://orcid.org/0000-0003-1471-5077, Zekonyte, Jurgita, Kao, Alexander P., Blunn, Gordon and Tozzi, Gianluca (2022) Effect of radiation-induced damage of trabecular bone tissue evaluated using indentation and digital volume correlation. Journal of the Mechanical Behavior of Biomedical Materials, 138:105636. pp. 1-10. ISSN 1751-6161 (doi:10.1016/j.jmbbm.2022.105636)

Black, Cameron, Gibbs, David, McEwan, Josephine, Kanczler, Janos ORCID: https://orcid.org/0000-0001-7249-0414, Fernández, Marta Peña ORCID: https://orcid.org/0000-0002-3534-8838, Tozzi, Gianluca, Dawson, Jonathan and Oreffo, Richard ORCID: https://orcid.org/0000-0001-5995-6726 (2022) Comparison of bone formation mediated by bone morphogenetic protein delivered by nanoclay gels with clinical techniques (autograft and InductOs®) in an ovine bone model. Journal of Tissue Engineering, 13. pp. 1-13. ISSN 2041-7314 (doi:10.1177/20417314221113746)

Dall’Ara, Enrico and Tozzi, Gianluca (2022) Digital volume correlation for the characterization of musculoskeletal tissues: current challenges and future developments. Frontiers in Bioengineering and Biotechnology, 10:1010056. ISSN 2296-4185 (doi:10.3389/fbioe.2022.1010056)

Riveiro Rodríguez, Antonio, Badar, Waqas, Ali, Husna ORCID: https://orcid.org/0000-0003-3059-1262, Brooker, Olivia N., Newham, Elis, Snow, Tim, Terrill, Nicholas J. ORCID: https://orcid.org/0000-0002-8783-1282, Tozzi, Gianluca, Fratzl, Peter, Knight, Martin M. and Gupta, Himadri S. ORCID: https://orcid.org/0000-0003-2201-8933 (2022) Collagen pre-strain discontinuity at the bone—Cartilage interface. PLOS ONE, 17 (9). e0273832. ISSN 1932-6203 (doi:10.1371/journal.pone.0273832)

Rumney, Robin M. H., Robson, Samuel C. ORCID: https://orcid.org/0000-0001-5702-9160, Kao, Alexander P., Barbu, Eugen, Bozycki, Lukasz, Smith, James R., Cragg, Simon M. ORCID: https://orcid.org/0000-0003-1082-7653, Couceiro, Fay, Parwani, Rachna, Tozzi, Gianluca, Stuer, Michael ORCID: https://orcid.org/0000-0002-5937-0626, Barber, Asa H., Ford, Alex T. ORCID: https://orcid.org/0000-0001-5202-546X and Górecki, Dariusz C. ORCID: https://orcid.org/0000-0003-3584-1654 (2022) Biomimetic generation of the strongest known biomaterial found in limpet tooth. Nature Communications, 13 (1):3753. pp. 1-13. ISSN 2041-1723 (Online) (doi:10.1038/s41467-022-31139-0)

Peña Fernández, Marta, Sasso, Sebastian J., McPhee, Samuel, Black, Cameron, Kanczler, Janos, Tozzi, Gianluca and Wolfram, Uwe (2022) Nonlinear micro finite element models based on digital volume correlation measurements predict early microdamage in newly formed bone. Journal of the Mechanical Behavior of Biomedical Materials, 132:105303. pp. 1-16. ISSN 1751-6161 (doi:10.1016/j.jmbbm.2022.105303)

Dall’Ara, E. ORCID: https://orcid.org/0000-0003-1471-5077, Bodey, A.J., Isaksson, H. and Tozzi, Gianluca (2022) A practical guide for in situ mechanical testing of musculoskeletal tissues using synchrotron tomography. Journal of the Mechanical Behavior of Biomedical Materials, 133:105297. pp. 1-13. ISSN 1751-6161 (doi:10.1016/j.jmbbm.2022.105297)

Bonithon, Roxane ORCID: https://orcid.org/0000-0002-4252-0894, Lupton, Colin ORCID: https://orcid.org/0000-0001-8054-2712, Roldo, Marta ORCID: https://orcid.org/0000-0003-2242-7761, Dunlop, Joseph Nicholas, Blunn, Gordon William, Witte, Frank ORCID: https://orcid.org/0000-0001-9154-6217 and Tozzi, Gianluca (2022) Open-porous magnesium-based scaffolds withstand in vitro corrosion under cyclic loading: a mechanistic study. Bioactive Materials, 19. pp. 406-417. ISSN 2452-199X (Online) (doi:10.1016/j.bioactmat.2022.04.012)

Zhang, Yuezhou, Hollis, Dave, Ross, Rosie, Snow, Tim ORCID: https://orcid.org/0000-0001-7146-6885, Terrill, Nick J. ORCID: https://orcid.org/0000-0002-8783-1282, Lu, Yongjie, Wang, Wen, Connelly, John, Tozzi, Gianluca and Gupta, Himadri S. ORCID: https://orcid.org/0000-0003-2201-8933 (2022) Investigating the fibrillar ultrastructure and mechanics in keloid scars using in situ synchrotron X-ray nanomechanical imaging. Materials, 15 (5):1836. pp. 1-19. ISSN 1996-1944 (doi:10.3390/ma15051836)

Hexter, Adam T., Karali, Aikaterina, Kao, Alex, Tozzi, Gianluca, Heidari, Nima, Petrie, Aviva, Boyd, Ashleigh, Kalaskar, Deepak M., Pendegrass, Catherine, Rodeo, Scott, Haddad, Fares and Blunn, Gordon (2021) Effect of demineralized bone matrix, bone marrow mesenchymal stromal cells, and platelet-rich plasma on bone tunnel healing after anterior cruciate ligament reconstruction: a comparative micro-computed tomography study in a tendon allograft sheep model. Orthopaedic Journal of Sports Medicine, 9 (9). pp. 1-19. ISSN 2325-9671 (doi:10.1177/23259671211034166)

Shen, Sabrina Chin-yun ORCID: https://orcid.org/0000-0002-6562-3829, Peña Fernández, Marta, Tozzi, Gianluca and Buehler, Markus J. (2021) Deep learning approach to assess damage mechanics of bone tissue. Journal of the Mechanical Behavior of Biomedical Materials, 123:104761. ISSN 1751-6161 (doi:10.1016/j.jmbbm.2021.104761)

Peña Fernández, Marta, Kao, Alexander P., Bonithon, Roxane, Howells, David, Bodey, Andrew J., Wanelik, Kazimir, Witte, Frank, Johnston, Richard, Arora, Hari and Tozzi, Gianluca (2021) Time-resolved in situ synchrotron-microCT: 4D deformation of bone and bone analogues using digital volume correlation. Acta Biomaterialia, 131. pp. 424-439. ISSN 1742-7061 (Print), 1878-7568 (Online) (doi:10.1016/j.actbio.2021.06.014)

Bonithon, Roxane ORCID: https://orcid.org/0000-0002-4252-0894, Kao, Alexander Peter ORCID: https://orcid.org/0000-0001-5376-1661, Fernández, Marta Peña ORCID: https://orcid.org/0000-0002-3534-8838, Dunlop, Joseph Nicholas, Blunn, Gordon William, Witte, Frank ORCID: https://orcid.org/0000-0001-9154-6217 and Tozzi, Gianluca (2021) Multi-scale mechanical and morphological characterisation of sintered porous magnesium-based scaffolds for bone regeneration in critical-sized defects. Acta Biomaterialia, 127. pp. 338-352. ISSN 1742-7061 (Print), 1878-7568 (Online) (doi:10.1016/j.actbio.2021.03.068)

Dataset

Soar, Peter ORCID: https://orcid.org/0000-0003-1745-9443, Palanca, Marco, Enrico, Dall'Ara and Tozzi, Gianluca (2024) Supplementary Information for Data-driven image mechanics (D2IM): a deep learning approach to predict displacement and strain fields from undeformed X-ray tomography images - Evaluation of bone mechanics. [Dataset] (Unpublished)

Soar, Peter ORCID: https://orcid.org/0000-0003-1745-9443, Palanca, Marco, Enrico, Dall'Ara and Tozzi, Gianluca (2024) D2IM prototype dataset: Porcine Vertebra Slices. [Dataset] (doi:10.34740/kaggle/ds/4500725)