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However, it remains unclear where the changes in BMD and geometry have the greatest impact on femoral neck strength. The aim of this study was to determine the principal BMD-and-geometry changes induced by exercise that have the greatest effect on femoral neck strength. Pre- and post-exercise 3D-DXA images of the proximal femur were collected of male participants from the LIFTMOR-M exercise intervention trial. Meshes with element-by-element correspondence were generated by morphing a template mesh to each bone to calculate changes in BMD and geometry. Finite element (FE) models predicted femoral neck strength changes under single-leg stance and sideways fall load. Partial least squares regression (PLSR) models were developed with BMD-only, geometry-only, and BMD-and-geometry changes to determine the principal modes that explained the greatest variation in neck strength changes. The PLSR models explained over 90% of the strength variation with 3 PLS components using BMD-only (<jats:italic>R<\/jats:italic><jats:sup>2<\/jats:sup>\u2009&gt;\u20090.92, RMSE\u2009&lt;\u20090.06\u00a0N) and 8 PLS components with geometry-only (<jats:italic>R<\/jats:italic><jats:sup>2<\/jats:sup>\u2009&gt;\u20090.93, RMSE\u2009&lt;\u20090.06\u00a0N). Changes in the superior neck and distal cortex were most important during single-leg stance while the superior neck, medial head, and lateral trochanter were most important during a sideways fall. Local changes in femoral neck and head geometry could differentiate the exercise groups from the control group. Exercise interventions may target BMD changes in the superior neck, inferior neck, and greater trochanter for improved femoral neck strength in single-leg stance and sideways fall.<\/jats:p>","DOI":"10.1007\/s10237-022-01642-w","type":"journal-article","created":{"date-parts":[[2022,10,21]],"date-time":"2022-10-21T20:22:56Z","timestamp":1666383776000},"page":"207-216","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Geometry and bone mineral density determinants of femoral neck strength changes following exercise"],"prefix":"10.1007","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4496-929X","authenticated-orcid":false,"given":"Dermot","family":"O\u2019Rourke","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Belinda R.","family":"Beck","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amy T.","family":"Harding","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Steven L.","family":"Watson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Peter","family":"Pivonka","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Saulo","family":"Martelli","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,10,21]]},"reference":[{"key":"1642_CR1","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1016\/j.bone.2016.07.021","volume":"92","author":"S Abe","year":"2016","unstructured":"Abe S, Narra N, Nikander R, Hyttinen J, Kouhia R, Siev\u00e4nen H (2016) Exercise loading history and femoral neck strength in a sideways fall: A three-dimensional finite element modeling study. 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