Classification of fracture and non-fracture groups by analysis of coherent X-ray scatter

Dicken, AJ, Evans, JPO, Rogers, KD, Stone, N, Greenwood, C, Godber, SX, Clement, JG, Lyburn, ID, Martin, RM and Zioupos, P, 2016. Classification of fracture and non-fracture groups by analysis of coherent X-ray scatter. Scientific Reports, 6, p. 29011. ISSN 2045-2322

Preview

Text 6306_Evans.pdf - Published version Download (595kB) | Preview

Abstract

Osteoporotic fractures present a significant social and economic burden, which is set to rise commensurately with the aging population. Greater understanding of the physicochemical differences between osteoporotic and normal conditions will facilitate the development of diagnostic technologies with increased performance and treatments with increased efficacy. Using coherent X-ray scattering we have evaluated a population of 108 ex vivo human bone samples comprised of non-fracture and fracture groups. Principal component fed linear discriminant analysis was used to develop a classification model to discern each condition resulting in a sensitivity and specificity of 93% and 91%, respectively. Evaluating the coherent X-ray scatter differences from each condition supports the hypothesis that a causal physicochemical change has occurred in the fracture group. This work is a critical step along the path towards developing an in vivo diagnostic tool for fracture risk prediction.

Item Type:	Journal article
Publication Title:	Scientific Reports
Creators:	Dicken, A.J., Evans, J.P.O., Rogers, K.D., Stone, N., Greenwood, C., Godber, S.X., Clement, J.G., Lyburn, I.D., Martin, R.M. and Zioupos, P.
Publisher:	Nature Publishing Group
Date:	2016
Volume:	6
ISSN:	2045-2322
Identifiers:	Number Type 10.1038/srep29011 DOI
Divisions:	Schools > School of Science and Technology
Record created by:	Jonathan Gallacher
Date Added:	29 Sep 2016 14:12
Last Modified:	10 Oct 2017 09:47
URI:	https://irep.ntu.ac.uk/id/eprint/28702

Actions (login required)

Edit View

Statistics

Views

Downloads