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

被引:14
作者
Dicken, A. J. [1 ]
Evans, J. P. O. [1 ]
Rogers, K. D. [2 ]
Stone, N. [3 ]
Greenwood, C. [2 ]
Godber, S. X. [4 ]
Clement, J. G. [5 ]
Lyburn, I. D. [6 ]
Martin, R. M. [7 ]
Zioupos, P. [2 ]
机构
[1] Nottingham Trent Univ, Imaging Sci Grp, Rosalind Franklin Bldg, Nottingham, England
[2] Cranfield Univ, Cranfield Forens Inst, Shrivenham, England
[3] Univ Exeter, Phys & Astron, Biomed Phys Grp, Exeter, Devon, England
[4] Halo Xray Technol, Nottingham, England
[5] Univ Melbourne, Melbourne Dent Sch, Melbourne, Vic, Australia
[6] Cobalt Hlth, Med Imaging Dept, Cheltenham, Glos, England
[7] Univ Bristol, Sch Social & Community Med, Epidemiol & Publ Hlth, Bristol, Avon, England
来源
SCIENTIFIC REPORTS | 2016年 / 6卷
基金
英国工程与自然科学研究理事会;
关键词
BONE; OSTEOPOROSIS; EPIDEMIOLOGY; DIFFRACTION; DIAGNOSIS; SIZE;
D O I
10.1038/srep29011
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:7
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