Multivariate analysis of the scattering profiles of healthy and pathological human breast tissues
Scattering profiles of 106 healthy and pathological human breast samples were obtained using the angular dispersive X-ray scattering technique (AD-XRD) and synchrotron radiation covering the momentum transfer interval of 0.7 nm −1≤ q(=4 π sin( θ/2)/ λ)≤70.5 nm −1. Multivariate analysis in the form o...
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Veröffentlicht in: | Nuclear instruments & methods in physics research. Section A, Accelerators, spectrometers, detectors and associated equipment Accelerators, spectrometers, detectors and associated equipment, 2011-10, Vol.652 (1), p.870-873 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Scattering profiles of 106 healthy and pathological human breast samples were obtained using the angular dispersive X-ray scattering technique (AD-XRD) and synchrotron radiation covering the momentum transfer interval of 0.7
nm
−1≤
q(=4
π
sin(
θ/2)/
λ)≤70.5
nm
−1. Multivariate analysis in the form of discriminant analysis was applied over the whole scattering profile curve of each sample in order to build a model for breast tissue classification. The classification results were validated and compared with histological sample classification obtained by microscopy analysis. Finally, the model allows classifying correctly 91.5% of the samples and presented values of 98.5%, 89.7% and 0.90 for sensitivity, specificity and Cohen’s
κ, respectively, in correctly differentiating between healthy and pathological tissues. |
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ISSN: | 0168-9002 1872-9576 |
DOI: | 10.1016/j.nima.2010.08.060 |