Direct identification of breast cancer pathologies using blind separation of label-free localized reflectance measurements

A. Eguizabal, A.M. Laughney, P.B. Garcia-Allende, V. Krishnaswamy, W.A. Wells, K.D. Paulsen, B.W. Pogue, J.M. Lopez-Higuera, O.M. Conde, Biomed. Opt. Express 4 (2013) 1104–1118.

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Journal Article
Author
Eguizabal, Alma; Laughney, Ashley M.; Garcia-Allende, P. Beatriz; Krishnaswamy, Venkataramanan; Wells, Wendy A.; Paulsen, Keith D.; Pogue, Brian W.; Lopez-Higuera, Jose M.; Conde, Olga M.
Abstract
Breast tumors are blindly identified using Principal (PCA) and Independent Component Analysis (ICA) of localized reflectance measurements. No assumption of a particular theoretical model for the reflectance needs to be made, while the resulting features are proven to have discriminative power of breast pathologies. Normal, benign and malignant breast tissue types in lumpectomy specimens were imaged ex vivo and a surgeon-guided calibration of the system is proposed to overcome the limitations of the blind analysis. A simple, fast and linear classifier has been proposed where no training information is required for the diagnosis. A set of 29 breast tissue specimens have been diagnosed with a sensitivity of 96% and specificity of 95% when discriminating benign from malignant pathologies. The proposed hybrid combination PCA-ICA enhanced diagnostic discrimination, providing tumor probability maps, and intermediate PCA parameters reflected tissue optical properties.
Publishing Year
Journal Title
Biomed. Opt. Express
Volume
4
Issue
7
Page
1104–1118
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Eguizabal A, Laughney AM, Garcia-Allende PB, et al. Direct identification of breast cancer pathologies using blind separation of label-free localized reflectance measurements. Biomed Opt Express. 2013;4(7):1104–1118. doi:10.1364/BOE.4.001104
Eguizabal, A., Laughney, A. M., Garcia-Allende, P. B., Krishnaswamy, V., Wells, W. A., Paulsen, K. D., Pogue, B. W., Lopez-Higuera, J. M., & Conde, O. M. (2013). Direct identification of breast cancer pathologies using blind separation of label-free localized reflectance measurements. Biomed. Opt. Express, 4(7), 1104–1118. https://doi.org/10.1364/BOE.4.001104
@article{Eguizabal_Laughney_Garcia-Allende_Krishnaswamy_Wells_Paulsen_Pogue_Lopez-Higuera_Conde_2013, title={Direct identification of breast cancer pathologies using blind separation of label-free localized reflectance measurements}, volume={4}, DOI={10.1364/BOE.4.001104}, number={7}, journal={Biomed. Opt. Express}, author={Eguizabal, Alma and Laughney, Ashley M. and Garcia-Allende, P. Beatriz and Krishnaswamy, Venkataramanan and Wells, Wendy A. and Paulsen, Keith D. and Pogue, Brian W. and Lopez-Higuera, Jose M. and Conde, Olga M.}, year={2013}, pages={1104–1118} }
Eguizabal, Alma, Ashley M. Laughney, P. Beatriz Garcia-Allende, Venkataramanan Krishnaswamy, Wendy A. Wells, Keith D. Paulsen, Brian W. Pogue, Jose M. Lopez-Higuera, and Olga M. Conde. “Direct Identification of Breast Cancer Pathologies Using Blind Separation of Label-Free Localized Reflectance Measurements.” Biomed. Opt. Express 4, no. 7 (2013): 1104–1118. https://doi.org/10.1364/BOE.4.001104.
A. Eguizabal et al., “Direct identification of breast cancer pathologies using blind separation of label-free localized reflectance measurements,” Biomed. Opt. Express, vol. 4, no. 7, pp. 1104–1118, 2013, doi: 10.1364/BOE.4.001104.
Eguizabal, Alma, et al. “Direct Identification of Breast Cancer Pathologies Using Blind Separation of Label-Free Localized Reflectance Measurements.” Biomed. Opt. Express, vol. 4, no. 7, 2013, pp. 1104–1118, doi:10.1364/BOE.4.001104.

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