12 January 2022 Hyperspectral terahertz imaging and optical clearance for cancer classification in breast tumor surgical specimen
Nagma Vohra, Haoyan Liu, Alexander H. H. Nelson, Keith Bailey, Magda O. El-Shenawee
Author Affiliations +
Abstract

Purpose: We investigate the enhancement in terahertz (THz) images of freshly excised breast tumors upon treatment with an optical clearance agent. The hyperspectral imaging and spectral classifications are used to quantitatively demonstrate the image enhancement. Glycerol solution with 60% concentration is applied to excised breast tumor specimens for various time durations to investigate the effectiveness on image enhancement.

Approach: THz reflection spectroscopy is utilized to obtain the absorption coefficient and the index of refraction of untreated and glycerol-treated tissues at each frequency up to 3 THz. Two classifiers, spectral angular mapping (SAM) based on several kernels and Euclidean minimum distance (EMD) are implemented to evaluate the effectiveness of the treatment. The testing raw data is obtained from five breast cancer specimens: two untreated specimens and three specimens treated with glycerol solution for 20, 40, or 60 min. All tumors used in the testing data have healthy tissues adjacent to cancerous ones consistent with the challenge faced in lumpectomy surgeries.

Results: The glycerol-treated tissues showed a decrease in the absorption coefficients compared with untreated tissues, especially as the period of treatment increased. Although the sensitivity metric of the classifier presented higher values in the untreated tissues compared with the treated ones, the specificity and accuracy metrics demonstrated higher values for the treated tissues compared with the untreated ones.

Conclusions: The biocompatible glycerol solution is a potential optical clearance agent in THz imaging while keeping the histopathology imaging intact. The SAM technique provided a good classification of cancerous tissues despite the small amount of cancer in the training data (only 7%). The SAM exponential kernel and EMD presented classification accuracy of ∼80  %   to 85% compared with linear and polynomial kernels that provided accuracy ranging from 70% to 80%. Overall, glycerol treatment provides a potential improvement in cancer classification in freshly excised breast tumors.

© 2022 Society of Photo-Optical Instrumentation Engineers (SPIE) 2329-4302/2022/$28.00 © 2022 SPIE
Nagma Vohra, Haoyan Liu, Alexander H. H. Nelson, Keith Bailey, and Magda O. El-Shenawee "Hyperspectral terahertz imaging and optical clearance for cancer classification in breast tumor surgical specimen," Journal of Medical Imaging 9(1), 014002 (12 January 2022). https://doi.org/10.1117/1.JMI.9.1.014002
Received: 15 July 2021; Accepted: 21 December 2021; Published: 12 January 2022
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Cited by 3 scholarly publications.
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KEYWORDS
Tissues

Terahertz radiation

Cancer

Tumors

Pathology

Collagen

Hyperspectral imaging

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