Diagnostic power of diffuse reflectance spectroscopy for targeted detection of breast lesions with microcalcifications

Microcalcifications geographically target the location of abnormalities within the breast and are of critical importance in breast cancer diagnosis. However, despite stereotactic guidance, core needle biopsy fails to retrieve microcalcifications in up to 15% of patients. Here, we introduce an approa...

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Published inProceedings of the National Academy of Sciences - PNAS Vol. 110; no. 2; pp. 471 - 476
Main Authors Soares, Jaqueline S., Barman, Ishan, Dingari, Narahara Chari, Volynskaya, Zoya, Liu, Wendy, Klein, Nina, Plecha, Donna, Dasari, Ramachandra R., Fitzmaurice, Maryann
Format Journal Article
LanguageEnglish
Published United States National Academy of Sciences 08.01.2013
National Acad Sciences
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Abstract Microcalcifications geographically target the location of abnormalities within the breast and are of critical importance in breast cancer diagnosis. However, despite stereotactic guidance, core needle biopsy fails to retrieve microcalcifications in up to 15% of patients. Here, we introduce an approach based on diffuse reflectance spectroscopy for detection of microcalcifications that focuses on variations in optical absorption stemming from the calcified clusters and the associated cross-linking molecules. In this study, diffuse reflectance spectra are acquired ex vivo from 203 sites in fresh biopsy tissue cores from 23 patients undergoing stereotactic breast needle biopsies. By correlating the spectra with the corresponding radiographic and histologie assessment, we have developed a support vector machine-derived decision algorithm, which shows high diagnostic power (positive predictive value and negative predictive value of 97% and 88%, respectively) for diagnosis of lesions with microcalcifications. We further show that these results are robust and not due to any spurious correlations. We attribute our findings to the presence of proteins (such as elastin), and desmosine and isodesmosine cross-linkers in the microcalcifications. It is important to note that the performance of the diffuse reflectance decision algorithm is comparable to one derived from the corresponding Raman spectra, and the considerably higher intensity of the reflectance signal enables the detection of the targeted lesions in a fraction of the spectral acquisition time. Our findings create a unique landscape for spectroscopic validation of breast core needle biopsy for detection of microcalcifications that can substantially improve the likelihood of an adequate, diagnostic biopsy in the first attempt.
AbstractList Microcalcifications geographically target the location of abnormalities within the breast and are of critical importance in breast cancer diagnosis. However, despite stereotactic guidance, core needle biopsy fails to retrieve microcalcifications in up to 15% of patients. Here, we introduce an approach based on diffuse reflectance spectroscopy for detection of microcalcifications that focuses on variations in optical absorption stemming from the calcified clusters and the associated cross-linking molecules. In this study, diffuse reflectance spectra are acquired ex vivo from 203 sites in fresh biopsy tissue cores from 23 patients undergoing stereotactic breast needle biopsies. By correlating the spectra with the corresponding radiographic and histologic assessment, we have developed a support vector machine-derived decision algorithm, which shows high diagnostic power (positive predictive value and negative predictive value of 97% and 88%, respectively) for diagnosis of lesions with microcalcifications. We further show that these results are robust and not due to any spurious correlations. We attribute our findings to the presence of proteins (such as elastin), and desmosine and isodesmosine cross-linkers in the microcalcifications. It is important to note that the performance of the diffuse reflectance decision algorithm is comparable to one derived from the corresponding Raman spectra, and the considerably higher intensity of the reflectance signal enables the detection of the targeted lesions in a fraction of the spectral acquisition time. Our findings create a unique landscape for spectroscopic validation of breast core needle biopsy for detection of microcalcifications that can substantially improve the likelihood of an adequate, diagnostic biopsy in the first attempt.
Microcalcifications geographically target the location of abnormalities within the breast and are of critical importance in breast cancer diagnosis. However, despite stereotactic guidance, core needle biopsy fails to retrieve microcalcifications in up to 15% of patients. Here, we introduce an approach based on diffuse reflectance spectroscopy for detection of microcalcifications that focuses on variations in optical absorption stemming from the calcified clusters and the associated cross-linking molecules. In this study, diffuse reflectance spectra are acquired ex vivo from 203 sites in fresh biopsy tissue cores from 23 patients undergoing stereotactic breast needle biopsies. By correlating the spectra with the corresponding radiographic and histologic assessment, we have developed a support vector machine-derived decision algorithm, which shows high diagnostic power (positive predictive value and negative predictive value of 97% and 88%, respectively) for diagnosis of lesions with microcalcifications. We further show that these results are robust and not due to any spurious correlations. We attribute our findings to the presence of proteins (such as elastin), and desmosine and isodesmosine cross-linkers in the microcalcifications. It is important to note that the performance of the diffuse reflectance decision algorithm is comparable to one derived from the corresponding Raman spectra, and the considerably higher intensity of the reflectance signal enables the detection of the targeted lesions in a fraction of the spectral acquisition time. Our findings create a unique landscape for spectroscopic validation of breast core needle biopsy for detection of microcalcifications that can substantially improve the likelihood of an adequate, diagnostic biopsy in the first attempt. [PUBLICATION ABSTRACT]
Microcalcifications geographically target the location of abnormalities within the breast and are of critical importance in breast cancer diagnosis. However, despite stereotactic guidance, core needle biopsy fails to retrieve microcalcifications in up to 15% of patients. Here, we introduce an approach based on diffuse reflectance spectroscopy for detection of microcalcifications that focuses on variations in optical absorption stemming from the calcified clusters and the associated cross-linking molecules. In this study, diffuse reflectance spectra are acquired ex vivo from 203 sites in fresh biopsy tissue cores from 23 patients undergoing stereotactic breast needle biopsies. By correlating the spectra with the corresponding radiographic and histologie assessment, we have developed a support vector machine-derived decision algorithm, which shows high diagnostic power (positive predictive value and negative predictive value of 97% and 88%, respectively) for diagnosis of lesions with microcalcifications. We further show that these results are robust and not due to any spurious correlations. We attribute our findings to the presence of proteins (such as elastin), and desmosine and isodesmosine cross-linkers in the microcalcifications. It is important to note that the performance of the diffuse reflectance decision algorithm is comparable to one derived from the corresponding Raman spectra, and the considerably higher intensity of the reflectance signal enables the detection of the targeted lesions in a fraction of the spectral acquisition time. Our findings create a unique landscape for spectroscopic validation of breast core needle biopsy for detection of microcalcifications that can substantially improve the likelihood of an adequate, diagnostic biopsy in the first attempt.
Author Dasari, Ramachandra R.
Liu, Wendy
Dingari, Narahara Chari
Soares, Jaqueline S.
Klein, Nina
Barman, Ishan
Volynskaya, Zoya
Fitzmaurice, Maryann
Plecha, Donna
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Author contributions: J.S.S., I.B., N.C.D., Z.V., R.R.D., and M.F. designed research; J.S.S., I.B., N.C.D., Z.V., W.L., N.K., D.P., and M.F. performed research; J.S.S., I.B., and N.C.D. analyzed data; and J.S.S., I.B., N.C.D., and M.F. wrote the paper.
1J.S.S., I.B., and N.C.D. contributed equally to this work.
2Present address: Aperio Technologies, Inc., Vista, CA, 92081.
Edited* by Mildred S. Dresselhaus, Massachusetts Institute of Technology, Cambridge, MA, and approved November 14, 2012 (received for review September 5, 2012)
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Snippet Microcalcifications geographically target the location of abnormalities within the breast and are of critical importance in breast cancer diagnosis. However,...
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SourceType Open Access Repository
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Publisher
StartPage 471
SubjectTerms Adult
Aged
Algorithms
Biological Sciences
Biopsies
Biopsy
Biopsy, Needle - methods
Breast cancer
Breast Neoplasms - diagnosis
Breast Neoplasms - pathology
Calcinosis - diagnosis
Calcinosis - pathology
Correlation analysis
Female
Humans
Lesions
Medical diagnosis
Middle Aged
Needle biopsies
Ohio
Optical reflection
Principal Component Analysis
Radiography
Raman scattering
Raman spectroscopy
Spectral reflectance
Spectroscopy
Spectrum Analysis - methods
Tissues
Ultraviolet reflection
Title Diagnostic power of diffuse reflectance spectroscopy for targeted detection of breast lesions with microcalcifications
URI https://www.jstor.org/stable/42553814
http://www.pnas.org/content/110/2/471.abstract
https://www.ncbi.nlm.nih.gov/pubmed/23267090
https://www.proquest.com/docview/1268504996
https://search.proquest.com/docview/1273358372
https://pubmed.ncbi.nlm.nih.gov/PMC3545788
Volume 110
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