Structural Biomarkers for Breast Cancer Determined by X-Ray Diffraction

被引:2
|
作者
Friedman, Jonathan [1 ]
Blinchevsky, Benjamin [1 ]
Slight, Maria [1 ]
Tanaka, Aika [1 ]
Lazarev, Alexander [1 ]
Zhang, Wei [1 ]
Aram, Byron [1 ]
Ghadimi, Melanis [2 ]
Lomis, Thomas [2 ]
Mourokh, Lev [1 ,3 ]
Lazarev, Pavel [1 ]
机构
[1] EosDx Inc, 1455 Adams Dr, Menlo Pk, CA 94025 USA
[2] San Fernando Valley Canc Fdn, 15211 Vanowen St Ste 208, Van Nuys, CA 91405 USA
[3] CUNY Queens Coll, Phys Dept, 65-30 Kissena Blvd, Flushing, NY 11367 USA
来源
QUANTUM EFFECTS AND MEASUREMENT TECHNIQUES IN BIOLOGY AND BIOPHOTONICS | 2024年 / 12863卷
关键词
X-ray diffraction; early cancer diagnostics; structural biomarkers; principal component analysis; ROC curve; SCATTERING;
D O I
10.1117/12.3001801
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
False positives from breast cancer screenings lead to billions of dollars of waste and suffering every year. X-ray diffraction of breast tissue for cancer detection is a promising technique that can potentially be used to reduce the significant number of unnecessary biopsies by first scanning suspicious areas, rather than performing a biopsy straightaway. Breast tissue diffraction patterns contain information about the structure and density of constituent fiber molecular structures, such as fatty acids and collagen. These structural biomarkers are known to change due to the presence of tumors. We ran a pilot study with biopsies from 38 cancer patients that were scanned using a low-cost diffractometer. Our diagnostic algorithm achieved an overall performance of 96.3% sensitivity, 91.6% specificity, and 93.4% positive predictive value based on a random train-test split. We believe X-ray diffraction technology is mature enough to be integrated into the clinical setting in the near future.
引用
收藏
页数:7
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