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
相关论文
共 50 条
  • [11] Structural Characterization of Albendazole with the Use of X-Ray Diffraction
    Lixandrao, K.
    Ferreira, F.
    ACTA CRYSTALLOGRAPHICA A-FOUNDATION AND ADVANCES, 2014, 70 : C1808 - C1808
  • [12] Structural analysis of an obsidian by X-ray diffraction method
    Okuno, M
    Iwatsuki, H
    Matsumoto, T
    EUROPEAN JOURNAL OF MINERALOGY, 1996, 8 (06) : 1257 - 1264
  • [13] Synthesis of hydroxyapatite and structural refinement by X-ray diffraction
    de Araujo, Jorge Correa
    Sena, Lidia
    Bastos, Ivan Napoleao
    de Almeida Soares, Gloria Dulce
    QUIMICA NOVA, 2007, 30 (08): : 1853 - 1859
  • [14] Chemical and Structural Analysis of Rocks Using X-ray Fluorescence and X-ray Diffraction Techniques
    Sabri, Mohammed M.
    ARO-THE SCIENTIFIC JOURNAL OF KOYA UNIVERSITY, 2020, 8 (01): : 79 - 87
  • [15] Microstructure of carbon blacks determined by X-ray diffraction profile analysis
    Ungár, T
    Gubicza, J
    Ribárik, G
    Pantea, C
    Zerda, TW
    CARBON, 2002, 40 (06) : 929 - 937
  • [16] X-ray diffraction method to identify epithelial to mesenchymal transition in breast cancer tissue
    Alsharif, A. M.
    Sani, S. F. Abdul
    Moradi, F.
    INTERNATIONAL NUCLEAR SCIENCE TECHNOLOGY AND ENGINEERING CONFERENCE 2019 (INUSTEC2019), 2020, 785
  • [17] An active pixel sensor x-ray diffraction (APXRD) system for breast cancer diagnosis
    Bohndiek, Sarah E.
    Royle, Gary J.
    Speller, Robert D.
    PHYSICS IN MEDICINE AND BIOLOGY, 2009, 54 (11) : 3513 - 3527
  • [18] Fourier Transformation-Based Analysis of X-Ray Diffraction Pattern of Keratin for Cancer Detection
    Alekseev, Alexander
    Avdieiev, Oleksii
    Murokh, Sasha
    Yuk, Delvin
    Lazarev, Alexander
    Labelle, Daizie
    Mourokh, Lev
    Lazarev, Pavel
    CRYSTALS, 2025, 15 (01)
  • [19] Structural Characterization of Gallbladder Stones Using Energy Dispersive X-ray Spectroscopy and X-ray Diffraction
    Almarshad, Hassan A.
    Badawy, Sayed M.
    Alsharari, Abdalkarem F.
    COMBINATORIAL CHEMISTRY & HIGH THROUGHPUT SCREENING, 2018, 21 (07) : 495 - 500
  • [20] Pressure-induced structural distortion of TbMnO3: A combined x-ray diffraction and x-ray absorption spectroscopy study
    Chen, J. M.
    Chou, T. L.
    Lee, J. M.
    Chen, S. A.
    Chan, T. S.
    Chen, T. H.
    Lu, K. T.
    Chuang, W. T.
    Sheu, H. -S.
    Chen, S. W.
    Lin, C. M.
    Hiraoka, N.
    Ishii, H.
    Tsuei, K. D.
    Yang, T. J.
    PHYSICAL REVIEW B, 2009, 79 (16)