Ultrasound-contrast-agent dispersion and velocity imaging for prostate cancer localization

被引:41
作者
van Sloun, Ruud J. G. [1 ]
Demi, Libertario [1 ]
Postema, Arnoud W. [2 ]
de la Rosette, Jean J. M. C. H. [2 ]
Wijkstra, Hessel [1 ,2 ]
Mischi, Massimo [1 ]
机构
[1] Eindhoven Univ Technol, Lab Biomed Diagnost, NL-5600 MB Eindhoven, Netherlands
[2] Univ Hosp, Acad Med Ctr, Amsterdam, Netherlands
基金
欧洲研究理事会;
关键词
Dynamic contrast enhanced ultrasound; System identification; Prostate cancer; Dispersion and velocity; BLOOD-CELL VELOCITY; TUMOR; ANGIOGENESIS; DIFFUSION; INDICATOR; CAPILLARIES; PERFUSION; SIGNALS; SURFACE; BIOPSY;
D O I
10.1016/j.media.2016.09.010
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Prostate cancer (PCa) is the second-leading cause of cancer death in men; however, reliable tools for detection and localization are still lacking. Dynamic Contrast Enhanced UltraSound (DCE-US) is a diagnostic tool that is suitable for analysis of vascularization, by imaging an intravenously injected microbubble bolus. The localization of angiogenic vascularization associated with the development of tumors is of particular interest. Recently, methods for the analysis of the bolus convective dispersion process have shown promise to localize angiogenesis. However, independent estimation of dispersion was not possible due to the ambiguity between convection and dispersion. Therefore, in this study we propose a new method that considers the vascular network as a dynamic linear system, whose impulse response can be locally identified. To this end, model-based parameter estimation is employed, that permits extraction of the apparent dispersion coefficient (D), velocity (v), and Peclet number (Pe) of the system. Clinical evaluation using data recorded from 25 patients shows that the proposed method can be applied effectively to DCE-US, and is able to locally characterize the hemodynamics, yielding promising results (receiver operating-characteristic curve area of 0.84) for prostate cancer localization. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:610 / 619
页数:10
相关论文
共 51 条
  • [1] [Anonymous], THESIS
  • [2] [Anonymous], EAU GUIDELINES PROST
  • [3] Bishop C.M., 2006, PATTERN RECOGN, P4
  • [4] RED BLOOD-CELL VELOCITY IN NAILFOLD CAPILLARIES OF MAN MEASURED BY A TELEVISION MICROSCOPY TECHNIQUE
    BOLLINGER, A
    BUTTI, P
    BARRAS, JP
    TRACHSLER, H
    SIEGENTHALER, W
    [J]. MICROVASCULAR RESEARCH, 1974, 7 (01) : 61 - 72
  • [5] Brawer MK, 1996, CANCER, V78, P345, DOI 10.1002/(SICI)1097-0142(19960715)78:2<345::AID-CNCR25>3.0.CO
  • [6] 2-V
  • [7] A COMPARISON OF TUMOR AND NORMAL TISSUE MICROVASCULAR HEMATOCRITS AND RED-CELL FLUXES IN A RAT WINDOW CHAMBER MODEL
    BRIZEL, DM
    KLITZMAN, B
    COOK, JM
    EDWARDS, J
    ROSNER, G
    DEWHIRST, MW
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1993, 25 (02): : 269 - 276
  • [8] Developing DCE-CT to Quantify Intra-Tumor Heterogeneity in Breast Tumors With Differing Angiogenic Phenotype
    Cao, Minsong
    Liang, Yuri
    Shen, Changyu
    Miller, Kathy D.
    Stantz, Keith M.
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2009, 28 (06) : 861 - 871
  • [9] Transperineal biopsy of the prostate-is this the future?
    Chang, Dwayne T. S.
    Challacombe, Benjamin
    Lawrentschuk, Nathan
    [J]. NATURE REVIEWS UROLOGY, 2013, 10 (12) : 690 - 702
  • [10] Imaging of perfusion using ultrasound
    Cosgrove, David
    Lassau, Nathalie
    [J]. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2010, 37 : S65 - S85