Automated Measurement of Fetal Right-Myocardial Performance Index from Pulsed Wave Doppler Spectrum

被引:2
作者
Suresh, Rahul
Sivanandan, Srinivasan
Singhal, Nitin [1 ]
Lee, JinYong [2 ]
Lee, Mi-Young
Won, Hye-Sung [3 ]
机构
[1] Samsung R&D Inst Bangalore, Bangalore, Karnataka, India
[2] Samsung Medison Pangyo, Pangyo, South Korea
[3] Univ Ulsan, Coll Med, Asan Med Ctr, Dept Obstet & Gynecol, Seoul, South Korea
来源
MEDICAL IMAGING 2019: COMPUTER-AIDED DIAGNOSIS | 2019年 / 10950卷
关键词
Fetal Heart; Ultrasound; Doppler; Fetal Heart Rate; Myocardial Performance Index; MOD-MPI SYSTEM;
D O I
10.1117/12.2512402
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Congenital heart disease is the leading cause of birth defect related deaths. The modified myocardial performance index of the right ventricle (R-MPI) is a sensitive and early clinical indicator of fetal cardiac health. Objective repeatable measurement of R-MPI is an important deciding factor for the clinical adaptation of the R-MPI. In this work, we describe a novel method for automatic computation of R-MPI from the Pulsed Wave Doppler (PWD) images. Our method involves a Fourier series based cardiac cycle detection followed by an adaptive windowed energy based valve click localization and weighted gradient based refinement. Using this method, we have been able to measure R-MPI reliably with a mean difference of 0.0075 +/- 0.034 from 170 expert annotations on 68 fetal PWD images with an Intra-Class Correlation (ICC) of 0.9380. Furthermore, we have introduced novel methods for normalization and synchronization of PWD images acquired at two different time intervals for the assessment of iso-volume time intervals and an accurate measurement of R-MPI.
引用
收藏
页数:8
相关论文
共 9 条
  • [1] Avnet H., 2017, ULTRASOUND OBST GYN, V50, P170
  • [2] Learning curve for Doppler measurement of fetal modified myocardial performance index
    Cruz-Martinez, R.
    Figueras, F.
    Jaramillo, J. J.
    Meler, E.
    Mendez, A.
    Hernandez-Andrade, E.
    Gratacos, E.
    [J]. ULTRASOUND IN OBSTETRICS & GYNECOLOGY, 2011, 37 (02) : 158 - 162
  • [3] Hartigan J. A., 1979, Applied Statistics, V28, P100, DOI 10.2307/2346830
  • [4] Rhythm abnormalities of the fetus
    Hornberger, Lisa K.
    Sahn, David J.
    [J]. HEART, 2007, 93 (10) : 1294 - 1300
  • [5] Feasibility of using Auto Mod-MPI system, a novel technique for automated measurement of fetal modified myocardial performance index
    Lee, M. -Y.
    Won, H. -S.
    Jeon, E. -J.
    Yoon, H. C.
    Choi, J. Y.
    Hong, S. J.
    Kim, M. -J.
    [J]. ULTRASOUND IN OBSTETRICS & GYNECOLOGY, 2014, 43 (06) : 640 - 645
  • [6] Fetal left modified myocardial performance index measured by the Auto Mod-MPI system: development of reference values and application to recipients of twin-to-twin transfusion syndrome
    Lee, Mi-Young
    Won, Hye-Sung
    Park, Ji Eun
    Shim, Jae-Yoon
    Lee, Pil-Ryang
    Kim, Ahm
    Lee, Jung Bok
    [J]. PRENATAL DIAGNOSIS, 2016, 36 (05) : 424 - 431
  • [7] Maheshwari S, 2015, 2015 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION (ICSC), P151, DOI 10.1109/ICSPCom.2015.7150638
  • [8] Wang JJ, 2015, IEEE ENG MED BIO, P7288, DOI 10.1109/EMBC.2015.7320074
  • [9] Yoon H., 2014, P SOC PHOTO-OPT INS, V9040, P9040