Automated Non-Invasive Measurement of Single Sperm's Motility and Morphology

被引:33
作者
Dai, Changsheng [1 ]
Zhang, Zhuoran [1 ]
Huang, James [1 ]
Wang, Xian [1 ]
Ru, Changhai [2 ,3 ]
Pu, Huayan [4 ]
Xie, Shaorong [4 ]
Zhang, Junyan [5 ]
Moskovtsev, Sergey [5 ]
Librach, Clifford [5 ]
Jarvi, Keith [6 ]
Sun, Yu [1 ]
机构
[1] Univ Toronto, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada
[2] Soochow Univ, Res Ctr Robot & Micro Syst, Suzhou 215021, Peoples R China
[3] Soochow Univ, Collaborat Innovat Ctr Suzhou Nano Sci & Technol, Suzhou 215021, Peoples R China
[4] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China
[5] CReATe Fertil Ctr, Toronto, ON M5S 1N8, Canada
[6] Mt Sinai Hosp, Toronto, ON M5G 1X5, Canada
基金
中国国家自然科学基金; 加拿大自然科学与工程研究理事会;
关键词
Cell tracking; sperm motility; sperm morphology; automated measurement; HIGH-MAGNIFICATION; SELECTION; TRACKING; IMPROVE; HEAD; SPERMATOZOA; CELLS;
D O I
10.1109/TMI.2018.2840827
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Measuring cell motility and morphology is important for revealing their functional characteristics. This paper presents automation techniques that enable automated, non-invasive measurement of motility and morphology parameters of single sperm. Compared to the status quo of qualitative estimation of single sperm's motility and morphology manually, the automation techniques provide quantitative data for embryologists to select a single sperm for intracytoplasmic sperm injection. An adapted joint probabilistic data association filter was used for multi-sperm tracking and tackled challenges of identifying sperms that intersect or have small spatial distances. Since the standard differential interference contrast (DIC) imaging method has side illumination effect which causes inherent inhomogeneous image intensity and poses difficulties for accurate sperm morphology measurement, we integrated total variation norm into the quadratic cost function method, which together effectively removed inhomogeneous image intensity and retained sperm's subcellular structures after DIC image reconstruction. In order to relocate the same sperm of interest identified under low magnification after switching to high magnification, coordinate transformation was conducted to handle the changes in the field of view caused by magnification switch. The sperm's position after magnification switch was accurately predicted by accounting for the sperm's swimming motion during magnification switch. Experimental results demonstrated an accuracy of 95.6% in sperm motility measurement and an error <10% in morphology measurement.
引用
收藏
页码:2257 / 2265
页数:9
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