{"title":"Precise Robotic Picking Up of Polar Body for Biopsy Application","authors":"Ruimin Li;Minghui Li;Jinyu Qiu;Ke Li;Yuzhu Liu;Chaoyu Cui;Shaojie Fu;Biting Ma;Qiongao Zhang;Maosheng Cui;Mingzhu Sun;Xin Zhao;Qili Zhao","doi":"10.1109/TASE.2024.3432572","DOIUrl":null,"url":null,"abstract":"Polar body biopsy has been widely applied in preimplantation genetic diagnosis for assisted reproductive technology. The key step in the polar body biopsy is picking up the polar body from the oocyte/embryo using a micropipette. Unfortunately, the almost transparent appearance of the polar body as well as its dynamic drift when the micropipette approaches it inside the cell makes it a challenging task to pick it up with less cytoplasm loss for the cell. The unnecessary cytoplasm loss in the picking up process of the polar body easily causes damage to the development competence of the cell and may lead to disturbances to the biopsy results of the polar body. This paper proposes a precise robotic picking up method of polar bodies with less cytoplasm loss for biopsy purposes. First, a defocus imaging method is proposed to locate the polar body with an almost transparent appearance. Then, the dynamic drift of the polar body with the micropipette moving inside the cell is modeled online based on force analysis to determine an appropriate trajectory for the micropipette to approach the polar body. Further, an Active Disturbance Rejection Controller (ADRC) is designed to move the micropipette along the desired trajectory to approach the polar body and then aspirate it into the micropipette. The experimental results on porcine oocytes demonstrate that our system is capable of localizing the polar body with a success rate of 95% and an average error of <inline-formula> <tex-math>$1.12\\pm 0.14~\\mu $ </tex-math></inline-formula>m. Moving along the determined trajectory, the micropipette is capable of approaching the edge of the polar body with an average error of <inline-formula> <tex-math>$1.84\\pm 0.31~\\mu $ </tex-math></inline-formula>m (n =20), which is only 11% of the results obtained without dynamic drift estimation of the polar body. With this advantage, our system picks up the polar body with a close 60% improvement in success rate (95% vs 60%) and only half of the average cytoplasm loss (5% vs 10%) in comparison to operation results without dynamic drift estimation. Note to Practitioners—Picking up of polar body from the oocyte/embryo using a micropipette is a vital operation in the polar body biopsy. Precisely picking up the polar body with less cytoplasm is vital to maintaining the developmental competence of the embryo/oocyte and reducing disturbances to biopsy result. This article presented a precise robotic picking up process of polar body. This process introduced defocus imaging method for polar body localization, dynamic drift estimation of polar body, and micropipette trajectory design and motion control by Active Disturbance Rejection Controller (ADRC). Experimental results have demonstrated the efficiency of the proposed robotic picking up process. Application of this process may provide an economical and practical method to carry polar body biopsy for practitioners.","PeriodicalId":51060,"journal":{"name":"IEEE Transactions on Automation Science and Engineering","volume":"22 ","pages":"5895-5905"},"PeriodicalIF":6.4000,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Automation Science and Engineering","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10616048/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
Polar body biopsy has been widely applied in preimplantation genetic diagnosis for assisted reproductive technology. The key step in the polar body biopsy is picking up the polar body from the oocyte/embryo using a micropipette. Unfortunately, the almost transparent appearance of the polar body as well as its dynamic drift when the micropipette approaches it inside the cell makes it a challenging task to pick it up with less cytoplasm loss for the cell. The unnecessary cytoplasm loss in the picking up process of the polar body easily causes damage to the development competence of the cell and may lead to disturbances to the biopsy results of the polar body. This paper proposes a precise robotic picking up method of polar bodies with less cytoplasm loss for biopsy purposes. First, a defocus imaging method is proposed to locate the polar body with an almost transparent appearance. Then, the dynamic drift of the polar body with the micropipette moving inside the cell is modeled online based on force analysis to determine an appropriate trajectory for the micropipette to approach the polar body. Further, an Active Disturbance Rejection Controller (ADRC) is designed to move the micropipette along the desired trajectory to approach the polar body and then aspirate it into the micropipette. The experimental results on porcine oocytes demonstrate that our system is capable of localizing the polar body with a success rate of 95% and an average error of $1.12\pm 0.14~\mu $ m. Moving along the determined trajectory, the micropipette is capable of approaching the edge of the polar body with an average error of $1.84\pm 0.31~\mu $ m (n =20), which is only 11% of the results obtained without dynamic drift estimation of the polar body. With this advantage, our system picks up the polar body with a close 60% improvement in success rate (95% vs 60%) and only half of the average cytoplasm loss (5% vs 10%) in comparison to operation results without dynamic drift estimation. Note to Practitioners—Picking up of polar body from the oocyte/embryo using a micropipette is a vital operation in the polar body biopsy. Precisely picking up the polar body with less cytoplasm is vital to maintaining the developmental competence of the embryo/oocyte and reducing disturbances to biopsy result. This article presented a precise robotic picking up process of polar body. This process introduced defocus imaging method for polar body localization, dynamic drift estimation of polar body, and micropipette trajectory design and motion control by Active Disturbance Rejection Controller (ADRC). Experimental results have demonstrated the efficiency of the proposed robotic picking up process. Application of this process may provide an economical and practical method to carry polar body biopsy for practitioners.
极体活检已广泛应用于辅助生殖技术的植入前遗传学诊断。极体活检的关键步骤是使用微移液管从卵母细胞/胚胎中提取极体。不幸的是,极体几乎是透明的外观,以及当微移液管在细胞内接近极体时,极体的动态漂移,使得在较少细胞质损失的情况下提取极体是一项具有挑战性的任务。极体拾取过程中不必要的细胞质损失,容易对细胞的发育能力造成损害,并可能导致极体活检结果受到干扰。本文提出了一种精确的极体机器人提取方法,具有较少的细胞质损失用于活检目的。首先,提出了一种离焦成像方法来定位具有几乎透明外观的极体。然后,基于力分析,在线模拟微移液器在细胞内运动时极体的动态漂移,确定微移液器接近极体的合适轨迹;此外,设计了一个自抗扰控制器(ADRC),使微移液器沿着所需的轨迹接近极体,然后将其吸入微移液器中。在猪卵母细胞上的实验结果表明,该系统能够定位极体,成功率为95%,平均误差为1.12\pm 0.14~\mu $ m。沿着确定的轨迹移动,微移管能够接近极体边缘,平均误差为1.84\pm 0.31~\mu $ m (n =20),仅为无极体动态漂移估计结果的11%。凭借这一优势,与没有动态漂移估计的操作结果相比,我们的系统拾取极体的成功率提高了近60% (95% vs 60%),平均细胞质损失仅为一半(5% vs 10%)。从业人员注意事项:使用微移液管从卵母细胞/胚胎中提取极体是极体活检的重要操作。准确提取细胞质较少的极体对于维持胚胎/卵母细胞的发育能力和减少对活检结果的干扰至关重要。提出了一种极体精密机器人拾取过程。介绍了离焦成像方法在极体定位、极体动态漂移估计、微移管轨迹设计和自抗扰控制器运动控制等方面的应用。实验结果证明了机器人拾取过程的有效性。该方法的应用可为临床医生提供一种经济实用的极体活检方法。
期刊介绍:
The IEEE Transactions on Automation Science and Engineering (T-ASE) publishes fundamental papers on Automation, emphasizing scientific results that advance efficiency, quality, productivity, and reliability. T-ASE encourages interdisciplinary approaches from computer science, control systems, electrical engineering, mathematics, mechanical engineering, operations research, and other fields. T-ASE welcomes results relevant to industries such as agriculture, biotechnology, healthcare, home automation, maintenance, manufacturing, pharmaceuticals, retail, security, service, supply chains, and transportation. T-ASE addresses a research community willing to integrate knowledge across disciplines and industries. For this purpose, each paper includes a Note to Practitioners that summarizes how its results can be applied or how they might be extended to apply in practice.