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通过囊胚图像的主成分分析寻找预测着床的形态学指标。

Search for morphological indicators that predict implantation by principal component analysis using images of blastocyst.

机构信息

Graduate School of Biology-Oriented Science and Technology, Kindai University, Kinokawa, Wakayama, Japan.

Asada Institute for Reproductive Medicine, Asada Ladies Clinic, Nagoya, Aichi, Japan.

出版信息

PeerJ. 2022 May 16;10:e13441. doi: 10.7717/peerj.13441. eCollection 2022.

DOI:10.7717/peerj.13441
PMID:35602891
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9119295/
Abstract

BACKGROUND

Although the current evaluation of human blastocysts is based on the Gardner criteria, there may be other notable parameters. The purpose of our study was to clarify whether the morphology of blastocysts has notable indicators other than the Gardner criteria.

METHODS

To find such indicators, we compared blastocysts that showed elevated human chorionic gonadotropin (hCG) levels after transplantation (hCG-positive group; = 129) and those that did not (hCG-negative group; = 105) using principal component analysis of pixel brightness of the images.

RESULTS

The comparison revealed that the hCG-positive group had grainy morphology and the hCG-negative group had non-grainy morphology. Classification of the blastocysts by this indicator did not make a difference in Gardner score. Interestingly, all embryos with ≥20% fragmentation were non-grainy. The visual classification based on this analysis was significantly more accurate than the prediction of implantation using the Gardner score ≥3BB. As graininess can be used in combination with the Gardner score, this indicator will enhance current reproductive technologies.

摘要

背景

尽管目前对人类囊胚的评估是基于 Gardner 标准,但可能还有其他值得注意的参数。我们的研究目的是阐明囊胚的形态是否除了 Gardner 标准之外还有其他显著的指标。

方法

为了找到这些指标,我们使用图像像素亮度的主成分分析比较了移植后 hCG 水平升高的囊胚(hCG 阳性组;n = 129)和未升高的囊胚(hCG 阴性组;n = 105)。

结果

比较显示,hCG 阳性组的囊胚呈颗粒状,hCG 阴性组的囊胚呈非颗粒状。根据该指标对囊胚进行分类,在 Gardner 评分上没有差异。有趣的是,所有≥20%碎片的胚胎均呈非颗粒状。基于该分析的视觉分类比使用 Gardner 评分≥3BB 预测着床的准确性更高。由于颗粒度可以与 Gardner 评分结合使用,因此该指标将增强现有的生殖技术。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/b846b5a8a25c/peerj-10-13441-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/79da353c2533/peerj-10-13441-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/b4522fbdd1fa/peerj-10-13441-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/8ab1031b8bd3/peerj-10-13441-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/b846b5a8a25c/peerj-10-13441-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/79da353c2533/peerj-10-13441-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/b4522fbdd1fa/peerj-10-13441-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/8ab1031b8bd3/peerj-10-13441-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4927/9119295/b846b5a8a25c/peerj-10-13441-g004.jpg

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本文引用的文献

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F S Sci. 2022 Feb;3(1):10-17. doi: 10.1016/j.xfss.2021.11.004. Epub 2021 Dec 2.
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TILT: Time-Lapse Imaging Trial-a pragmatic, multi-centre, three-arm randomised controlled trial to assess the clinical effectiveness and safety of time-lapse imaging in in vitro fertilisation treatment.TILT 试验:一项实用的、多中心的、三臂随机对照试验,旨在评估在体外受精治疗中使用延时成像技术的临床有效性和安全性。
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Preimplantation genetic testing for aneuploidy: a comparison of live birth rates in patients with recurrent pregnancy loss due to embryonic aneuploidy or recurrent implantation failure.
胚胎植入前遗传学检测非整倍体:胚胎非整倍体性复发性流产或反复着床失败患者活产率的比较。
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Automatic grading of human blastocysts from time-lapse imaging.从延时成像中自动分级人类胚胎。
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Preimplantation genetic testing for aneuploidy versus morphology as selection criteria for single frozen-thawed embryo transfer in good-prognosis patients: a multicenter randomized clinical trial.胚胎植入前遗传学检测非整倍体与形态学作为选择标准用于预后良好患者的单个冻融胚胎移植:一项多中心随机临床试验。
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Deep learning enables robust assessment and selection of human blastocysts after in vitro fertilization.深度学习有助于在体外受精后对人类囊胚进行可靠的评估和筛选。
NPJ Digit Med. 2019 Apr 4;2:21. doi: 10.1038/s41746-019-0096-y. eCollection 2019.
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