Kusumoto Yoshika, Sato Masaya, Ikeda Hitoshi, Yasukawa Keiko, Tang Xiaohui, Yatomi Yutaka
Department of Clinical Laboratory Medicine, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8655, Japan.
Akihabara ART Clinic, 1-1-12 Ueno, Taito-ku, Tokyo 110-0005, Japan.
J Clin Biochem Nutr. 2022 Jul;71(1):69-72. doi: 10.3164/jcbn.21-114. Epub 2022 Jan 27.
The role of oxidative stress in the pathogenesis of various diseases has been attracting attention. We speculated as to whether the redox state of treatment solutions used for various diseases may play a role in treatment success. In the current study, we focused on the human embryo culture medium used for fertilization (IVF). A total of 173 oocytes from a total of 91 patients treated with IVF were enrolled. The redox state was assessed by measuring the levels of human non-mercaptalbumin (HNA). We analyzed factors related to blastocyst formation on day 5 or 6 after insemination. We also developed a random forest (RF) model for the prediction of blastocyst formation. The variable importance in the predictive model was assessed using the mean decrease in the Gini impurity. Blastocyst formation was observed in 41.04% (71/173) of the oocytes and was associated with a lower %HNA in the culture medium, a younger patient age, and the fertilization method (standard IVF or intracytoplasmic sperm injection). The RF model developed using these factors and 70% of the samples (training set, = 121) was validated in the remaining testing set ( = 52) and produced an area under the curve of 0.761, where the %HNA in the culture medium was the most important variable for predicting blastocyst formation. In conclusion, lower levels of oxidative stress in embryo culture media were associated with the success of IVF treatment. The redox state of treatment solutions should be considered to support treatment success.
氧化应激在各种疾病发病机制中的作用一直备受关注。我们推测用于治疗各种疾病的治疗溶液的氧化还原状态是否可能在治疗成功中发挥作用。在当前研究中,我们聚焦于用于体外受精(IVF)的人类胚胎培养基。总共纳入了91例接受IVF治疗患者的173枚卵母细胞。通过测量人非巯基白蛋白(HNA)水平来评估氧化还原状态。我们分析了与授精后第5天或第6天囊胚形成相关的因素。我们还开发了一种随机森林(RF)模型来预测囊胚形成。使用基尼杂质平均减少量评估预测模型中的变量重要性。41.04%(71/173)的卵母细胞观察到囊胚形成,且与培养基中较低的HNA百分比、患者年龄较小以及受精方法(标准IVF或卵胞浆内单精子注射)相关。使用这些因素和70%的样本(训练集,n = 121)开发的RF模型在其余测试集(n = 52)中得到验证,曲线下面积为0.761,其中培养基中的HNA百分比是预测囊胚形成的最重要变量。总之,胚胎培养基中较低水平的氧化应激与IVF治疗成功相关。应考虑治疗溶液的氧化还原状态以支持治疗成功。