清晨好,您是今天最早来到科研通的研友!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您科研之路漫漫前行!

Multi-omics PGT: re-evaluation of euploid blastocysts for implantation potential based on RNA sequencing

生物 组学 核糖核酸 遗传学 生物信息学 计算生物学 基因
作者
Jiamin Jin,Jieliang Ma,Xiufen Wang,Fang Hong,Yinli Zhang,Feng Zhou,Cheng Wan,Yangyun Zou,Yang Ji,Sijia Lü,Xiaomei Tong
出处
期刊:Human Reproduction [Oxford University Press]
卷期号:39 (12): 2861-2872 被引量:8
标识
DOI:10.1093/humrep/deae237
摘要

Abstract STUDY QUESTION In addition to chromosomal euploidy, can the transcriptome of blastocysts be used as a novel predictor of embryo implantation potential? SUMMARY ANSWER This retrospective analysis showed that based on differentially expressed genes (DEGs) between euploid blastocysts which resulted and did not result in a clinical pregnancy, machine learning models could help improve implantation rates by blastocyst optimization. WHAT IS KNOWN ALREADY Embryo implantation is a multifaceted process, with implantation loss and pregnancy failure related not only to blastocyst euploidy but also to the intricate dialog between blastocyst and endometrium. Although in vitro studies have revealed the characteristics of trophectoderm (TE) differentiation in implanted blastocysts and the function of TE placentation at the implantation site, the precise molecular mechanisms of embryo implantation and their clinical application remain to be fully elucidated. STUDY DESIGN, SIZE, DURATION This study involved 102 patients who underwent 111 cycles for preimplantation genetic testing for aneuploidies (PGT-A) between March 2022 and July 2023. PARTICIPANTS/MATERIALS, SETTING, METHODS The study included 412 blastocysts biopsied at Day 5 [D5] or Day 6 [D6] for patients who underwent PGT-A. The biopsy lysates were split and subjected to DNA and RNA sequencing (DNA- and RNA-seq). One part was used for PGT-A to detect DNA copy number variations, whereas the other part was assessed simultaneously by RNA-seq to determine the transcriptome characteristics. To validate the reliability and accuracy of RNA-seq obtained from this strategy, we initially analyzed the transcriptome of blastocysts with chromosomal aneuploidies. Subsequently, we compared the transcriptomic features of blastocysts with different rates of formation (D5 vs D6) and investigated the network of interactions between key blastulation genes and the receptive endometrium. Then to evaluate the implantation potential of euploid blastocysts, we identified DEGs between euploid blastocysts that resulted in clinical pregnancy (defined as the presence of a gestational sac detected by ultrasound after 5 weeks) and those that did not. These DEGs were then employed to construct a predictive model for optimizing blastocyst selection. MAIN RESULTS AND THE ROLE OF CHANCE The successful detection rate of PGT-A was remarkably high at 99.8%. The RNA data may infer aneuploidy for both trisomy and monosomy. Between the euploid blastocysts that formed on D5 and D6, 187 DEGs were predominantly involved in cell differentiation for embryonic placenta development, the PPAR signaling pathway, and the Notch signaling pathway. These D5/D6 DEGs also exhibited a functional dialog with the receptive phase endometrium-specific genes through protein–protein interaction networks, indicating that the embryo undergoes further differentiation for post-implantation development. Furthermore, a modeling strategy using 280 DEGs between blastocysts leading to successful clinical pregnancies or failing to produce clinical pregnancies was implemented to refine the euploid embryo optimization, achieving areas under the curves of 0.88, 0.71, and 0.84 for the random forest (RF), support vector machine, and linear discriminant analysis models, respectively. Finally, a retrospective analysis of 83 transferred euploid blastocysts using the RF model identified three types of euploid embryos with a decreasing trend in implantation potential. Notably, the implantation rate of the good group was significantly higher than that of the moderate group (88.6% vs 50.0% P = 0.001) and that of the moderate group was higher than that of the poor group (50.0% vs 20.8%, P = 0.035). LIMITATIONS, REASONS FOR CAUTION The sample size was insufficient; thus, a prospective study is needed to verify the clinical effectiveness of the above model. Because we did not analyze blastocysts that led only to biochemical pregnancies but failed clinical pregnancies separately, our classification system still must be modified to screen these embryos. WIDER IMPLICATIONS OF THE FINDINGS Transcriptomic analysis of blastocysts offers a novel approach for predicting embryo implantation potential, which can be utilized to optimize clinical embryo selection. The ranking system may be effective in reducing the times and costs involved in achieving a clinical pregnancy. STUDY FUNDING/COMPETING INTEREST(S) This study was funded by the “Pioneer” and “Leading Goose” R&D Program of Zhejiang (No. 2023C03034), the National Natural Science Foundation of China (82101709), and the National Key Research and Development Program for Young Scientists of China (No. 2022YFC2702300). The authors state no competing interests. TRIAL REGISTRATION NUMBER N/A.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
20秒前
CJW完成签到 ,获得积分10
23秒前
俊逸的香萱完成签到 ,获得积分10
31秒前
易槐完成签到 ,获得积分10
35秒前
白华苍松完成签到,获得积分10
36秒前
wali完成签到 ,获得积分0
38秒前
土拨鼠完成签到 ,获得积分0
51秒前
奔跑917完成签到,获得积分10
58秒前
闪闪的音响完成签到 ,获得积分10
1分钟前
行走的猫完成签到 ,获得积分10
1分钟前
gycao2025完成签到,获得积分10
1分钟前
无花果应助飞行的子弹采纳,获得10
1分钟前
七个娃娃完成签到 ,获得积分10
1分钟前
wanci应助甜叶菊采纳,获得10
1分钟前
zbb123完成签到 ,获得积分10
2分钟前
2分钟前
甜叶菊发布了新的文献求助10
2分钟前
宇文雨文完成签到 ,获得积分10
2分钟前
甜叶菊完成签到,获得积分10
2分钟前
小花生完成签到 ,获得积分10
2分钟前
阿辉完成签到 ,获得积分10
2分钟前
冷静冰萍完成签到 ,获得积分10
2分钟前
哈哈哈完成签到 ,获得积分10
2分钟前
三四郎应助七个娃娃采纳,获得10
2分钟前
Akim应助科研通管家采纳,获得10
2分钟前
焱焱不忘完成签到 ,获得积分0
3分钟前
四旬完成签到,获得积分10
3分钟前
喜悦的凌晴完成签到 ,获得积分10
3分钟前
hzauhzau完成签到 ,获得积分10
3分钟前
嗨喽完成签到,获得积分10
3分钟前
shanglei发布了新的文献求助10
3分钟前
lling完成签到 ,获得积分10
4分钟前
松松完成签到 ,获得积分10
4分钟前
吃的饱饱呀完成签到 ,获得积分10
4分钟前
fabius0351完成签到 ,获得积分10
4分钟前
孟祥合完成签到 ,获得积分10
4分钟前
4分钟前
闪闪飞机发布了新的文献求助10
4分钟前
minnie完成签到 ,获得积分10
4分钟前
dangdang完成签到 ,获得积分10
4分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Les Mantodea de Guyane Insecta, Polyneoptera 2000
The politics of sentencing reform in the context of U.S. mass incarceration 1000
基于非线性光纤环形镜的全保偏锁模激光器研究 800
Pulse width control of a 3-phase inverter with non sinusoidal phase voltages 777
Signals, Systems, and Signal Processing 610
Research Methods for Applied Linguistics: A Practical Guide 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6407746
求助须知:如何正确求助?哪些是违规求助? 8226877
关于积分的说明 17449393
捐赠科研通 5460555
什么是DOI,文献DOI怎么找? 2885550
邀请新用户注册赠送积分活动 1861931
关于科研通互助平台的介绍 1701951