preimplantation genetic testing (pgt)

植入前基因检测 (PGT)
  • 文章类型: Journal Article
    植入前遗传测试(PGT)涉及对通过体外受精(IVF)或卵胞浆内单精子注射(ICSI)产生的早期胚胎进行活检。对活检进行基因检测,以选择移植哪个胚胎。PGT始于1990年代的实验程序,但现在是辅助人类生殖(AHR)的组成部分。PGT允许胚胎选择,这可以降低遗传性疾病传播的风险,并可能减少植入失败和妊娠丢失的机会。这是一个快速发展的领域,这引发了重要的伦理问题。本文旨在简要介绍PGT的历史,概述了PGT的当前证据,并强调了推进这项技术的令人兴奋的研究领域。
    Preimplantation genetic testing (PGT) involves taking a biopsy of an early embryo created through in vitro fertilisation (IVF) or intracytoplasmic sperm injection (ICSI). Genetic testing is performed on the biopsy, in order to select which embryo to transfer. PGT began as an experimental procedure in the 1990s, but is now an integral part of assisted human reproduction (AHR). PGT allows for embryo selection which can reduce the risk of transmission of inherited disease and may reduce the chance of implantation failure and pregnancy loss. This is a rapidly evolving area, which raises important ethical issues. This review article aims to give a brief history of PGT, an overview of the current evidence in PGT along with highlighting exciting areas of research to advance this technology.
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  • 文章类型: Journal Article
    植入前基因检测(PGT)已成为辅助生殖技术(ART)不可或缺的组成部分,在体外受精(IVF)期间,为夫妇提供在植入胚胎之前筛查遗传异常的机会。这篇全面的综述探讨了PGT在IVF中的进展和应用,涵盖其各种类型,技术发展,临床应用,功效,挑战,监管方面,和未来的方向。PGT技术的发展,包括下一代测序(NGS)和比较基因组杂交(CGH),大大提高了胚胎基因检测的准确性和可靠性。PGT通过提高IVF成功率对ART的未来具有深远的意义,减少遗传性疾病的发病率,减轻与怀孕失败和遗传疾病相关的情感和经济负担。对临床医生的建议,研究人员,政策制定者包括保持最新的PGT技术和指南,探索创新技术,建立明确的监管框架,并促进合作,以最大限度地提高PGT在辅助生殖中的潜在利益。总的来说,这篇综述为PGT的现状及其对生殖医学领域的影响提供了有价值的见解。
    Preimplantation genetic testing (PGT) has become an integral component of assisted reproductive technology (ART), offering couples the opportunity to screen embryos for genetic abnormalities before implantation during in vitro fertilization (IVF). This comprehensive review explores the advancements and applications of PGT in IVF, covering its various types, technological developments, clinical applications, efficacy, challenges, regulatory aspects, and future directions. The evolution of PGT techniques, including next-generation sequencing (NGS) and comparative genomic hybridization (CGH), has significantly enhanced the accuracy and reliability of genetic testing in embryos. PGT holds profound implications for the future of ART by improving IVF success rates, reducing the incidence of genetic disorders, and mitigating the emotional and financial burdens associated with failed pregnancies and genetic diseases. Recommendations for clinicians, researchers, and policymakers include staying updated on the latest PGT techniques and guidelines, exploring innovative technologies, establishing clear regulatory frameworks, and fostering collaboration to maximize the potential benefits of PGT in assisted reproduction. Overall, this review provides valuable insights into the current state of PGT and its implications for the field of reproductive medicine.
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  • 文章类型: Journal Article
    目的:肿瘤学临床医生处于适当的位置,以促进辅助生殖技术的讨论,包括单基因疾病的植入前遗传检测(PGT-M),在癌症治疗或监测的背景下。然而,生殖服务,包括PGT-M,仍然是肿瘤学中实施最少的服务之一。迄今为止,尚无研究探索临床医生需要哪些实践资源来增加PGT-M的知识。这项研究的目的是探讨肿瘤临床医生的具体需求,以帮助最大限度地提高年轻成年遗传性癌症患者的生殖潜力。方法:通过在社交媒体平台上发布的通知和滚雪球抽样招募参与者。参与者完成了简短的在线调查以确认资格。符合条件的参与者完成了虚拟,半结构化面试。访谈的重点是PGT-M的临床医生经验,并开始转介给生育专家。使用持续的比较方法进行主题分析,以确定当前的临床实践。结果:这项研究发现,由于癌症治疗的优先次序和总体知识的缺乏,PGT-M讨论不一定在肿瘤临床医生的职责范围内。在癌症治疗的背景下,参与者需要可获得的资源和对生殖规划的及时支持。参与者希望有一个简化的转诊途径,以帮助他们的患者的生殖需求满足受训的专业人员。结论:我们的研究发现,需要向生殖专家提供教育和转诊资源,以最大程度地提高整个癌症连续体的生殖潜力。这些发现为更大的研究提供了基础,这些研究可以为新兴的生育领域提供标准的护理建议。
    Purpose: Oncology clinicians are appropriately positioned to facilitate discussions of assisted reproductive technologies including preimplantation genetic testing for monogenic disease (PGT-M), in the context of cancer treatment or surveillance. Yet, reproductive services, including PGT-M, remain one of the least implemented services in oncology. No studies to date have explored which practice resources the clinicians need to increase knowledge of PGT-M. The objective of this study was to explore the specific needs of oncology clinicians to help maximize the reproductive potential of young adult patients with hereditary cancers. Methods: Participants were recruited through notices circulated on social media platforms and snowball sampling. Participants completed a brief online survey to confirm eligibility. Eligible participants completed a virtual, semi-structured interview. Interviews focused on clinician experiences with PGT-M and initiating referrals to fertility specialists. Thematic analysis was conducted using a constant comparative approach to identify current clinical practices. Results: This study found that PGT-M discussions are not necessarily within the scope of responsibilities for oncology clinicians owing to prioritization of cancer treatment and overall lack of knowledge. Participants need accessible resources and timely support for reproductive planning in the context of cancer treatment. Participants desire a streamlined referral pathway to professionals trained in oncofertility to help address their patient\'s reproductive needs. Conclusion: Our study identified that educational and referral resources to reproductive specialists are needed to maximize reproductive potential across the cancer continuum. These findings provide a foundation for larger studies that can inform standard-of-care recommendations in the emerging field of oncofertility.
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  • 文章类型: Journal Article
    目的:非整倍性植入前遗传学检测(PGT-A)平台目前不适用于小拷贝数变异(CNVs),尤其是那些<1Mb。通过PGT用于单基因疾病(PGT-M)的策略,这项研究旨在对患有小致病性CNVs的家庭进行PGT。
    方法:携带小致病性CNV并在CITIC-湘雅生殖与遗传医院接受PGT的夫妇(湖南,2019年11月至2023年4月期间的中国)被纳入本研究。通过两个平台(靶向测序和全基因组阵列)进行单倍型分析,以鉴定未受影响的胚胎。接受移植的。在妊娠18-20周期间使用羊水进行产前诊断。
    结果:PGT对20个家族的20个小CNV(15个微缺失和5个微重复)成功进行。这些CNV分布在染色体1、2、6、7、13、15、16和X上,大小为57至2120kb。应用了三种基于单倍型的PGT-M策略。在20个家族的25个PGT周期中总共鉴定出89个胚胎。诊断率为98.9%(88/89)。对17名妇女进行了19次转移,导致每次移植后78.9%(15/19)的临床妊娠率。在9名有健康婴儿的妇女中,8例接受产前诊断,结果显示无相关致病性CNVs。
    结论:我们的结果表明,基于单倍型分析的PGT-M策略应用于小致病性CNVs可以补偿PGT-A的分辨率不足。这三种PGT-M策略可应用于具有小致病性CNV的夫妇。
    OBJECTIVE: The preimplantation genetic testing for aneuploidy (PGT-A) platform is not currently available for small copy-number variants (CNVs), especially those < 1 Mb. Through strategies used in PGT for monogenic disease (PGT-M), this study intended to perform PGT for families with small pathogenic CNVs.
    METHODS: Couples who carried small pathogenic CNVs and underwent PGT at the Reproductive and Genetic Hospital of CITIC-Xiangya (Hunan, China) between November 2019 and April 2023 were included in this study. Haplotype analysis was performed through two platforms (targeted sequencing and whole-genome arrays) to identify the unaffected embryos, which were subjected to transplantation. Prenatal diagnosis using amniotic fluid was performed during 18-20 weeks of pregnancy.
    RESULTS: PGT was successfully performed for 20 small CNVs (15 microdeletions and 5 microduplications) in 20 families. These CNVs distributed on chromosomes 1, 2, 6, 7, 13, 15, 16, and X with sizes ranging from 57 to 2120 kb. Three haplotyping-based PGT-M strategies were applied. A total of 89 embryos were identified in 25 PGT cycles for the 20 families. The diagnostic yield was 98.9% (88/89). Nineteen transfers were performed for 17 women, resulting in a 78.9% (15/19) clinical pregnancy rate after each transplantation. Of the nine women who had healthy babies, eight accepted prenatal diagnosis and the results showed no related pathogenic CNVs.
    CONCLUSIONS: Our results show that the extended haplotyping-based PGT-M strategy application for small pathogenic CNVs compensated for the insufficient resolution of PGT-A. These three PGT-M strategies could be applied to couples with small pathogenic CNVs.
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  • 文章类型: Journal Article
    背景:先天性代谢错误(IEM)是涉及先天性酶活性紊乱的遗传疾病。大多数遵循孟德尔常染色体隐性遗传,很少遵循线粒体遗传。在许多情况下,在受影响的孩子出生后,父母发现这是该疾病的携带者,并担心未来后代复发的风险。植入前基因检测(PGT)可以在胚胎转移到子宫之前对其进行分析,并防止遗传性疾病传播给后代,然而,该程序在mtDNA条件下的价值有限。
    方法:综述了目前批准用于PGT的疾病清单。资格的过程,至于国家医疗协会(CNPMA),葡萄牙(PT)。对IEM中辅助生殖技术(ART)的国际惯例进行了审查。
    结果:截至07.2022,23种与nDNA中有害变异相关的IEM疾病被批准用于PT中的PGT。面临未列入名单的条件的风险夫妇可以征求专家委员会的评估,在医学遗传学咨询之后.为了获得批准,疾病必须引起重大痛苦和/或过早死亡。由于更多的请求,世界各地的PGT已批准了更多的IEM条件。PT中没有mtDNA的ART。国际专家中心包括PGT,用于特定的有据可查的变体和线粒体捐赠。
    结论:PGT是一种可靠的方法,可以降低遗传状况传播给后代的风险。目前在葡萄牙接受这种技术的IEM障碍列表很小,但它正在扩大,因为更多的疾病符合必要的标准。虽然理论上很有吸引力,低成功率加上有限的可用性可能会让患者感到沮丧。在诊断IEM疾病后,遗传咨询至关重要。对于临床医生和患者来说,重要的是要意识到可用的生殖选择及其局限性。
    BACKGROUND: Inborn errors of metabolism (IEM) are genetic diseases involving congenital disorders of enzyme activities. Most follow Mendelian autosomal recessive inheritance and few follow mitochondrial inheritance. In many cases, after the birth of an affected child parents discover that have been the carriers for the condition and worry about the risk of recurrence in future offspring. Preimplantation genetic testing (PGT) can analyze embryos before their transfer to the uterus and prevent the transmission of hereditary conditions to descendants, however this procedure is of limited value in mtDNA conditions.
    METHODS: The list of diseases currently approved for PGT were reviewed. The process for eligibility, was as for the Comissão Nacional Procriação Medicamente Assistida (CNPMA), of Portugal (PT). Review of international practices for Assisted Reproductive Techniques (ART) in IEM was carried out.
    RESULTS: As of 07.2022, 23 IEM diseases associated with deleterious variants in nDNA were approved for PGT in PT. Couples at risk for conditions not included in the list can solicit an evaluation from an expert committee, after a medical genetics consultation. To qualify for approval, diseases must cause significant suffering and/or premature death. Due to a greater number of solicitations many more IEM conditions have been approved for PGT across the world. ART for mtDNA is not available in PT. International expert centers include PGT for specific well documented variants and mitochondrial donation.
    CONCLUSIONS: PGT is a reliable approach to reduce the risk of transmission of a genetic condition to the offspring. The list of IEM disorders currently accepted for this technique in Portugal are small, but it is expanding, as many more diseases fit the necessary criteria. While appealing in theory, low success rates coupled with limited availability can be discouraging for patients. Genetic counselling is of paramount importance after the diagnosis of IEM diseases. It is important for both clinicians and patients to be made aware of the available reproductive options and their limitations.
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  • 文章类型: Journal Article
    这项回顾性队列研究旨在评估染色体相互易位对非易位染色体减数分裂分离产物的影响。本研究共纳入744个相互易位携带者和875个非携带者。对总共6,832个胚泡进行活检并通过下一代测序进行测试。根据四价结构的理论分离模式,将载体组的囊胚分为五个亚组。对于携带者患者,在排除四价结构的分离模式后,对非易位染色体的正常减数分裂分离产物进行分类。正常非易位染色体减数分裂分离产物的比例在载体和非载体组之间相似(p=0.69)。广义估计方程表明,非易位染色体的相互易位和减数分裂分离产物之间没有相关性。此外,亚组分析表明,四价结构(p=0.00)和携带者性别(p=0.00)的分离模式可能会影响非易位染色体的减数分裂分离产物。总之,相互易位不会直接降低非易位染色体正常分离产物的比例。不同四价分离模式的亚组之间的差异暗示可能存在染色体间效应,但相互易位携带者的染色体异常的高发生率不应归因于染色体间效应。
    This retrospective cohort study aimed to assess the effect of chromosomal reciprocal translocation on meiotic segregation products of non-translocation chromosomes. A total of 744 reciprocal translocation carriers and 875 non-carriers were included in this study. A total of 6,832 blastocysts were biopsied and tested by next-generation sequencing. Blastocysts from the carrier group were classified into five subgroups according to the theoretical segregation pattern of quadrivalent structure. For carrier patients, normal meiotic segregation products of the non-translocation chromosome were classified after excluding the segregation modes of the quadrivalent structure. The proportion of normal non-translocation chromosome meiotic segregation products was similar between the carrier and noncarrier groups (p = 0.69). The generalized Estimation Equation revealed that there was no correlation between reciprocal translocation and meiotic segregation products of non-translocation chromosomes. Moreover, subgroup analyses showed that the segregation modes of quadrivalent structure (p = 0.00) and carrier\'s gender (p = 0.00) may affect the meiotic segregation products of non-translocation chromosomes. In conclusion, reciprocal translocation does not directly reduce the proportion of normal segregation products of non-translocation chromosomes. The difference among subgroups of different quadrivalent segregation patterns implied that interchromosomal effect may exist but the high incidence of chromosomal abnormalities for reciprocal translocation carriers should not be attributed to interchromosomal effect.
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  • 文章类型: Journal Article
    接受从头变异基因诊断的自闭症儿童的父母在理解生殖决策的含义方面面临挑战。我们采访了28位父母,他们接受了孩子自闭症和智力障碍(ID)的从头遗传诊断。这些遗传变异不仅对孩子的父母有生殖影响,但是孩子和他/她的神经质兄弟姐妹,阿姨们,叔叔们,和表亲。父母通常已经完成了他们的家庭建设,但各不相同,总的来说,结果是否受到影响,或者可能影响了,他们的生殖决定。父母的观点不仅受到遗传因素的影响,还有父母的年龄,财务考虑,为家庭的未来相互竞争的希望和愿景,感知到有能力照顾另一个有类似症状的孩子,以及孩子症状的程度。一对夫妇的成员有时不同意是否要更多的孩子。父母沉思着,也是,植入前基因检测的可能性,尽管对此产生了误解。自闭症儿童在理解遗传诊断对自己的生殖影响方面的能力差异很大。神经典型的后代对自己的孩子不会受到影响感到宽慰。虽然一些自闭症自我倡导者一直担心与自闭症相关的基因检测可能导致优生学,目前的数据,关于从头遗传发现,提出其他观点。这些数据,第一个探索遗传诊断对这一群体的生殖影响的几个关键方面,对未来的实践有重要意义,教育,和研究-例如,关于各种家庭成员。
    Parents of children with autism who receive genetic diagnoses of de novo variants face challenges in understanding the implications for reproductive decision-making. We interviewed 28 parents who received de novo genetic diagnoses for their child\'s autism and intellectual disability (ID). These genetic variants proved to have reproductive implications for not only the child\'s parents, but the child and his/her neurotypical siblings, aunts, uncles, and cousins. Parents had often already finished building their families but varied, overall, in whether the results had affected, or might have influenced, their reproductive decisions. Parents\' views were shaped by factors related to not only genetics, but also parental age, financial considerations, competing hopes and visions for their family\'s future, perceived abilities to care for an additional child with similar symptoms, and the extent of the child\'s symptoms. Members of a couple sometimes disagreed about whether to have more children. Parents pondered, too, the possibility of preimplantation genetic testing, though misunderstandings about it arose. Children with autism vary widely in their abilities to understand the reproductive implications of genetic diagnoses for themselves. Neurotypical offspring were much relieved to understand that their own children would not be affected. While some autism self-advocates have been concerned that genetic testing related to autism could lead to eugenics, the present data, concerning de novo genetic findings, raise other perspectives. These data, the first to explore several key aspects of the reproductive implications of genetic diagnoses for this group, have important implications for future practice, education, and research-e.g., concerning various family members.
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  • 文章类型: Journal Article
    遗传性球形红细胞增多症(HS),最常见的遗传性溶血性贫血,其特征是渗透脆弱的微球体红细胞,在外周血涂片上的表面积减少。五个红细胞膜结构相关基因ANK1的致病变异(球形细胞增多症,类型1;MIM#182900),SPTB(球形细胞增多症,类型2;MIM#616649),SPTA1(球形细胞增多症,类型3;MIM#270970),SLC4A1(球形细胞增多症,类型4;MIM#612653)和EPB42(球形细胞增多症,类型5;MIM#612690)已被确认与HS有关。关于HS的致病变异和致病机制的研究很多,然而,关于如何管理HS向下一代传输的研究尚未报道。在这项研究中,我们招募了一名HS患者.用一组208个与血液系统疾病相关的基因进行靶向的下一代测序在先证中的SPTB中检测到了一种新的杂合变体:c.300+2dup。同时进行变异等位基因的Sanger测序和基于下一代测序的单核苷酸多态性(SNP)的单倍型连锁分析。鉴定了五个胚胎,其中一个是杂合的,四个不携带SPTB变体。单细胞扩增和全基因组测序显示,3个胚胎均存在不同程度的三体性镶嵌性。将两个正常胚胎中的一个转移到先证者中。最终,一个健康的男孩出生了,通过单基因条件的非侵入性产前检测(NIPT-M)确认为无病。这证实了我们成功地将PGT应用于防止HS家族中致病性变异等位基因的传播。
    Hereditary spherocytosis (HS), the most common inherited hemolytic anemia disorder, is characterized by osmotically fragile microspherocytic red cells with a reduced surface area on the peripheral blood smear. Pathogenic variants in five erythrocyte membrane structure-related genes ANK1 (Spherocytosis, type 1; MIM#182900), SPTB (Spherocytosis, type 2; MIM#616649), SPTA1 (Spherocytosis, type 3; MIM#270970), SLC4A1 (Spherocytosis, type 4; MIM#612653) and EPB42 (Spherocytosis, type 5; MIM#612690) have been confirmed to be related to HS. There have been many studies on the pathogenic variants and mechanisms of HS, however, studies on how to manage the transmission of HS to the next-generation have not been reported. In this study, we recruited a patient with HS. Targeted next-generation sequencing with a panel of 208 genes related to blood system diseases detected a novel heterozygous variant in the SPTB: c.300+2dup in the proband. Sanger sequencing of variant alleles and haplotype linkage analysis of single nucleotide polymorphism (SNP) based on next-generation sequencing were performed simultaneously. Five embryos were identified with one heterozygous and four not carrying the SPTB variant. Single-cell amplification and whole genome sequencing showed that three embryos had varying degrees of trisomy mosaicism. One of two normal embryos was transferred to the proband. Ultimately, a healthy boy was born, confirmed by noninvasive prenatal testing for monogenic conditions (NIPT-M) to be disease-free. This confirmed our successful application of PGT in preventing transmission of the pathogenic variant allele in the HS family.
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  • 文章类型: Journal Article
    UNASSIGNED:本研究旨在确定控制性超促排卵(COH)参数是否会影响胚泡中新生染色体异常(>4Mb)的发生率,因此,植入前遗传学检测(PGT)的临床妊娠结局。
    UNASSIGNED:本研究包括接受了结构染色体重排(PGT-SR)和单基因疾病(PGT-M)的植入前遗传学检测的夫妇。母亲年龄的关系,父系年龄,刺激方案,外源性促性腺激素剂量,刺激的持续时间,评估了人绒毛膜促性腺激素(hCG)触发日的卵母细胞数量和雌二醇(E2)水平以及从头染色体异常的发生率.对胚泡进行活检,使用下一代测序(NGS)对核DNA进行测序。评估不同COH参数下单个整倍体囊胚移植后的临床妊娠结局。
    未经证实:共对1,710个和190个囊胚进行了PGT-SR和PGT-M的活检,分别。在PGT-SR组中,从头染色体异常的发生率随着母亲年龄(p<0.001)和父亲年龄(p=0.019)的增加而增加。PGT-SR组和PGT-M组之间,不同母亲或父亲年龄组的从头染色体异常发生率差异无统计学意义(p>0.05)。按促性腺激素剂量分层分析,刺激方案,刺激的持续时间,hCG触发日的卵母细胞数量和E2水平显示,在校正了各种混杂因素后,从头染色体异常和临床妊娠结局与COH参数无关.
    UNASSIGNED:发现从头染色体异常的发生率随着母亲或父亲年龄的增加而增加。发现COH参数不影响从头染色体异常的发生率或临床妊娠结局。
    UNASSIGNED: This study aimed to determine whether controlled ovarian hyperstimulation (COH) parameters influence the incidence of de novo chromosomal abnormalities (> 4 Mb) in blastocysts and, thus, clinical pregnancy outcomes in preimplantation genetic testing (PGT).
    UNASSIGNED: Couples who underwent preimplantation genetic testing for structural chromosome rearrangements (PGT-SR) and monogenic disorders (PGT-M) were included in this study. The relationships of maternal age, paternal age, stimulation protocol, exogenous gonadotropin dosage, duration of stimulation, number of oocytes retrieved and estradiol (E2) levels on human chorionic gonadotropin (hCG) trigger day with the incidence of de novo chromosomal abnormalities were assessed. Blastocysts were biopsied, and nuclear DNA was sequenced using next-generation sequencing (NGS). Clinical pregnancy outcomes after single euploid blastocyst transfers under different COH parameters were assessed.
    UNASSIGNED: A total of 1,710 and 190 blastocysts were biopsied for PGT-SR and PGT-M, respectively. The rate of de novo chromosomal abnormalities was found to increase with maternal age (p< 0.001) and paternal age (p = 0.019) in the PGT-SR group. No significant differences in the incidence of de novo chromosomal abnormalities were seen for different maternal or paternal age groups between the PGT-SR and PGT-M groups (p > 0.05). Stratification analysis by gonadotropin dosage, stimulation protocol, duration of stimulation, number of retrieved oocytes and E2 levels on hCG trigger day revealed that de novo chromosomal abnormalities and clinical pregnancy outcomes were not correlated with COH parameters after adjusting for various confounding factors.
    UNASSIGNED: The rate of de novo chromosomal abnormalities was found to increase with maternal or paternal age. COH parameters were found to not influence the incidence of de novo chromosomal abnormalities or clinical pregnancy outcomes.
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  • 文章类型: Journal Article
    目标:要确定是否创建结合卷积神经网络(CNN)的投票集合,支持向量机(SVM),和多层神经网络(NN)与临床参数一起提高了人工智能(AI)作为预测非整倍体的非侵入性方法的准确性。
    方法:使用699天5PGT-A测试的胚泡进行训练,验证,并测试CNN将胚胎分类为整倍体/非整倍体。使用改良的FAST-SeqS下一代测序方法分析所有胚胎。患者特征,如产妇年龄,AMH水平,父系精子质量,使用SVM和NN处理正常受精(2PN)胚胎的总数。为了提高模型性能,我们用CNN创建了投票合奏,SVM,和NN将我们的影像学数据与临床参数变化相结合。用具有2个自由度的单样本t检验评价统计学显著性。
    结果:单独评估胚泡图像时,CNN测试准确率为61.2%(±1.32%SEM,n=3个模型)正确分类整倍体/非整倍体胚胎(n=140个胚胎)。当最好的CNN模型被评估为投票合奏时,测试精度提高到65.0%(AMH;p=0.1),66.4%(产妇年龄;p=0.06),65.7%(孕产妇年龄,AMH;p=0.08),66.4%(产妇年龄,AMH,2PN的数量;p=0.06),和71.4%(产妇年龄,AMH,2PN的数量,精子质量;p=0.02)(n=140个胚胎)。
    结论:通过将CNN与患者特征相结合,可以创建投票集合来提高仅从CNN将胚胎分类为整倍体/非整倍体的准确性,允许AI作为一种潜在的非侵入性方法来帮助核型筛选和胚胎选择。
    OBJECTIVE: To determine if creating voting ensembles combining convolutional neural networks (CNN), support vector machine (SVM), and multi-layer neural networks (NN) alongside clinical parameters improves the accuracy of artificial intelligence (AI) as a non-invasive method for predicting aneuploidy.
    METHODS: A cohort of 699 day 5 PGT-A tested blastocysts was used to train, validate, and test a CNN to classify embryos as euploid/aneuploid. All embryos were analyzed using a modified FAST-SeqS next-generation sequencing method. Patient characteristics such as maternal age, AMH level, paternal sperm quality, and total number of normally fertilized (2PN) embryos were processed using SVM and NN. To improve model performance, we created voting ensembles using CNN, SVM, and NN to combine our imaging data with clinical parameter variations. Statistical significance was evaluated with a one-sample t-test with 2 degrees of freedom.
    RESULTS: When assessing blastocyst images alone, the CNN test accuracy was 61.2% (± 1.32% SEM, n = 3 models) in correctly classifying euploid/aneuploid embryos (n = 140 embryos). When the best CNN model was assessed as a voting ensemble, the test accuracy improved to 65.0% (AMH; p = 0.1), 66.4% (maternal age; p = 0.06), 65.7% (maternal age, AMH; p = 0.08), 66.4% (maternal age, AMH, number of 2PNs; p = 0.06), and 71.4% (maternal age, AMH, number of 2PNs, sperm quality; p = 0.02) (n = 140 embryos).
    CONCLUSIONS: By combining CNNs with patient characteristics, voting ensembles can be created to improve the accuracy of classifying embryos as euploid/aneuploid from CNN alone, allowing for AI to serve as a potential non-invasive method to aid in karyotype screening and selection of embryos.
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