中度/重度OHSS的优化个性化管理方法:OHSS风险评估指数的开发和前瞻性验证。

IF 6 1区 医学 Q1 OBSTETRICS & GYNECOLOGY
Mingzhu Cao, Qiwang Lin, Zhi Liu, Yanshan Lin, Qing Huang, Yang Fu, Yang Zhang, Hang Shi, Chongyang Duan, Haiying Liu, Jianqiao Liu
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引用次数: 0

摘要

研究问题:能否开发并验证一种简化的卵巢过度刺激综合征(OHSS)风险评估指数,以充分区分中度/重度OHSS和无OHSS患者?这一易于使用的卵巢过度刺激综合征风险评估指数在内部和外部验证队列中显示出良好的鉴别力和较高的校准准确性:早期预警和风险分层对于预防 OHSS 的发生至关重要。我们之前开发了一个基于智能手机应用程序的多阶段预测模型来评估OHSS风险,但在许多基层医疗机构,使用应用程序可能并不那么方便。我们需要一个简化的OHSS风险评估指标:本次OHSS风险评估指数的培训和内部验证使用了2016年1月至2020年12月的回顾性队列数据。外部验证使用的是 2021 年 1 月至 2022 年 5 月的前瞻性队列数据库。培训队列中有 15 066 个周期,内部验证队列中有 6502 个周期,外部验证队列中有 8097 个周期:本研究在一家三甲医院的生殖医学中心进行。研究对象包括接受卵巢刺激的不孕妇女。数据来自当地数据库的详细医疗记录。在多个阶段构建了多阶段风险评估指数。第一阶段为卵巢刺激开始前,第二阶段为排卵触发前,第三阶段为取卵后,最后一个阶段为胚胎移植日(如果安排了鲜胚移植):我们建立了一个简化的中度/重度OHSS多阶段风险评估指标,并通过训练队列、内部和外部验证队列的判别和校准能力对该指标的性能进行了进一步评估。OHSS风险评估指数的判别能力由C统计量决定。训练队列(第 1-4 阶段:分别为 0.631、0.692、0.751、0.788)和内部验证队列(第 1-4 阶段:分别为 0.626、0.642、0.755、0.771)及外部验证队列(第 1-4 阶段:分别为 0.668、0.670、0.754、0.773)的 C 统计量从第 1 阶段到第 3 阶段均呈上升趋势,且第 3 阶段和第 4 阶段之间的趋势相似。校准图显示,在所有三个队列中,观察病例与预测病例之间的一致性很高。根据不同的风险分层(可忽略风险、低风险、中风险和高风险),OHSS 的发生率在训练队列中分别为 0%、0.6%、2.7% 和 8.3%,在内部验证队列中分别为 0%、0.6%、3.3% 和 8.5%,在外部验证队列中分别为 0.1%、1.1%、4.1% 和 7.2%:不能排除临床干预(包括冷冻保存所有胚胎)的影响,因此某些风险因素(如触发日的雌激素水平)可能会被赋予较低的风险评分。该研究的另一个不足之处是,模型中没有记录和评估几种预防性治疗,如口服阿司匹林和来曲唑。尽管OHSS评估指数非常可靠,但该工具不能直接用于临床决策或作为诊断工具。它的价值在于能够评估各种干预措施的预后,并促进临床医生与患者之间的沟通。应将这一工具与进一步的症状和检查结合起来考虑,以便对 OHSS 进行准确和个性化的管理:研究结果的广泛意义:OHSS风险评估指数可用于促进OHSS的个性化咨询和管理:本研究得到了国家重点研发计划(2022YFC2702504)、广东省医学科研基金(A2024003)和广东省支援新疆农村科技(特派员)计划(KTPYJ 2023014)的支持。所有作者均未披露任何信息:不详。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimized personalized management approach for moderate/severe OHSS: development and prospective validation of an OHSS risk assessment index.

Study question: Can a simplified ovarian hyperstimulation syndrome (OHSS) risk assessment index be developed and validated with sufficient discrimination of moderate/severe OHSS from those without OHSS?

Summary answer: This easy-to-use OHSS risk assessment index shows good discriminative power and high calibration accuracy in internal and external validation cohorts.

What is known already: An early alert and risk stratification is critical to prevent the occurrence of OHSS. We have previously developed a multi-stage smartphone app-based prediction model to evaluate the risk of OHSS, but app use might not be so convenient in many primary institutions. A simplified OHSS risk assessment index has been required.

Study design, size, duration: This training and internal validation of an OHSS risk assessment index used retrospective cohort data from January 2016 to December 2020. External validation was performed with a prospective cohort database from January 2021 to May 2022. There were 15 066 cycles in the training cohort, 6502 cycles in the internal validation cohort, and 8097 cycles in the external validation cohort.

Participants/materials, setting, methods: This study was performed in the reproductive medicine center of a tertiary hospital. Infertile women who underwent ovarian stimulation were included. Data were extracted from the local database with detailed medical records. A multi-stage risk assessment index was constructed at multiple stages. The first stage was before the initiation of ovarian stimulation, the second was before the ovulation trigger, the third was after oocyte retrieval, and the last stage was on the embryo transfer day if fresh embryo transfer was scheduled.

Main results and the role of chance: We established a simplified multi-stage risk assessment index for moderate/severe OHSS, the performance of which was further evaluated with discrimination and calibration abilities in training and internal and external validation cohorts. The discrimination abilities of the OHSS risk assessment index were determined with C-statistics. C-statistics in training (Stages 1-4: 0.631, 0.692, 0.751, 0.788, respectively) and internal (Stages 1-4: 0.626, 0.642, 0.755, 0.771, respectively) and external validation (Stages 1-4: 0.668, 0.670, 0.754, 0.773, respectively) cohorts were all increased from Stage 1 to 3 with similar trends, and were comparable between Stages 3 and 4. Calibration plots showed high agreement between observed and predicted cases in all three cohorts. Incidences of OHSS based on diverse risk stratification (negligible risk, low risk, medium risk, and high risk) were 0%, 0.6%, 2.7%, and 8.3% in the training cohort, 0%, 0.6%, 3.3%, and 8.5% in the internal validation cohort, and 0.1%, 1.1%, 4.1%, and 7.2% in the external validation cohort.

Limitations, reasons for caution: The influence from clinical interventions including cryopreservation of all embryos cannot be eliminated and thus certain risk factors like estrogen level on trigger day might be assigned with a lower risk score. Another weakness of the study is that several preventive treatments, for instance oral aspirin and letrozole, were not recorded and evaluated in the model. Despite the robust reliability of OHSS assessment index, this tool cannot be used directly for clinical decision-making or as a diagnostic tool. Its value lies in its capacity to evaluate the prognosis of various interventions and to facilitate clinician-patient communication. The combination of this tool and further symptoms and examinations should be all taken into consideration for accurate and personalized management of OHSS.

Wider implications of the findings: The OHSS risk assessment index can be implemented to facilitate personalized counseling and management of OHSS.

Study funding/competing interest(s): This study was supported by National Key R&D Program of China (2022YFC2702504), Medical Research Fund Guangdong Provincial (A2024003), and Xinjiang Support Rural Science and Technology (Special Correspondent) Program in Guangdong Province (KTPYJ 2023014). All authors had nothing to disclose.

Trial registration number: N/A.

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来源期刊
Human reproduction
Human reproduction 医学-妇产科学
CiteScore
10.90
自引率
6.60%
发文量
1369
审稿时长
1 months
期刊介绍: Human Reproduction features full-length, peer-reviewed papers reporting original research, concise clinical case reports, as well as opinions and debates on topical issues. Papers published cover the clinical science and medical aspects of reproductive physiology, pathology and endocrinology; including andrology, gonad function, gametogenesis, fertilization, embryo development, implantation, early pregnancy, genetics, genetic diagnosis, oncology, infectious disease, surgery, contraception, infertility treatment, psychology, ethics and social issues.
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