β-hCG动态预测单整倍体冻胚移植活产:iHOPE模型及外部验证
本研究基于两个大型生殖中心数据,开发并验证iHOPE预后模型,利用单整倍体冻胚移植后重复测量的β-hCG动态预测活产。模型开发队列1581例中活产率75.3%,内部交叉验证AUC为0.79±0.04;外部验证队列1171例中,PGT-A检测胚胎AUC为0.79(95%CI 0.75-0.83),未检测胚胎AUC为0.84(95%CI 0.80-0.88),校准良好。模型可用于临床监测和患者预期管理。
要点
- iHOPE模型基于重复β-hCG测量预测活产,外部验证AUC为0.79-0.84。
- 滋养层质量、BMI、囊胚扩张时间和PGT-A检测影响初始β-hCG水平。
- 模型仅用于预后评估,预测概率不应视为诊断依据。
核心结论
- iHOPE预后模型利用重复β-hCG测量对活产具有稳健校准和可接受的预测能力。
- 初始血清β-hCG水平受PGT-A检测影响。
- 该模型可作为临床监测和管理患者预期的有用工具,并有助于早期发现异常早期妊娠发育。
研究设计与样本
- 回顾性队列研究,使用两个大型生殖中心的数据。
- 模型开发队列纳入1581例2017年3月至2023年6月在阿联酋单整倍体FET后β-hCG阳性的女性。
- FET后约第10天测量β-hCG并重复测量以估算每日增量,使用多变量线性回归分析因素关联,构建iHOPE模型并进行内部和外部验证。
主要发现
- 模型开发队列1581例妊娠中1191例(75.3%)活产;外部验证队列1171例中,未检测胚胎395例中261例(66.1%)活产,PGT-A检测胚胎776例中566例(72.9%)活产。
- 开发队列中,活产妊娠的滋养层质量与初始β-hCG水平Z评分显著相关(B级vs A级:β -0.19,95%CI -0.34至-0.04,P=0.011;C级vs A级:β -0.59,95%CI -0.83至-0.35,P<0.001)。
- 活产妊娠中较高BMI女性初始β-hCG水平Z评分和后续β-hCG增量均较低(两者P<0.001)。
- 与活产相比,早期临床妊娠丢失、生化妊娠和不明位置妊娠/异位妊娠的初始β-hCG水平Z评分和后续β-hCG增量均显著较低(所有P<0.001)。
- 外部验证队列中,滋养层质量(B级vs A级:β -0.19,95%CI -0.34至-0.05,P=0.007;C级vs A级:β -0.63,95%CI -0.90至-0.37,P<0.001)、囊胚扩张时间(β -0.02,95%CI -0.02至-0.01,P<0.001)、患者BMI(β -0.04,95%CI -0.05至-0.03,P<0.001)和PGT-A检测(β -0.16,95%CI -0.30至-0.03,P=0.017)与初始β-hCG水平Z评分显著相关。
关键数值与推荐
- 内部交叉验证中,基于重复β-hCG测量的iHOPE模型平均AUC为0.79±0.04,校准良好。
- 外部验证中,重复测量模型预测活产的AUC在PGT-A检测胚胎为0.79(95%CI 0.75-0.83),未检测胚胎为0.84(95%CI 0.80-0.88)。
- 外部验证队列中,PGT-A检测胚胎的校准优于未检测胚胎,模型对后者略微高估活产概率。
- iHOPE模型可在线使用并提供移动应用程序。
临床怎么用
- 可利用iHOPE模型基于重复β-hCG测量对单整倍体FET后活产进行预后评估。
- 模型有助于临床监测、管理患者预期及早期发现异常早期妊娠发育。
- 需注意预测概率仅用于预后目的,不应视为诊断依据。
局限性
- 外部验证中未检测胚胎的校准稍差,模型略微高估活产概率。
- 本研究为回顾性队列研究。
- 模型仅用于预后目的,预测概率不应视为诊断。
以上解读依据论文摘要(全文未开放获取或许可不允许翻译转载)。
原文
OBJECTIVES: To determine the prognostic value of serum β-human chorionic gonadotropin (β-hCG) for predicting live birth following single euploid frozen-embryo transfer (FET), and to develop and validate a prognostic model (iHOPE) for this purpose. METHODS: This retrospective cohort study used data from two large fertility practices. The model development cohort included 1581 women with a positive β-hCG test after single euploid FET in the United Arab Emirates between March 2017 and June 2023. The external validation cohort comprised 1171 women who underwent FET (with or without preimplantation genetic testing for aneuploidy (PGT-A)) resulting in a positive β-hCG test between January 2020 and December 2023 in the USA. β-hCG level was measured on approximately day 10 after FET and was repeated thereafter, allowing estimation of the daily increase in β-hCG. The association of clinical and embryological factors with initial β-hCG level and subsequent daily β-hCG increase was evaluated using multivariable linear regression analysis. The iHOPE prognostic model for live birth was built using repeated measurements of β-hCG following single euploid FET, and was validated internally and externally. Model performance was evaluated using the area under the receiver-operating-characteristics curve (AUC) and calibration slope. RESULTS: Of 1581 pregnancies in the model development cohort, 1191 (75.3%) resulted in live birth. Of 1171 pregnancies in the external validation cohort, 395 were from an untested embryo, of which 261 (66.1%) resulted in live birth, and 776 were from a PGT-A-tested embryo, of which 566 (72.9%) resulted in live birth. In the model development cohort, trophectoderm quality was associated significantly with initial β-hCG level Z-score among pregnancies resulting in live birth (Grade B vs Grade A: β, -0.19 (95% CI, -0.34 to -0.04), P = 0.011; Grade C vs Grade A: β, -0.59 (95% CI, -0.83 to -0.35), P < 0.001). Women with a higher body mass index (BMI) had a lower initial β-hCG level Z-score and lower subsequent β-hCG increase among pregnancies resulting in live birth (P < 0.001 for both). Compared with pregnancy resulting in live birth, early clinical pregnancy loss, biochemical pregnancy and pregnancy of unknown location/ectopic pregnancy had significantly lower initial β-hCG level Z-scores and lower subsequent β-hCG increases (P < 0.001 for all). On internal cross-validation, the iHOPE prognostic model based on repeated β-hCG measurements had a mean ± SD AUC of 0.79 ± 0.04 and good calibration for probabilistic estimation of live birth. In the external validation cohort, trophectoderm quality (Grade B vs Grade A: β, -0.19 (95% CI, -0.34 to -0.05), P = 0.007; Grade C vs Grade A: β, -0.63 (95% CI, -0.90 to -0.37), P < 0.001), time of expanded blastulation (β, -0.02 (95% CI, -0.02 to -0.01), P < 0.001), patient BMI (β, -0.04 (95% CI, -0.05 to -0.03), P < 0.001) and PGT-A testing (β, -0.16 (95% CI, -0.30 to -0.03), P = 0.017) were associated significantly with initial β-hCG level Z-score. On external validation, the AUC for the prediction of live birth using the repeated-measurements model was 0.79 (95% CI, 0.75-0.83) and 0.84 (95% CI, 0.80-0.88) for PGT-A-tested and untested embryos, respectively. Calibration in the external validation cohort was better for PGT-A-tested embryos compared with untested embryos, as the model slightly overpredicted live-birth probabilities in the latter group. The iHOPE model is available for use online and as a mobile application. CONCLUSIONS: Initial serum β-hCG level following FET is affected by PGT-A. The iHOPE prognostic model, using repeated β-hCG measurements, demonstrates robust calibration and acceptable predictive capability for live birth. It may prove to be a useful tool for clinical monitoring and managing patient expectations, and could aid in the early detection of abnormal early pregnancy development. iHOPE is intended for prognostic purposes only and predicted probabilities should not be considered diagnostic. © 2026 The Author(s). Ultrasound in Obstetrics & Gynecology published by John Wiley & Sons Ltd on behalf of International Society of Ultrasound in Obstetrics and Gynecology.
引用
- Kalafat E, Ata B, Del Gallego R, et al. Predicting live birth following single euploid frozen-embryo transfer via β-hCG dynamics: iHOPE prognostic model with external validation. Ultrasound Obstet Gynecol. 2026. PMID: 42177810. doi:10.1002/uog.70238
供执业医师工作参考,不替代临床判断;数值与分级以指南原文为准。