Youssef A, van der Hoorn M L P, Dongen M, Visser J, Bloemenkamp K, van Lith J, van Geloven N, Lashley E E L O
Department of Obstetrics and Gynaecology, Leiden University Medical Centre, Leiden, The Netherlands.
Department of Obstetrics and Gynaecology, Amphia Hospital, Breda, The Netherlands.
Hum Reprod. 2022 Mar 1;37(3):393-399. doi: 10.1093/humrep/deab264.
What is the predictive performance of a currently recommended prediction model in an external Dutch cohort of couples with unexplained recurrent pregnancy loss (RPL)?
The model shows poor predictive performance on a new population; it overestimates, predicts too extremely and has a poor discriminative ability.
In 50-75% of couples with RPL, no risk factor or cause can be determined and RPL remains unexplained. Clinical management in RPL is primarily focused on providing supportive care, in which counselling on prognosis is a main pillar. A frequently used prediction model for unexplained RPL, developed by Brigham et al. in 1999, estimates the chance of a successful pregnancy based on number of previous pregnancy losses and maternal age. This prediction model has never been externally validated.
STUDY DESIGN, SIZE, DURATION: This retrospective cohort study consisted of 739 couples with unexplained RPL who visited the RPL clinic of the Leiden University Medical Centre between 2004 and 2019.
PARTICIPANTS/MATERIALS, SETTING, METHODS: Unexplained RPL was defined as the loss of two or more pregnancies before 24 weeks, without the presence of an identifiable cause for the pregnancy losses, according to the ESHRE guideline. Obstetrical history and maternal age were noted at intake at the RPL clinic. The outcome of the first pregnancy after intake was documented. The performance of Brigham's model was evaluated through calibration and discrimination, in which the predicted pregnancy rates were compared to the observed pregnancy rates.
The cohort included 739 women with a mean age of 33.1 years (±4.7 years) and with a median of three pregnancy losses at intake (range 2-10). The mean predicted pregnancy success rate was 9.8 percentage points higher in the Brigham model than the observed pregnancy success rate in the dataset (73.9% vs 64.0% (95% CI for the 9.8% difference 6.3-13.3%)). Calibration showed overestimation of the model and too extreme predictions, with a negative calibration intercept of -0.46 (95% CI -0.62 to -0.31) and a calibration slope of 0.42 (95% CI 0.11-0.73). The discriminative ability of the model was very low with a concordance statistic of 0.55 (95% CI 0.51-0.59). Recalibration of the Brigham model hardly improved the c-statistic (0.57; 95% CI 0.53-0.62).
LIMITATIONS, REASONS FOR CAUTION: This is a retrospective study in which only the first pregnancy after intake was registered. There was no time frame as inclusion criterium, which is of importance in the counselling of couples with unexplained RPL. Only cases with a known pregnancy outcome were included.
This is the first study externally validating the Brigham prognostic model that estimates the chance of a successful pregnancy in couples with unexplained RPL. The results show that the frequently used model overestimates the chances of a successful pregnancy, that predictions are too extreme on both the high and low ends and that they are not much more discriminative than random luck. There is a need for revising the prediction model to estimate the chance of a successful pregnancy in couples with unexplained RPL more accurately.
STUDY FUNDING/COMPETING INTEREST(S): No external funding was used and no competing interests were declared.
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当前推荐的预测模型在荷兰一个不明原因复发性流产(RPL)夫妇的外部队列中的预测性能如何?
该模型在新人群中显示出较差的预测性能;它存在高估、预测过于极端以及鉴别能力差的问题。
在50%-75%的RPL夫妇中,无法确定危险因素或病因,RPL仍原因不明。RPL的临床管理主要集中在提供支持性护理,其中预后咨询是主要支柱。1999年由布里格姆等人开发的一种常用的不明原因RPL预测模型,根据既往流产次数和母亲年龄来估计成功妊娠的几率。该预测模型从未进行过外部验证。
研究设计、规模、持续时间:这项回顾性队列研究包括739对不明原因RPL夫妇,他们于2004年至2019年期间就诊于莱顿大学医学中心的RPL诊所。
参与者/材料、环境、方法:根据ESHRE指南,不明原因RPL定义为在24周前发生两次或更多次妊娠丢失,且不存在可识别的妊娠丢失原因。在RPL诊所就诊时记录产科病史和母亲年龄。记录就诊后首次妊娠的结果。通过校准和鉴别来评估布里格姆模型的性能,即将预测的妊娠率与观察到的妊娠率进行比较。
该队列包括739名女性,平均年龄33.1岁(±4.7岁),就诊时流产中位数为3次(范围2-10次)。布里格姆模型预测的平均妊娠成功率比数据集中观察到的妊娠成功率高9.8个百分点(73.9%对64.0%(9.8%差异的95%CI为6.3-13.3%))。校准显示模型存在高估和预测过于极端的情况,校准截距为-0.46(95%CI为-0.62至-0.31),校准斜率为0.42(95%CI为0.11-0.73)。该模型的鉴别能力非常低,一致性统计量为0.55(95%CI为0.51-0.59)。对布里格姆模型进行重新校准几乎没有改善c统计量(0.57;95%CI为0.53-0.62)。
局限性、谨慎理由:这是一项回顾性研究,仅记录了就诊后首次妊娠情况。没有将时间框架作为纳入标准,这在不明原因RPL夫妇的咨询中很重要。仅纳入了已知妊娠结局的病例。
这是第一项对估计不明原因RPL夫妇成功妊娠几率的布里格姆预后模型进行外部验证的研究。结果表明,常用模型高估了成功妊娠的几率,高低两端的预测都过于极端,且与随机运气相比,其鉴别能力并没有强多少。需要修订预测模型,以更准确地估计不明原因RPL夫妇成功妊娠的几率。
研究资金/利益冲突:未使用外部资金,未声明利益冲突。
无。