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基于病例注册登记研究平台和LASSO-Cox模型的针灸对早发性卵巢功能不全患者妊娠结局影响的临床预测模型构建 被引量:14

Clinical prediction model establishment of the influence of acupuncture-moxibustion on pregnancy outcome of patients with premature ovarian insufficiency based on patient registry study and LASSO-Cox model
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摘要 目的:构建针灸对早发性卵巢功能不全(POI)患者妊娠结局影响的列线图临床预测模型,为针灸改善POI患者妊娠结局提供预测方法。方法:从国际针灸病例注册登记研究平台(IPRPAM)导出真实世界POI患者针灸诊疗数据,采用最小绝对收缩选择算子(LASSO)回归法筛选对接受针灸治疗POI患者妊娠结局的影响较大的因素;以LASSO回归筛选的因素为自变量,随访时间和妊娠结局为时间相关的因变量,构建多因素Cox比例风险回归模型,以列线图可视化方式呈现临床预测模型。结果:共纳入90例POI患者,年龄、受教育程度、既往流产史、基础FSH水平、基础AFC、针灸频次6个变量为影响POI患者针灸后是否妊娠的影响因素,calibration校正曲线计算该预测模型具有较好的准确性和校准度。结论:LASSO-Cox模型构建针灸对POI患者妊娠结局影响的临床预测模型具有较好的临床应用价值。 Objective:To establish a nomogram clinical prediction model of the influence of acupuncture-moxibustion on pregnancy outcome in patients with premature ovarian insufficiency(POI),so as to provide prediction methods for acupuncturemoxibustion to improve pregnancy outcome of patients with POI.Methods:The clinical data on acupuncture-moxibustion treatment POI in the real world through the International Patient Registry Platform of Acupuncture-Moxibustion(IPRPAM)were collected.The least absolute shrink and selection operator(LASSO)regression method was used to screen the influential factors on pregnancy outcome of patients with POI treated by acupuncture-moxibustion;the factors screened by LASSO regression were used as independent variables,and the follow-up time and pregnancy outcome were time-related dependent variables.The multivariate Cox proportional hazard regression model was established,and the clinical prediction model was presented in nomogram visualization.Results:A total of 90 patients with POI were included.Age,education level,previous abortion history,basic FSH level,basic AFC and acupuncture-moxibustion frequency were the influencing factors of pregnancy in patients with POI after acupuncture-moxibustion.The calibration curve calculation showed that the prediction model had good accuracy and calibration.Conclusion:The clinical prediction model of the influence of acupuncture and moxibustion on pregnancy outcome of patients with POI has a good clinical application value.
作者 丰逸轩 杨会生 房繄恭 刘保延 勾明会 刘思雨 郝鸣昭 FENG Yi-xuan;YANG Hui-sheng;FANG Yi-gong;LIU Bao-yan;GOU Ming-hui;LIU Si-yu;HAO Ming-zhao(Institute of Acupuncture and Moxibustion,China Academy of Chinese Medical Sciences,Beijing 100700,China;Clinic of Premature Ovarian Failure,Acupuncture and Moxibustion Hospital of China Academy of Chinese Medical Sciences,Beijing 100700,China;China Academy of Chinese Medical Sciences,Beijing 100700,China)
出处 《中华中医药杂志》 CAS CSCD 北大核心 2021年第4期1979-1983,共5页 China Journal of Traditional Chinese Medicine and Pharmacy
基金 国家重点研发计划项目(No.2017YFC1703603,No.2017YFC1703600)。
关键词 病例注册登记研究 LASSO-Cox模型 针灸 早发性卵巢功能不全 临床预测模型 妊娠 真实世界 Patient registry study LASSO-Cox model Acupuncture-moxibustion Premature ovarian insufficiency Clinical prediction model Pregnancy Real world
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