[Analysis on influencing factors of HBV intrauterine transmission based on integration of decision tree model and logistic regression model].

医学 逻辑回归 产科 HBeAg 查德 传输(电信) 乙型肝炎表面抗原 决策树模型 怀孕 决策树 乙型肝炎病毒 人口学 内科学 免疫学 生物 机器学习 工程类 社会学 病毒 电气工程 遗传学 计算机科学
作者
W X Chen,C Jin,T Wang,Y D Li,Shuying Feng,B Wang,Yancong Feng,S P Wang
出处
期刊:PubMed [National Institutes of Health]
卷期号:43 (1): 85-91
标识
DOI:10.3760/cma.j.cn112338-20210630-00511
摘要

Objective: To investigate the influencing factors of HBV intrauterine transmission and their interaction effects by integrating logistic regression model and Chi-squared automatic interaction detector (CHAID) decision tree model. Methods: A total of 689 pairs of HBsAg-positive mothers and their neonates in the obstetrics department of the Third People's Hospital of Taiyuan from 2007 to 2013 were enrolled, and the basic information of mothers and their neonates were obtained by questionnaire survey and medical record review, such as the general demographic characteristics, gestational week and delivery mode. HBV DNA and HBV serological markers of the mothers and newborns were detected by fluorescence quantitative PCR and electrochemiluminescence immunoassay respectively. The CHAID decision tree model and unconditional logistic regression analysis were used to explore the factors influencing HBV intrauterine transmission in neonates of HBsAg-positive mothers. Results: Among the 689 neonates, the incidence of HBV intrauterine transmission was 11.47% (79/689). After adjusted for confounding factors, the first and second logistic multivariate analysis showed that cesarean delivery was a protective factor for HBV intrauterine transmission (OR=0.25, 95%CI: 0.14-0.43; OR=0.27, 95%CI: 0.15-0.46); both models indicated that maternal HBeAg positivity and HBV DNA load ≥2×105 IU/ml before delivery were risk factors of HBV intrauterine transmission (OR=3.89, 95%CI: 2.32-6.51; OR=3.48, 95%CI: 2.12-5.71), respectively. The CHAID decision tree model screened three significant factors influencing HBV intrauterine transmission, the most significant one was maternal HBeAg status, followed by delivery mode and maternal HBV DNA load. There were interactions between maternal HBeAg status and delivery modes, as well as delivery mode and maternal HBV DNA load before delivery. The rate of HBV intrauterine transmission in newborns of HBeAg-positive mothers by vaginal delivery increased from 19.08% to 29.37%; among HBeAg-positive mothers with HBV DNA ≥2×105 IU/ml, the rate of HBV intrauterine transmission increased to 33.33% in the newborns by vaginal delivery. Conclusions: Maternal HBeAg positivity,maternal HBV DNA ≥2×105 IU/ml and vaginal delivery could be risk factors for HBV intrauterine transmission in newborns. Interaction effects were found between maternal HBeAg positivity and vaginal delivery, as well as vaginal delivery and high maternal HBV DNA load. Logistic regression model and the CHAID decision tree model can be used in conjunction to identify the high-risk populations and develop preventive strategies accurately.目的: 结合logistic回归与χ2自动交互检测法(CHAID)决策树模型探讨乙型肝炎病毒(HBV)宫内传播的影响因素及其相互关系。 方法: 选取2007-2013年在太原市第三人民医院产科分娩的689对HBsAg阳性母亲及其新生儿,通过问卷调查和病历查阅获得母亲及其新生儿的一般人口学特征、母亲孕周及分娩方式等基线资料,采用荧光定量PCR和电化学发光法分别检测母亲及其新生儿血清HBV DNA及HBV血清学标志物,通过构建CHAID决策树模型和非条件logistic回归模型,探讨HBV宫内传播的影响因素。 结果: 689例新生儿中,HBV宫内传播率为11.47%(79/689)。控制潜在混杂因素后,logistic多因素模型1与多因素模型2分析结果均显示,剖宫产是新生儿发生HBV宫内传播的保护因素(OR=0.25,95%CI:0.14~0.43;OR=0.27,95%CI:0.15~0.46);母亲分娩前HBeAg阳性以及HBV DNA水平≥2×105 IU/ml是新生儿发生HBV宫内传播的危险因素(OR=3.89,95%CI:2.32~6.51;OR=3.48,95%CI:2.12~5.71)。CHAID决策树模型共筛选出3个HBV宫内传播的影响因素,其中,母亲分娩前HBeAg状态是最为重要的影响因素,其次为分娩方式和母亲HBV DNA水平;母亲分娩前HBeAg与分娩方式、分娩方式与母亲分娩前HBV DNA水平间存在交互作用,HBeAg阳性且行阴道分娩的母亲所生新生儿HBV宫内传播率由19.08%增至29.37%,行阴道分娩和HBV DNA水平≥2×105 IU/ml的HBeAg阳性母亲,其新生儿HBV宫内传播率升至33.33%。 结论: 母亲分娩前HBeAg阳性、HBV DNA水平≥2×105 IU/ml和阴道分娩是新生儿发生HBV宫内传播的危险因素;母亲分娩前HBeAg阳性与阴道分娩、阴道分娩与母亲HBV DNA高载量之间存在交互作用。logistic回归与CHAID决策树模型可互为补充,能更好地识别HBV高危人群,有利于准确地制定预防策略。.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
achilles发布了新的文献求助10
刚刚
ableyy完成签到 ,获得积分10
刚刚
小可爱完成签到,获得积分10
刚刚
Square发布了新的文献求助10
刚刚
woobinhua发布了新的文献求助50
1秒前
1秒前
noss完成签到,获得积分10
1秒前
kkhenry发布了新的文献求助10
1秒前
1秒前
自动挡赛车手完成签到,获得积分10
2秒前
爱科研的小白完成签到 ,获得积分10
2秒前
善良鸡翅完成签到,获得积分10
2秒前
wang完成签到,获得积分10
2秒前
hx完成签到,获得积分10
2秒前
2秒前
小可爱发布了新的文献求助10
3秒前
脑洞疼应助淡淡天宇采纳,获得10
3秒前
Benjamin完成签到,获得积分10
3秒前
mike完成签到,获得积分10
3秒前
4秒前
5秒前
空空完成签到,获得积分10
5秒前
研友_LN7x6n完成签到,获得积分10
5秒前
YangeQH完成签到,获得积分10
5秒前
Carol发布了新的文献求助10
5秒前
汉堡包应助广州南采纳,获得100
5秒前
Lucas应助六六采纳,获得10
5秒前
桐桐应助Ars采纳,获得10
6秒前
crq完成签到,获得积分10
6秒前
金振龙完成签到,获得积分10
6秒前
蜘蛛完成签到,获得积分10
6秒前
虚幻又菡完成签到,获得积分10
6秒前
Owen应助随缘来一个吧采纳,获得10
6秒前
李青山完成签到,获得积分10
6秒前
所所应助hx采纳,获得10
6秒前
molihuakai应助KK采纳,获得10
7秒前
7秒前
贡柚完成签到,获得积分10
7秒前
nana完成签到,获得积分10
7秒前
7秒前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Arthritis and Related Conditions, An Issue of Orthopedic Clinics 1000
Development of a Bridge Weigh-In-Motion System: A technology to convert the bridge response to the passage of traffic into data on vehicle configurations, speeds, times of travel and weights 1000
ズームレンズの光学設計に関する研究 800
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 700
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7291179
求助须知:如何正确求助?哪些是违规求助? 8910200
关于积分的说明 18859538
捐赠科研通 6958549
什么是DOI,文献DOI怎么找? 3209309
关于科研通互助平台的介绍 2378998
邀请新用户注册赠送积分活动 2185030