Larsen Anna, Pintye Jillian, Abuna Felix, Dettinger Julia C, Gomez Laurén, Marwa Mary M, Ngumbau Nancy, Odhiambo Ben, Richardson Barbra A, Watoyi Salphine, Stern Joshua, Kinuthia John, John-Stewart Grace
Department of Epidemiology, University of Washington, 3980 15th Ave NE, Box 351619, Seattle, WA, 98195, USA.
Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, USA.
BMC Pregnancy Childbirth. 2025 Jan 2;25(1):2. doi: 10.1186/s12884-024-07058-x.
Preterm birth (PTB) is a leading cause of neonatal mortality, particularly in sub-Saharan Africa where 40% of global neonatal deaths occur. We identified and combined demographic, clinical, and psychosocial correlates of PTB among Kenyan women to develop a risk score.
We used data from a prospective study enrolling HIV-negative women from 20 antenatal clinics in Western Kenya (NCT03070600). Depressive symptoms were assessed by study nurses using the Center for Epidemiologic Studies Depression Scale (CESD-10), intimate partner violence (IPV) with the Hurt, Insult, Threaten, Scream scale (HITS), and social support using the Medical Outcomes Survey scale (MOS-SSS). Predictors of PTB (birth < 37 weeks gestation) were identified using multivariable Cox proportional hazards models, clustered by facility. We used stratified k-fold cross-validation methods for risk score derivation and validation. Area under the receiver operating characteristic curve (AUROC) was used to evaluate discrimination of the risk score and Brier score for calibration.
Among 4084 women, 19% had PTB (incidence rate: 70.9 PTB per 100 fetus-years (f-yrs)). Predictors of PTB included being unmarried (HR:1.29, 95% CI:1.08-1.54), lower education (years) (HR:0.97, 95% CI:0.94-0.99), IPV (HITS score ≥ 5, HR:1.28, 95% CI:0.98-1.68), higher CESD-10 score (HR:1.02, 95% CI:0.99-1.04), lower social support score (HR:0.99, 95% CI:0.97-1.01), and mild-to-severe depressive symptoms (CESD-10 score ≥ 5, HR:1.46, 95% CI:1.07-1.99). The final risk score included being unmarried, social support score, IPV, and MSD. The risk score had modest discrimination between PTB and term deliveries (AUROC:0.56, 95% CI:0.54-0.58), and Brier Score was 0.4672. Women considered "high risk" for PTB (optimal risk score cut-point) had 40% higher risk of PTB (83.6 cases per 100 f-yrs) than "low risk" women (59.6 cases per 100 f-ys; HR:1.6, 95% CI:1.2-1.7, p < 0.001).
A fifth of pregnancies were PTB in this large multi-site cohort; PTB was associated with several social factors amenable to intervention. Combining these factors in a risk score did not predict PTB, reflecting the multifactorial nature of PTB and need to include other unmeasured factors. However, our findings suggest PTB risk could be better understood by integrating mental health and support services into routine antenatal care.
早产是新生儿死亡的主要原因,在撒哈拉以南非洲地区尤为突出,全球40%的新生儿死亡发生在该地区。我们识别并综合了肯尼亚女性中早产的人口统计学、临床和社会心理相关因素,以制定一个风险评分。
我们使用了一项前瞻性研究的数据,该研究招募了肯尼亚西部20家产前诊所的HIV阴性女性(NCT03070600)。研究护士使用流行病学研究中心抑郁量表(CESD-10)评估抑郁症状,使用伤害、侮辱、威胁、尖叫量表(HITS)评估亲密伴侣暴力(IPV),并使用医疗结果调查量表(MOS-SSS)评估社会支持。早产(妊娠<37周分娩)的预测因素通过多变量Cox比例风险模型确定,并按机构进行聚类。我们使用分层k折交叉验证方法进行风险评分的推导和验证。受试者工作特征曲线下面积(AUROC)用于评估风险评分的区分度,Brier评分用于校准。
在4084名女性中,19%发生了早产(发病率:每100胎儿年70.9例早产)。早产的预测因素包括未婚(风险比:1.29,95%置信区间:1.08-1.54)、教育程度较低(年数)(风险比:0.97,95%置信区间:0.94-0.99)、亲密伴侣暴力(HITS评分≥5,风险比:1.28,95%置信区间:0.98-1.68)、CESD-10评分较高(风险比:1.02,95%置信区间:0.99-1.04)、社会支持评分较低(风险比:0.99,95%置信区间:0.97-1.01)以及轻度至重度抑郁症状(CESD-10评分≥5,风险比:1.46,95%置信区间:1.07-1.99)。最终的风险评分包括未婚、社会支持评分、亲密伴侣暴力和抑郁症状。该风险评分在早产和足月分娩之间的区分度适中(AUROC:0.56,95%置信区间:0.54-0.58),Brier评分为0.4672。被认为早产“高风险”(最佳风险评分切点)的女性发生早产的风险比“低风险”女性高40%(每100胎儿年83.6例)(每100胎儿年59.6例;风险比:1.6,95%置信区间:1.2-1.7,p<0.001)。
在这个大型多中心队列中,五分之一的妊娠为早产;早产与几个可干预的社会因素相关。将这些因素纳入风险评分并不能预测早产,这反映了早产的多因素性质以及需要纳入其他未测量因素。然而,我们的研究结果表明,将心理健康和支持服务纳入常规产前护理可以更好地理解早产风险。