Nuffield Department of Women's and Reproductive Health, University of Oxford, Oxford, UK.
Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK.
Heart. 2023 Jul 27;109(16):1216-1222. doi: 10.1136/heartjnl-2023-322431.
In individuals with complex underlying health problems, the association between systolic blood pressure (SBP) and cardiovascular disease is less well recognised. The association between SBP and risk of cardiovascular events in patients with chronic obstructive pulmonary disease (COPD) was investigated.
In this cohort study, 39 602 individuals with a diagnosis of COPD aged 55-90 years between 1990 and 2009 were identified from validated electronic health records (EHR) in the UK. The association between SBP and risk of cardiovascular end points (composite of ischaemic heart disease, heart failure, stroke and cardiovascular death) was analysed using a deep learning approach.
In the selected cohort (46.5% women, median age 69 years), 10 987 cardiovascular events were observed over a median follow-up period of 3.9 years. The association between SBP and risk of cardiovascular end points was found to be monotonic; the lowest SBP exposure group of <120 mm Hg presented nadir of risk. With respect to reference SBP (between 120 and 129 mm Hg), adjusted risk ratios for the primary outcome were 0.99 (95% CI 0.93 to 1.05) for SBP of <120 mm Hg, 1.02 (0.97 to 1.07) for SBP between 130 and 139 mm Hg, 1.07 (1.01 to 1.12) for SBP between 140 and 149 mm Hg, 1.11 (1.05 to 1.17) for SBP between 150 and 159 mm Hg and 1.16 (1.10 to 1.22) for SBP ≥160 mm Hg.
Using deep learning for modelling EHR, we identified a monotonic association between SBP and risk of cardiovascular events in patients with COPD.
在存在复杂基础健康问题的个体中,收缩压(SBP)与心血管疾病之间的关联不太明显。本研究旨在探讨慢性阻塞性肺疾病(COPD)患者的 SBP 与心血管事件风险之间的关系。
在这项队列研究中,从英国验证过的电子健康记录(EHR)中确定了 1990 年至 2009 年间年龄在 55-90 岁之间患有 COPD 的 39602 名患者。使用深度学习方法分析 SBP 与心血管终点(缺血性心脏病、心力衰竭、中风和心血管死亡的复合终点)风险之间的关系。
在所选择的队列中(46.5%为女性,中位年龄为 69 岁),中位随访 3.9 年后观察到 10987 例心血管事件。发现 SBP 与心血管终点风险之间存在单调关系;SBP 暴露最低的<120mmHg 组风险最低。与参考 SBP(120-129mmHg 之间)相比,主要结局的调整风险比为 SBP<120mmHg 为 0.99(95%CI 0.93-1.05),SBP 为 130-139mmHg 为 1.02(0.97-1.07),SBP 为 140-149mmHg 为 1.07(1.01-1.12),SBP 为 150-159mmHg 为 1.11(1.05-1.17),SBP≥160mmHg 为 1.16(1.10-1.22)。
使用深度学习对 EHR 进行建模,我们发现 COPD 患者的 SBP 与心血管事件风险之间存在单调关联。