Dagnovar Aristizábal-Ocampo, Diego Álvarez-Montoya, Camilo Madrid-Muñoz, Ricardo Fernández-Ruiz, Jaime Gallo-Villegas
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Pearson correlation matrices identified diastolic blood pressure (DBP), pulse pressure (PP) and heart rate (HR) as the least-collinear variables. These were z-standardized and submitted to K-means clustering.</p><p><strong>Results: </strong>Four reproducible phenotypes were yielded: cardiogenic - elevated HR and cardiac output (CO) without arterial dysfunction (ΔHR = +10.5 bpm vs. normotensives, 95% CI 10.0-10.9); vaso-resistive - raised DBP with reduced HR, resulting in a higher DBP/HR index (ΔDBP/HR = +0.23 mmHg bpm-1, 95% CI 0.22-0.24); mixed - simultaneously increased HR and DBP, giving the highest DBP/HR index (P < 0.001 vs. normotensives); arterial-stiffness - widened PP with lower DBP, reflected in an elevated PP/DBP index (ΔPP/DBP = +0.16, 95% CI 0.15-0.17). Cluster-derived proxies of CO, systemic vascular resistance, and arterial stiffness showed good agreement with echocardiographic measurements, confirming their physiological validity.</p><p><strong>Conclusions: </strong>A simple, unsupervised cluster analysis of routine ABPM data uncovers four reproducible circulatory phenotypes that enrich traditional blood pressure staging. Incorporating these phenotypes into clinical practice could refine risk stratification and enable mechanism-targeted antihypertensive therapy.</p>","PeriodicalId":16043,"journal":{"name":"Journal of Hypertension","volume":" ","pages":""},"PeriodicalIF":4.1000,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Circulatory phenotypes in hypertension identified by 24-h ambulatory blood pressure monitoring.\",\"authors\":\"Dagnovar Aristizábal-Ocampo, Diego Álvarez-Montoya, Camilo Madrid-Muñoz, Ricardo Fernández-Ruiz, Jaime Gallo-Villegas\",\"doi\":\"10.1097/HJH.0000000000004149\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Although 24-h ambulatory blood-pressure monitoring (ABPM) is widely available, its diagnostic potential beyond confirming different types of hypertension remains under-utilized.</p><p><strong>Objective: </strong>To derive and externally validate against echocardiographic hemodynamic indices a purely ABPM-based classification of circulatory phenotypes that extends conventional blood-pressure staging.</p><p><strong>Methods: </strong>We retrospectively analyzed 29 743 consecutive adults who underwent 24-h ABPM. After excluding anyone previously treated for hypertension, 12 876 de-novo participants (50.2 ± 13.6 years; 51.4% men; 24.7% obese) were included, 9195 of whom were hypertensive. Pearson correlation matrices identified diastolic blood pressure (DBP), pulse pressure (PP) and heart rate (HR) as the least-collinear variables. These were z-standardized and submitted to K-means clustering.</p><p><strong>Results: </strong>Four reproducible phenotypes were yielded: cardiogenic - elevated HR and cardiac output (CO) without arterial dysfunction (ΔHR = +10.5 bpm vs. normotensives, 95% CI 10.0-10.9); vaso-resistive - raised DBP with reduced HR, resulting in a higher DBP/HR index (ΔDBP/HR = +0.23 mmHg bpm-1, 95% CI 0.22-0.24); mixed - simultaneously increased HR and DBP, giving the highest DBP/HR index (P < 0.001 vs. normotensives); arterial-stiffness - widened PP with lower DBP, reflected in an elevated PP/DBP index (ΔPP/DBP = +0.16, 95% CI 0.15-0.17). 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引用次数: 0
摘要
背景:虽然24小时动态血压监测(ABPM)已广泛应用,但其诊断潜力除了确认不同类型的高血压之外仍未得到充分利用。目的:推导和外部验证超声心动图血流动力学指标,一个纯粹基于abpm的循环表型分类,扩展传统的血压分期。方法:我们回顾性分析了29 743例连续接受24小时ABPM的成年人。在排除既往接受过高血压治疗的患者后,纳入了12876名新生参与者(50.2±13.6岁;51.4%为男性;24.7%为肥胖),其中9195人患有高血压。Pearson相关矩阵确定舒张压(DBP)、脉压(PP)和心率(HR)为最小共线性变量。这些都是z标准化的,并提交给k均值聚类。结果:产生了四种可重复的表型:心源性-无动脉功能障碍的HR和心输出量(CO)升高(ΔHR = +10.5 bpm vs.血压正常者,95% CI 10.0-10.9);血管阻力-舒张压升高,心率降低,导致舒张压/心率指数升高(ΔDBP/HR = +0.23 mmHg bpm-1, 95% CI 0.22-0.24);混合-同时增加心率和舒张压,DBP/HR指数最高(与正常血压相比P < 0.001);动脉僵硬- PP变宽,DBP降低,反映在PP/DBP指数升高(ΔPP/DBP = +0.16, 95% CI 0.15-0.17)。簇源性指标CO、全身血管阻力和动脉僵硬度与超声心动图测量结果吻合良好,证实了其生理有效性。结论:对常规ABPM数据进行简单的无监督聚类分析,揭示了四种可重复的循环表型,这些表型丰富了传统的血压分期。将这些表型纳入临床实践可以完善风险分层,并使机制靶向抗高血压治疗成为可能。
Circulatory phenotypes in hypertension identified by 24-h ambulatory blood pressure monitoring.
Background: Although 24-h ambulatory blood-pressure monitoring (ABPM) is widely available, its diagnostic potential beyond confirming different types of hypertension remains under-utilized.
Objective: To derive and externally validate against echocardiographic hemodynamic indices a purely ABPM-based classification of circulatory phenotypes that extends conventional blood-pressure staging.
Methods: We retrospectively analyzed 29 743 consecutive adults who underwent 24-h ABPM. After excluding anyone previously treated for hypertension, 12 876 de-novo participants (50.2 ± 13.6 years; 51.4% men; 24.7% obese) were included, 9195 of whom were hypertensive. Pearson correlation matrices identified diastolic blood pressure (DBP), pulse pressure (PP) and heart rate (HR) as the least-collinear variables. These were z-standardized and submitted to K-means clustering.
Results: Four reproducible phenotypes were yielded: cardiogenic - elevated HR and cardiac output (CO) without arterial dysfunction (ΔHR = +10.5 bpm vs. normotensives, 95% CI 10.0-10.9); vaso-resistive - raised DBP with reduced HR, resulting in a higher DBP/HR index (ΔDBP/HR = +0.23 mmHg bpm-1, 95% CI 0.22-0.24); mixed - simultaneously increased HR and DBP, giving the highest DBP/HR index (P < 0.001 vs. normotensives); arterial-stiffness - widened PP with lower DBP, reflected in an elevated PP/DBP index (ΔPP/DBP = +0.16, 95% CI 0.15-0.17). Cluster-derived proxies of CO, systemic vascular resistance, and arterial stiffness showed good agreement with echocardiographic measurements, confirming their physiological validity.
Conclusions: A simple, unsupervised cluster analysis of routine ABPM data uncovers four reproducible circulatory phenotypes that enrich traditional blood pressure staging. Incorporating these phenotypes into clinical practice could refine risk stratification and enable mechanism-targeted antihypertensive therapy.
期刊介绍:
The Journal of Hypertension publishes papers reporting original clinical and experimental research which are of a high standard and which contribute to the advancement of knowledge in the field of hypertension. The Journal publishes full papers, reviews or editorials (normally by invitation), and correspondence.