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基于惩罚模型的无监督表型映射揭示了射血分数降低心衰(HFrEF)的独特表型,与 MAGGIC 评分无关,且能改善沙库巴曲缬沙坦治疗的预后判别能力。

Penalized Model-Based Unsupervised Phenomapping Unravels Distinctive HFrEF Phenotypes With Improved Outcomes Discrimination From Sacubitril/Valsartan Treatment Independent of MAGGIC Score.

机构信息

Division of Cardiology, Department of Internal Medicine MacKay Memorial Hospital Taipei Taiwan.

Department of Medicine MacKay Medical College New Taipei Taiwan.

出版信息

J Am Heart Assoc. 2023 Sep 19;12(18):e028860. doi: 10.1161/JAHA.122.028860. Epub 2023 Sep 8.

DOI:10.1161/JAHA.122.028860
PMID:37681571
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10547272/
Abstract

Background The angiotensin receptor-neprilysin inhibitor (LCZ696) has emerged as a promising pharmacological intervention against renin-angiotensin system inhibitor in reduced ejection fraction heart failure (HFrEF). Whether the therapeutic benefits may vary among heterogeneous HFrEF subgroups remains unknown. Methods and Results This study comprised a pooled 2-center analysis including 1103 patients with symptomatic HFrEF with LCZ696 use and another 1103 independent HFrEF control cohort (with renin-angiotensin system inhibitor use) matched for age, sex, left ventricular ejection fraction, and comorbidity conditions. Three main distinct phenogroup clusterings were identified from unsupervised machine learning using 29 clinical variables: phenogroup 1 (youngest, relatively lower diabetes prevalence, highest glomerular filtration rate with largest left ventricular size and left ventricular wall stress); phenogroup 2 (oldest, lean, highest diabetes and vascular diseases prevalence, lowest highest glomerular filtration rate with smallest left ventricular size and mass), and phenogroup 3 (lowest clinical comorbidity with largest left ventricular mass and highest hypertrophy prevalence). During the median 1.74-year follow-up, phenogroup assignment provided improved prognostic discrimination beyond Meta-Analysis Global Group in Chronic Heart Failure risk score risk score (all net reclassification index <0.05) with overall good calibrations. While phenogroup 1 showed overall best clinical outcomes, phenogroup 2 demonstrated highest cardiovascular death and worst renal end point, with phenogroup 3 having the highest all-cause death rate and HF hospitalization among groups, respectively. These findings were broadly consistent when compared with the renin-angiotensin system inhibitor control as reference group. Conclusions Phenomapping provided novel insights on unique characteristics and cardiac features among patients with HFrEF with sacubitril/valsartan treatment. These findings further showed potentiality in identifying potential sacubitril/valsartan responders and nonresponders with improved outcome discrimination among patients with HFrEF beyond clinical scoring.

摘要

背景

血管紧张素受体-脑啡肽酶抑制剂(LCZ696)作为肾素-血管紧张素系统抑制剂在射血分数降低的心力衰竭(HFrEF)中的一种有前途的药物干预手段已经出现。但治疗益处是否在不同的 HFrEF 亚组中存在差异尚不清楚。

方法和结果

本研究包括一项来自 2 个中心的汇总分析,纳入了 1103 例使用 LCZ696 的有症状 HFrEF 患者和另外 1103 例独立的 HFrEF 对照队列(使用肾素-血管紧张素系统抑制剂),两组在年龄、性别、左心室射血分数和合并症方面匹配。使用 29 个临床变量,通过无监督机器学习方法识别出 3 个主要的不同表型聚类:表型 1(最年轻,糖尿病患病率相对较低,肾小球滤过率最高,左心室最大,左心室壁应力最大);表型 2(最年长,消瘦,糖尿病和血管疾病患病率最高,肾小球滤过率最低,左心室最小,左心室质量和体积最小)和表型 3(临床合并症最低,左心室质量最大,肥大患病率最高)。在中位数为 1.74 年的随访期间,表型分组在 Meta-Analysis Global Group in Chronic Heart Failure 风险评分(所有净重新分类指数均<0.05)之外提供了更好的预后判别能力,总体校准良好。虽然表型 1 总体预后最佳,但表型 2 心血管死亡风险最高,肾脏终点最差,而表型 3 则是各组中全因死亡率和 HF 住院率最高。与以肾素-血管紧张素系统抑制剂为对照的结果相比,这些发现基本一致。

结论

表型映射为使用沙库巴曲缬沙坦治疗的 HFrEF 患者提供了独特特征和心脏特征的新见解。这些发现进一步表明,在临床评分之外,通过识别潜在的沙库巴曲缬沙坦反应者和非反应者,可以提高 HFrEF 患者的预后判别能力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/b735670aa909/JAH3-12-e028860-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/8b749589f980/JAH3-12-e028860-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/7484c4439103/JAH3-12-e028860-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/44414d8079b5/JAH3-12-e028860-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/4008c8975d7c/JAH3-12-e028860-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/b735670aa909/JAH3-12-e028860-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/8b749589f980/JAH3-12-e028860-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/7484c4439103/JAH3-12-e028860-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/44414d8079b5/JAH3-12-e028860-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/4008c8975d7c/JAH3-12-e028860-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f920/10547272/b735670aa909/JAH3-12-e028860-g004.jpg

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本文引用的文献

1
Research progress of endothelial-mesenchymal transition in diabetic kidney disease.糖尿病肾病中内皮-间充质转化的研究进展。
J Cell Mol Med. 2022 Jun;26(12):3313-3322. doi: 10.1111/jcmm.17356. Epub 2022 May 13.
2
Corrigendum to: 2021 ESC Guidelines for the diagnosis and treatment of acute and chronic heart failure: Developed by the Task Force for the diagnosis and treatment of acute and chronic heart failure of the European Society of Cardiology (ESC) With the special contribution of the Heart Failure Association (HFA) of the ESC.勘误:《2021欧洲心脏病学会(ESC)急性和慢性心力衰竭诊断与治疗指南》:由欧洲心脏病学会(ESC)急性和慢性心力衰竭诊断与治疗工作组制定,并得到了ESC心力衰竭协会(HFA)的特别贡献。
Eur Heart J. 2021 Dec 21;42(48):4901. doi: 10.1093/eurheartj/ehab670.
3
2021 ESC Guidelines for the diagnosis and treatment of acute and chronic heart failure.2021年欧洲心脏病学会急性和慢性心力衰竭诊断与治疗指南。
Eur Heart J. 2021 Sep 21;42(36):3599-3726. doi: 10.1093/eurheartj/ehab368.
4
EndMT Regulation by Small RNAs in Diabetes-Associated Fibrotic Conditions: Potential Link With Oxidative Stress.糖尿病相关纤维化病症中微小RNA对内皮-间充质转化的调控:与氧化应激的潜在联系
Front Cell Dev Biol. 2021 May 19;9:683594. doi: 10.3389/fcell.2021.683594. eCollection 2021.
5
Mavacamten for treatment of symptomatic obstructive hypertrophic cardiomyopathy (EXPLORER-HCM): health status analysis of a randomised, double-blind, placebo-controlled, phase 3 trial.马卡丹特治疗有症状梗阻性肥厚型心肌病(EXPLORER-HCM):一项随机、双盲、安慰剂对照、3 期临床试验的健康状况分析。
Lancet. 2021 Jun 26;397(10293):2467-2475. doi: 10.1016/S0140-6736(21)00763-7. Epub 2021 May 15.
6
Patient profiling in heart failure for tailoring medical therapy. A consensus document of the Heart Failure Association of the European Society of Cardiology.心力衰竭患者特征分析以制定个体化的医学治疗方案。欧洲心脏病学会心力衰竭协会的共识文件。
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7
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8
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JAMA. 2019 Sep 17;322(11):1085-1095. doi: 10.1001/jama.2019.12821.
9
Association of Diabetes Mellitus on Cardiac Remodeling, Quality of Life, and Clinical Outcomes in Heart Failure With Reduced and Preserved Ejection Fraction.糖尿病与心力衰竭患者左心室射血分数降低和保留的心脏重构、生活质量及临床转归的相关性。
J Am Heart Assoc. 2019 Sep 3;8(17):e013114. doi: 10.1161/JAHA.119.013114. Epub 2019 Aug 21.
10
Heart failure in cardiomyopathies: a position paper from the Heart Failure Association of the European Society of Cardiology.心肌病心力衰竭:欧洲心脏病学会心力衰竭协会立场文件。
Eur J Heart Fail. 2019 May;21(5):553-576. doi: 10.1002/ejhf.1461. Epub 2019 Apr 16.