转甲状腺素
医学
危险系数
内科学
蛋白质组学
生物信息学
肿瘤科
前瞻性队列研究
淀粉样变性
队列
分子生物标志物
队列研究
基因表达谱
比例危险模型
相伴的
蛋白质组
仿形(计算机编程)
定量蛋白质组学
生存分析
蛋白质表达
胱抑素C
临床试验
作者
Itsuki Osawa,Sergio Teruya,Dimitrios Bampatsias,Alfonsina Mirabal Santos,Mathew S. Maurer,Yuichi J. Shimada
标识
DOI:10.1161/circheartfailure.125.012449
摘要
BACKGROUND: Transthyretin cardiac amyloidosis (ATTR-CA) may involve heterogeneity in biological mechanisms (ie, molecular subtypes). Molecular subtypes potentially lead to differences in prognosis and treatment response to tafamidis—the first disease-modifying therapy for ATTR-CA. We aimed to derive molecular subtypes of ATTR-CA through comprehensive plasma proteomics profiling and to examine their associations with prognosis and estimated treatment effect of tafamidis. METHODS: We applied unsupervised machine learning to comprehensive plasma proteomics profiling of 7289 proteins to identify molecular subtypes in our prospective cohort of patients with ATTR-CA enrolled at Columbia University. We compared all-cause mortality risk and estimated the treatment effect of tafamidis among the identified molecular subtypes, adjusting for age, sex, TTR genotype, and concomitant medication use. We also performed pathway analysis comparing the worst prognosis subtype with the other subtypes combined. RESULTS: Among 142 patients eligible for analysis, 96 patients received tafamidis treatment. We identified 3 molecular subtypes (subtype A: n=49, subtype B: n=38, and subtype C: n=55) with different survival risks during a median follow-up of 5.2 years (log-rank P =0.035), without significant differences in traditional clinical stages. Mortality risk was highest in subtype A, followed by B and then C (eg, adjusted hazard ratio of subtype A versus C [95% CI], 1.95 [1.03–3.66]; P =0.04). The largest treatment effect of tafamidis was observed in subtype A compared with no tafamidis use within the same subtype (adjusted hazard ratio for mortality, 0.24 [0.10–0.55]), indicating heterogeneous treatment effects of tafamidis ( P for interaction=0.001). Subtype A had dysregulation of Ras/MAPK (mitogen-activated protein kinase) pathways, pathways implicated in ATTR-CA pathogenesis, and metabolic/inflammatory pathways. CONCLUSIONS: Our prospective cohort study using comprehensive plasma proteomics profiling not only uncovered molecular ATTR-CA subtypes but also identified pathogenetic mechanisms associated with differential prognosis and estimated the treatment effect of tafamidis.
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