Sethi Anurag, Taylor D Leland, Ruby J Graham, Venkataraman Jagadish, Sorokin Elena, Cule Madeleine, Melamud Eugene
Calico Life Sciences LLC, South San Francisco, CA, United States.
Front Cardiovasc Med. 2022 Oct 6;9:1003246. doi: 10.3389/fcvm.2022.1003246. eCollection 2022.
Calcification of large arteries is a high-risk factor in the development of cardiovascular diseases, however, due to the lack of routine monitoring, the pathology remains severely under-diagnosed and prevalence in the general population is not known. We have developed a set of machine learning methods to quantitate levels of abdominal aortic calcification (AAC) in the UK Biobank imaging cohort and carried out the largest to-date analysis of genetic, biochemical, and epidemiological risk factors associated with the pathology. In a genetic association study, we identified three novel loci associated with AAC (, and ), and replicated a previously reported association at the locus. We find that AAC is a highly prevalent pathology, with ~ 1 in 10 adults above the age of 40 showing significant levels of hydroxyapatite build-up (Kauppila score > 3). Presentation of AAC was strongly predictive of future cardiovascular events including stenosis of precerebral arteries (HR1.5), myocardial infarction (HR1.3), ischemic heart disease (HR1.3), as well as other diseases such as chronic obstructive pulmonary disease (HR1.3). Significantly, we find that the risk for myocardial infarction from elevated AAC (HR 1.4) was comparable to the risk of hypercholesterolemia (HR1.4), yet most people who develop AAC are not hypercholesterolemic. Furthermore, the overwhelming majority (98%) of individuals who develop pathology do so in the absence of known pre-existing risk conditions such as chronic kidney disease and diabetes (0.6% and 2.7% respectively). Our findings indicate that despite the high cardiovascular risk, calcification of large arteries remains a largely under-diagnosed lethal condition, and there is a clear need for increased awareness and monitoring of the pathology in the general population.
大动脉钙化是心血管疾病发展中的一个高危因素,然而,由于缺乏常规监测,其病理状况仍严重诊断不足,且普通人群中的患病率尚不清楚。我们开发了一套机器学习方法,用于对英国生物银行成像队列中的腹主动脉钙化(AAC)水平进行定量分析,并对与该病理相关的遗传、生化和流行病学危险因素进行了迄今为止最大规模的分析。在一项基因关联研究中,我们确定了三个与AAC相关的新基因座(、和),并在基因座上重复了先前报道的关联。我们发现AAC是一种高度普遍的病理状况,40岁以上的成年人中约每10人就有1人显示出明显的羟基磷灰石积聚水平(考皮拉评分>3)。AAC的出现强烈预示着未来的心血管事件,包括脑前动脉狭窄(风险比1.5)、心肌梗死(风险比1.3)、缺血性心脏病(风险比1.3)以及其他疾病,如慢性阻塞性肺疾病(风险比1.3)。值得注意的是,我们发现AAC升高导致心肌梗死的风险(风险比1.4)与高胆固醇血症的风险(风险比1.4)相当,但大多数发生AAC的人并非高胆固醇血症患者。此外,绝大多数(98%)出现该病理状况的个体是在没有已知的预先存在的风险条件下发生的,如慢性肾病和糖尿病(分别为0.6%和2.7%)。我们的研究结果表明,尽管心血管风险很高,但大动脉钙化在很大程度上仍是一种诊断不足的致命疾病,显然需要提高普通人群对该病理状况的认识并加强监测。