Multiomics tools for improved atherosclerotic cardiovascular disease management

被引:9
作者
Sopic, Miron [1 ,2 ]
Vilne, Baiba [3 ]
Gerdts, Eva [4 ]
Trindade, Fabio [5 ]
Uchida, Shizuka [6 ]
Khatib, Soliman [7 ,8 ]
Wettinger, Stephanie Bezzina [9 ]
Devaux, Yvan [1 ]
Magni, Paolo [10 ,11 ]
机构
[1] Luxembourg Inst Hlth, Dept Precis Hlth, Cardiovasc Res Unit, 1A-B Rue Edison, L-1445 Strassen, Luxembourg
[2] Univ Belgrade, Fac Pharm, Dept Med Biochem, Belgrade 11000, Serbia
[3] Riga Stradins Univ, Bioinformat Lab, LV-1007 Riga, Latvia
[4] Univ Bergen, Ctr Res Cardiac Dis Women, Dept Clin Sci, N-5020 Bergen, Norway
[5] Univ Porto, Fac Med, Cardiovasc R&D Ctr UnICRISE, Dept Surg & Physiol, P-4099002 Porto, Portugal
[6] Aalborg Univ, Ctr RNA Med, Dept Clin Med, DK-2450 Copenhagen, SV, Denmark
[7] MIGAL Galilee Res Inst, Nat Cpds & Analyt Chem Lab, IL-11016 Kiryat Shemona, Israel
[8] Tel Hai Coll, Dept Biotechnol, IL-12210 Upper Galilee, Israel
[9] Univ Malta, Fac Hlth Sci, Dept Appl Biomed Sci, Msida 2080, Malta
[10] Univ Milan, Dept Pharmacol & Biomol Sci Rodolfo Paoletti, Via G Balzaretti 9, I-20133 Milan, Italy
[11] IRCCS Multimed, Via Milanese 300, I-20099 Milan, Italy
关键词
MYOCARDIAL-INFARCTION; RISK; LIPOPROTEINS; METABOLOMICS; ASSOCIATION; STRATEGIES; CONSENSUS; SELECTION; PLASMA; LIPIDS;
D O I
10.1016/j.molmed.2023.09.004
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Multiomics studies offer accurate preventive and therapeutic strategies for atherosclerotic cardiovascular disease (ASCVD) beyond traditional risk factors. By using artificial intelligence (AI) and machine learning (ML) approaches, it is possible to integrate multiple 'omics and clinical data sets into tools that can be utilized for the development of personalized diagnostic and therapeutic approaches. However, currently multiple challenges in data quality, integration, and privacy still need to be addressed. In this opinion, we emphasize that joined efforts, exemplified by the AtheroNET COST Action, have a pivotal role in over-coming the challenges to advance multiomics approaches in ASCVD research, with the aim to foster more precise and effective patient care.
引用
收藏
页码:983 / 995
页数:13
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