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
相关论文
共 50 条
  • [21] Prevention of Atherosclerotic Cardiovascular Disease
    Daniels, Stephen R.
    JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2014, 63 (25) : 2786 - 2788
  • [22] Statins and atherosclerotic cardiovascular outcomes in patients on incident dialysis and with atherosclerotic heart disease
    Shavadia, Jay S.
    Wilson, Jonathan
    Edmonston, Daniel
    Platt, Alyssa
    Ephraim, Patti
    Hall, Rasheeda
    Goldstein, Benjamin A.
    Boulware, L. Ebony
    Peterson, Eric
    Pendergast, Jane
    Scialla, Julia J.
    AMERICAN HEART JOURNAL, 2021, 231 : 36 - 44
  • [23] Atherosclerotic Cardiovascular Disease in Older Adults with Diabetes Mellitus
    Barzilay, Joshua I.
    Mukamal, Kenneth J.
    Kizer, Jorge R.
    CLINICS IN GERIATRIC MEDICINE, 2015, 31 (01) : 29 - +
  • [24] Genomic medicine in the prevention and treatment of atherosclerotic cardiovascular disease
    Tuteja, Sony
    Rader, Daniel J.
    PERSONALIZED MEDICINE, 2012, 9 (04) : 395 - 404
  • [25] Serum Paraoxonase-1 and Atherosclerotic Cardiovascular Disease
    Hidayet, Siho
    Askin, Lutfu
    COR ET VASA, 2024, 66 (06) : 608 - 614
  • [26] Usefulness of Aspirin for Primary Prevention of Atherosclerotic Cardiovascular Disease
    Thobani, Aneesha
    Dhindsa, Devinder S.
    DeMoss, Benjamin D.
    Raad, Mohamad
    Sandesara, Pratik B.
    Sperling, Laurence S.
    Baer, Jefferson T.
    AMERICAN JOURNAL OF CARDIOLOGY, 2019, 124 (11) : 1785 - 1789
  • [27] Inflammation in atherosclerotic cardiovascular disease: From diagnosis to treatment
    Arnold, Natalie
    Koenig, Wolfgang
    EUROPEAN JOURNAL OF CLINICAL INVESTIGATION, 2025,
  • [28] Cardiovascular health among persons with HIV without existing atherosclerotic cardiovascular disease
    McLaughlin, Megan M.
    Durstenfeld, Matthew S.
    Gandhi, Monica
    Greene, Meredith
    Ma, Yifei
    Beatty, Alexis L.
    Hsue, Priscilla Y.
    AIDS, 2023, 37 (14) : 2179 - 2183
  • [29] Detection of atherosclerotic cardiovascular disease influences the perceived need for aggressive lipid management
    Mancini, G. B. John
    Gupta, Milan
    Tsigoulis, Michelle
    Cannon, Christopher P.
    Genest, Jacques
    Ray, Kausik K.
    Santos, Raul D.
    Watts, Gerald F.
    Raggi, Paolo
    ATHEROSCLEROSIS, 2017, 263 : 112 - 118
  • [30] Leveraging Mobile Health and Wearable Technologies for the Prevention and Management of Atherosclerotic Cardiovascular Disease
    Alipour, Pouria
    El-Aghil, Mawada
    Foo, Ariel
    Azizi, Zahra
    CURRENT ATHEROSCLEROSIS REPORTS, 2025, 27 (01)