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
  • [1] Management of Hypercholesterolemia in Pregnant Women with Atherosclerotic Cardiovascular Disease
    Thobani, Aneesha
    Hassen, Lauren
    Mehta, Laxmi S.
    Agarwala, Anandita
    CURRENT ATHEROSCLEROSIS REPORTS, 2021, 23 (10)
  • [2] Preventative Strategies of Atherosclerotic Cardiovascular Disease
    Prado, Kimberly Buff
    Napierkowski, Daria
    JNP- THE JOURNAL FOR NURSE PRACTITIONERS, 2020, 16 (04): : 253 - 257
  • [3] Apolipoprotein B: An essential cholesterol metric for atherosclerotic cardiovascular disease
    Fischer, Kyle
    Kassem, Layla
    AMERICAN JOURNAL OF HEALTH-SYSTEM PHARMACY, 2023, 80 (02) : 83 - 86
  • [4] Lipid Management for the Prevention of Atherosclerotic Cardiovascular Disease
    Michos, Erin D.
    McEvoy, John W.
    Blumenthal, Roger S.
    NEW ENGLAND JOURNAL OF MEDICINE, 2019, 381 (16) : 1557 - 1567
  • [5] Periodontal disease and atherosclerotic cardiovascular disease
    Berent, Robert
    Sinzinger, Helmut
    VASA-EUROPEAN JOURNAL OF VASCULAR MEDICINE, 2013, 42 (01) : 3 - 7
  • [6] Remnant lipoproteins and atherosclerotic cardiovascular disease
    Tada, Hayato
    Nohara, Atsushi
    Inazu, Akihiro
    Mabuchi, Hiroshi
    Kawashiri, Masa-aki
    CLINICA CHIMICA ACTA, 2019, 490 : 1 - 5
  • [7] A Clinical Perspective on Arsenic Exposure and Development of Atherosclerotic Cardiovascular Disease
    Kaur, Gurleen
    Desai, Karan P.
    Chang, Isabella Y.
    Newman, Jonathan D.
    Mathew, Roy O.
    Bangalore, Sripal
    Venditti, Ferdinand J.
    Sidhu, Mandeep S.
    CARDIOVASCULAR DRUGS AND THERAPY, 2023, 37 (06) : 1167 - 1174
  • [8] Systems biology in cardiovascular disease: a multiomics approach
    Joshi, Abhishek
    Rienks, Marieke
    Theofilatos, Konstantinos
    Mayr, Manuel
    NATURE REVIEWS CARDIOLOGY, 2021, 18 (05) : 313 - 330
  • [9] Oral health and atherosclerotic cardiovascular disease: A review
    Gianos, Eugenia
    Jackson, Elizabeth A.
    Tejpal, Astha
    Aspry, Karen
    O'Keefe, James
    Aggarwal, Monica
    Jain, Ankur
    Itchhaporia, Dipti
    Williams, Kim
    Batts, Travis
    Allen, Kathleen E.
    Yarber, Clark
    Ostfeld, Robert J.
    Miller, Michael
    Reddy, Koushik
    Freeman, Andrew M.
    Fleisher, Kenneth E.
    AMERICAN JOURNAL OF PREVENTIVE CARDIOLOGY, 2021, 7
  • [10] Clonal hematopoiesis and atherosclerotic cardiovascular disease: A primer
    Zuriaga, Maria A.
    Fuster, Jose J.
    CLINICA E INVESTIGACION EN ARTERIOSCLEROSIS, 2023, 35 (01): : 35 - 41