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
  • [31] Association of epistaxis with atherosclerotic cardiovascular disease
    Kunz, Seraina M.
    Holzmann, David
    Soyka, Michael B.
    LARYNGOSCOPE, 2019, 129 (04) : 783 - 787
  • [32] Atherosclerotic Cardiovascular Disease in Diabetes Patients
    Amelia, Rina
    Wahyuni, Arlinda Sari
    Yunanda, Yuki
    Wijaya, Hendri
    CURRENT DIABETES REVIEWS, 2023, 19 (08) : 62 - 69
  • [33] Global Trends in Atherosclerotic Cardiovascular Disease
    Nedkoff, Lee
    Briffa, Tom
    Zemedikun, Dawit
    Herrington, Saranne
    Wright, F. Lucy
    CLINICAL THERAPEUTICS, 2023, 45 (11) : 1087 - 1091
  • [34] Trained immunity in atherosclerotic cardiovascular disease
    Riksen, Niels P. P.
    Bekkering, Siroon
    Mulder, Willem J. M.
    Netea, Mihai G. G.
    NATURE REVIEWS CARDIOLOGY, 2023, 20 (12) : 799 - 811
  • [35] The Role of Colchicine in Atherosclerotic Cardiovascular Disease
    Kurup, Rahul
    Galougahi, Keyvan Karimi
    Figtree, Gemma
    Misra, Ashish
    Patel, Sanjay
    HEART LUNG AND CIRCULATION, 2021, 30 (06) : 795 - 806
  • [36] Cigarette Smoking and Atherosclerotic Cardiovascular Disease
    Ishida, Mari
    Sakai, Chiemi
    Kobayashi, Yusuke
    Ishida, Takafumi
    JOURNAL OF ATHEROSCLEROSIS AND THROMBOSIS, 2024, 31 (03) : 189 - 200
  • [37] Chelation therapy for atherosclerotic cardiovascular disease
    Vanessa Villarruz-Sulit, Maria
    Forster, Rachel
    Dans, Antonio L.
    Tan, Flordeliza N.
    Sulit, Dennis, V
    COCHRANE DATABASE OF SYSTEMATIC REVIEWS, 2020, (05):
  • [38] Lipoprotein(a) levels in a global population with established atherosclerotic cardiovascular disease
    Nissen, Steven E.
    Wolski, Kathy
    Cho, Leslie
    Nicholls, Stephen J.
    Kastelein, John
    Leitersdorf, Eran
    Landmesser, Ulf
    Blaha, Michael
    Lincoff, A. Michael
    Morishita, Ryuichi
    Tsimikas, Sotirios
    Liu, Junhao
    Manning, Brian
    Kozlovski, Plamen
    Lesogor, Anastasia
    Thuren, Tom
    Shibasaki, Taro
    Matei, Florin
    Silveira, Fabio Serra
    Meunch, Andreas
    Bada, Aysha
    Vijan, Vinod
    Bruun, Niels Eske
    Nordestgaard, Borge G.
    OPEN HEART, 2022, 9 (02):
  • [39] Incidence and Prevalence of Atherosclerotic Cardiovascular Disease in Cutaneous Lupus Erythematosus
    Chen, Henry W.
    Liu, Jialiang
    Yang, Donghan M.
    Xie, Yang
    Peterson, Eric D.
    Navar, Ann Marie
    Chong, Benjamin F.
    JAMA DERMATOLOGY, 2025, 161 (02) : 175 - 182
  • [40] Shared Risk Factors between Dementia and Atherosclerotic Cardiovascular Disease
    Nordestgaard, Liv Tybjaerg
    Christoffersen, Mette
    Frikke-Schmidt, Ruth
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (17)