Artificial intelligence in cardiac metabolism: the next frontier in cardiovascular health
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作者:
Chen, An-Tian
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Chinese Acad Med Sci & Peking Union Med Coll, Fuwai Hosp, Natl Ctr Cardiovasc Dis, Dept Cardiol, Beijing 100037, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Fuwai Hosp, Natl Ctr Cardiovasc Dis, Dept Cardiol, Beijing 100037, Peoples R China
Chen, An-Tian
[1
]
Zhang, Yuhui
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Chinese Acad Med Sci & Peking Union Med Coll, Fuwai Hosp, Heart Failure Ctr, Natl Ctr Cardiovasc Dis, North Lishi Rd,Beijing 167, Beijing 100037, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Fuwai Hosp, Natl Ctr Cardiovasc Dis, Dept Cardiol, Beijing 100037, Peoples R China
Zhang, Yuhui
[2
]
Zhang, Jian
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Chinese Acad Med Sci & Peking Union Med Coll, Fuwai Hosp, Heart Failure Ctr, Natl Ctr Cardiovasc Dis, North Lishi Rd,Beijing 167, Beijing 100037, Peoples R China
Natl Hlth Comm, Key Lab Clin Res Cardiovasc Medicat, Beijing 100037, Peoples R ChinaChinese Acad Med Sci & Peking Union Med Coll, Fuwai Hosp, Natl Ctr Cardiovasc Dis, Dept Cardiol, Beijing 100037, Peoples R China
Zhang, Jian
[2
,3
]
机构:
[1] Chinese Acad Med Sci & Peking Union Med Coll, Fuwai Hosp, Natl Ctr Cardiovasc Dis, Dept Cardiol, Beijing 100037, Peoples R China
[2] Chinese Acad Med Sci & Peking Union Med Coll, Fuwai Hosp, Heart Failure Ctr, Natl Ctr Cardiovasc Dis, North Lishi Rd,Beijing 167, Beijing 100037, Peoples R China
[3] Natl Hlth Comm, Key Lab Clin Res Cardiovasc Medicat, Beijing 100037, Peoples R China
In this article, we aim to explore the rapidly developing role of artificial intelligence (AI) in cardiac metabolism research, highlighting its impact on biomarker discovery, precision medicine, and patient stratification. Cardiac metabolism, a key determinant of cardiovascular health, is often disrupted in cardiovascular diseases (CVDs) like heart failure and coronary artery disease. AI's ability to process and analyze large-scale data offers new chances for understanding and addressing these metabolic dysfunctions. By integrating up-to-date technologies with molecular and clinical insights, AI enables the achievement of personalized treatments, more accurate diagnostics, and the discovery of potential novel therapeutic targets. The main challenges include ethical concerns around data privacy, algorithmic bias, and the need for representative datasets. Future directions focus on developing transparent, accountable, and collaborative AI models that integrate data and enable real-time monitoring, ensuring fairness and accessibility in healthcare. As AI continues to evolve, its role in advancing cardiovascular care is expected to grow, offering new trends in cardiovascular research.
机构:
Stanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Amponsah, Daniel
Thamman, Ritu
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Univ Pittsburgh, Sch Med, Pittsburgh, PA USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Thamman, Ritu
Brandt, Eric
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Univ Michigan, Div Cardiovasc Med, Ann Arbor, MI USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Brandt, Eric
James, Cornelius
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机构:
Univ Michigan, Med Sch, Ann Arbor, MI USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
James, Cornelius
Spector-Bagdady, Kayte
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机构:
Univ Michigan, Ann Arbor, MI USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Spector-Bagdady, Kayte
Yong, Celina M.
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机构:
Stanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Stanford Univ, Palo Alto Vet Affairs Healthcare Syst, 3801 Miranda Ave, 111C, Palo Alto, CA 94304 USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
机构:
Univ Calif Irvine, Edwards Lifesci Ctr Adv Cardiovasc Technol, Irvine, CA 92697 USAUniv Calif Irvine, Edwards Lifesci Ctr Adv Cardiovasc Technol, Irvine, CA 92697 USA
Kheradvar, Arash
Jafarkhani, Hamid
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机构:
Univ Calif Irvine, Ctr Pervas Commun & Comp, Irvine, CA 92697 USAUniv Calif Irvine, Edwards Lifesci Ctr Adv Cardiovasc Technol, Irvine, CA 92697 USA
Jafarkhani, Hamid
Guy, Thomas Sloane
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机构:
Thomas Jefferson Univ, Dept Surg, Div Cardiac Surg, Philadelphia, PA 19107 USAUniv Calif Irvine, Edwards Lifesci Ctr Adv Cardiovasc Technol, Irvine, CA 92697 USA
Guy, Thomas Sloane
Finn, John Paul
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机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Radiol Sci, Los Angeles, CA 90095 USAUniv Calif Irvine, Edwards Lifesci Ctr Adv Cardiovasc Technol, Irvine, CA 92697 USA
机构:Maharshi Dayanand University,Optimization and Mechatronics Laboratory, Department of Mechanical Engineering, University Institute of Engineering and Technology
Rajat Vashistha
Arun Kumar Dangi
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机构:Maharshi Dayanand University,Optimization and Mechatronics Laboratory, Department of Mechanical Engineering, University Institute of Engineering and Technology
Arun Kumar Dangi
Ashwani Kumar
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机构:Maharshi Dayanand University,Optimization and Mechatronics Laboratory, Department of Mechanical Engineering, University Institute of Engineering and Technology
Ashwani Kumar
Deepak Chhabra
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机构:Maharshi Dayanand University,Optimization and Mechatronics Laboratory, Department of Mechanical Engineering, University Institute of Engineering and Technology
Deepak Chhabra
Pratyoosh Shukla
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机构:Maharshi Dayanand University,Optimization and Mechatronics Laboratory, Department of Mechanical Engineering, University Institute of Engineering and Technology