Precision medicine in human heart modeling Perspectives, challenges, and opportunities

被引:108
|
作者
Peirlinck, M. [1 ]
Costabal, F. Sahli [2 ]
Yao, J. [3 ]
Guccione, J. M. [4 ]
Tripathy, S. [5 ]
Wang, Y. [6 ]
Ozturk, D. [7 ]
Segars, P. [8 ]
Morrison, T. M. [9 ]
Levine, S. [3 ]
Kuhl, E. [1 ,10 ]
机构
[1] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA
[2] Pontificia Univ Catholica Chile, Dept Mech Engn, Santiago, Chile
[3] Dassault Syst Simulia Corp, Johnston, RI USA
[4] Univ Calif San Francisco, San Francisco, CA 94143 USA
[5] Edwards Lifesci, Irvine, CA USA
[6] Thornton Tomasetti Inc, Santa Clara, CA USA
[7] Capvidia, Leuven, Belgium
[8] Duke Univ, Dept Radiol, Carl E Ravin Adv Imaging Labs, Durham, NC 27710 USA
[9] US FDA, Ctr Devices & Radiol Hlth, Silver Spring, MD USA
[10] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
关键词
Precision medicine; Electrophysiology; Cardiac mechanics; Fluid dynamics; Finite element simulation; Machine learning; Digital twin;
D O I
10.1007/s10237-021-01421-z
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Precision medicine is a new frontier in healthcare that uses scientific methods to customize medical treatment to the individual genes, anatomy, physiology, and lifestyle of each person. In cardiovascular health, precision medicine has emerged as a promising paradigm to enable cost-effective solutions that improve quality of life and reduce mortality rates. However, the exact role in precision medicine for human heart modeling has not yet been fully explored. Here, we discuss the challenges and opportunities for personalized human heart simulations, from diagnosis to device design, treatment planning, and prognosis. With a view toward personalization, we map out the history of anatomic, physical, and constitutive human heart models throughout the past three decades. We illustrate recent human heart modeling in electrophysiology, cardiac mechanics, and fluid dynamics and highlight clinically relevant applications of these models for drug development, pacing lead failure, heart failure, ventricular assist devices, edge-to-edge repair, and annuloplasty. With a view toward translational medicine, we provide a clinical perspective on virtual imaging trials and a regulatory perspective on medical device innovation. We show that precision medicine in human heart modeling does not necessarily require a fully personalized, high-resolution whole heart model with an entire personalized medical history. Instead, we advocate for creating personalized models out of population-based libraries with geometric, biological, physical, and clinical information by morphing between clinical data and medical histories from cohorts of patients using machine learning. We anticipate that this perspective will shape the path toward introducing human heart simulations into precision medicine with the ultimate goals to facilitate clinical decision making, guide treatment planning, and accelerate device design.
引用
收藏
页码:803 / 831
页数:29
相关论文
共 50 条
  • [31] Clinical Tumor Sequencing: Opportunities and Challenges for Precision Cancer Medicine
    Roychowdhury, Sameek
    ONCOLOGIST, 2015, 20 : S9 - S9
  • [32] Toward a Global Roadmap for Precision Medicine in Psychiatry: Challenges and Opportunities
    Dalvie, Shareefa
    Koen, Nastassja
    McGregor, Nathaniel
    O'Connell, Kevin
    Warnich, Louise
    Ramesar, Raj
    Nievergelt, Caroline M.
    Stein, Dan J.
    OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY, 2016, 20 (10) : 557 - 564
  • [33] Precision medicine approaches for diabetic kidney disease: opportunities and challenges
    Tye, Sok Cin
    Denig, Petra
    Heerspink, Hiddo J. L.
    NEPHROLOGY DIALYSIS TRANSPLANTATION, 2021, 36 : 3 - 9
  • [34] Genomic Big Data and Privacy: Challenges and Opportunities for Precision Medicine
    Julie Frizzo-Barker
    Peter A. Chow-White
    Anita Charters
    Dung Ha
    Computer Supported Cooperative Work (CSCW), 2016, 25 : 115 - 136
  • [35] Toward precision medicine and health: Opportunities and challenges in allergic diseases
    Galli, Stephen Joseph
    JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2016, 137 (05) : 1289 - 1300
  • [36] Disease Biomarkers for Precision Medicine: Challenges and Future Opportunities PREFACE
    Wang, Edwin
    Cho, William C. S.
    Wong, S. C. Cesar
    Liu, Siqi
    GENOMICS PROTEOMICS & BIOINFORMATICS, 2017, 15 (02) : 57 - 58
  • [37] Perspectives on choice of law challenges in multistate precision medicine research
    Beskow, Laura M.
    Hammack-Aviran, Catherine
    Hazel, James W.
    Wolf, Leslie E.
    JOURNAL OF LAW AND THE BIOSCIENCES, 2022, 9 (01):
  • [38] The Genetics of Major Depression: Perspectives on the State of Research and Opportunities for Precision Medicine
    Peterson, Roseann E.
    PSYCHIATRIC ANNALS, 2021, 51 (04) : 165 - 169
  • [39] Diagnostics and treatment of ovarian cancer in the era of precision medicine - opportunities and challenges
    Buklaho, Patrycja Aleksandra
    Kisluk, Joanna
    Niklinski, Jacek
    FRONTIERS IN ONCOLOGY, 2023, 13
  • [40] Next generation sequencing in cancer: opportunities and challenges for precision cancer medicine
    Paolillo, Carmela
    Londin, Eric
    Fortina, Paolo
    SCANDINAVIAN JOURNAL OF CLINICAL & LABORATORY INVESTIGATION, 2016, 76 : S84 - S91