Heart failure with preserved ejection fraction (HFpEF) is a complex, heterogeneous syndrome in need of improved classification given its high morbidity and mortality and few effective treatment options. HFpEF represents an ideal setting to examine the utility and feasibility of a precision medicine approach. This article (based on the 20th annual Feigenbaum Lecture, presented at the 2019 American Society of Echocardiography Scientific Sessions) describes the utility of echocardiography as a "digital biopsy'' and how deep quantitative echocardiographic phenotyping, coupled with machine learning, can be used to identify novel HFpEF phenotypes. The cellular and ultrastructural basis of abnormal speckle-tracking echocardiography-(STE-) based measurements of cardiac mechanics can provide a window into cardiomyocyte calcium homeostasis. STE-based measurements of longitudinal strain can thus inform the extent of myocardial involvement in patients with HFpEF, which may help to determine responsiveness to cardiac-specific HF medications. However, classifying the complex, systemic, multiorgan nature of HFpEF appropriately likely requires more advanced methods. Using unsupervised machine learning, HFpEF can be classified into three distinct phenogroups with differing clinical and echocardiographic characteristics and outcomes: (1) natriuretic peptide deficiency syndrome; (2) extreme cardiometabolic syndrome; and (3) right ventricle-cardio-abdomino-renal syndrome. Each can be probed to determine their biological basis. The goal of improved classification of HFpEF is to match the right patient with the right treatment, with the hope of improving the track record of HFpEF clinical trials. This article emphasizes the central role of echocardiography in advancing precision medicine and illustrates the integration of basic, translational, clinical, and population research in echocardiography with the goal of better understanding the pathobiology of a complex cardiovascular syndrome.
机构:
VA Med Ctr, Minneapolis, MN USA
Univ Minnesota, Minneapolis, MN 55417 USAVA Med Ctr, Minneapolis, MN USA
Anand, Inder S.
Claggett, Brian
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机构:VA Med Ctr, Minneapolis, MN USA
Claggett, Brian
Liu, Jiankang
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机构:VA Med Ctr, Minneapolis, MN USA
Liu, Jiankang
Shah, Amil M.
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机构:VA Med Ctr, Minneapolis, MN USA
Shah, Amil M.
Rector, Thomas S.
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机构:VA Med Ctr, Minneapolis, MN USA
Rector, Thomas S.
Shah, Sanjiv J.
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机构:VA Med Ctr, Minneapolis, MN USA
Shah, Sanjiv J.
Desai, Akshay S.
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机构:VA Med Ctr, Minneapolis, MN USA
Desai, Akshay S.
O'Meara, Eileen
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机构:
Brigham & Womens Hosp, Cardiovasc Div, 75 Francis St, Boston, MA 02115 USA
NHLBI, Bldg 10, Bethesda, MD 20892 USAVA Med Ctr, Minneapolis, MN USA
O'Meara, Eileen
Fleg, Jerome L.
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机构:VA Med Ctr, Minneapolis, MN USA
Fleg, Jerome L.
Pfeffer, Marc A.
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机构:VA Med Ctr, Minneapolis, MN USA
Pfeffer, Marc A.
Pitt, Bertram
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机构:
Brigham & Womens Hosp, Cardiovasc Div, 75 Francis St, Boston, MA 02115 USA
NHLBI, Bldg 10, Bethesda, MD 20892 USA
Univ Michigan, Sch Med, Ann Arbor, MI USAVA Med Ctr, Minneapolis, MN USA
机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Anjan, Venkatesh Y.
Loftus, Timothy M.
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Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Loftus, Timothy M.
Burke, Michael A.
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机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Harvard Univ, Brigham & Womens Hosp, Div Cardiovasc Med, Sch Med, Boston, MA USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Burke, Michael A.
Akhter, Nausheen
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Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Akhter, Nausheen
Fonarow, Gregg C.
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Ahmanson UCLA Cardiomyopathy Ctr, Los Angeles, CA USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Fonarow, Gregg C.
Gheorghiade, Mihai
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Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Northwestern Univ, Feinberg Sch Med, Dept Med, Ctr Cardiovasc Innovat, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Gheorghiade, Mihai
Shah, Sanjiv J.
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机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
机构:
VA Med Ctr, Minneapolis, MN USA
Univ Minnesota, Minneapolis, MN 55417 USAVA Med Ctr, Minneapolis, MN USA
Anand, Inder S.
Claggett, Brian
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h-index: 0
机构:VA Med Ctr, Minneapolis, MN USA
Claggett, Brian
Liu, Jiankang
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h-index: 0
机构:VA Med Ctr, Minneapolis, MN USA
Liu, Jiankang
Shah, Amil M.
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h-index: 0
机构:VA Med Ctr, Minneapolis, MN USA
Shah, Amil M.
Rector, Thomas S.
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h-index: 0
机构:VA Med Ctr, Minneapolis, MN USA
Rector, Thomas S.
Shah, Sanjiv J.
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h-index: 0
机构:VA Med Ctr, Minneapolis, MN USA
Shah, Sanjiv J.
Desai, Akshay S.
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h-index: 0
机构:VA Med Ctr, Minneapolis, MN USA
Desai, Akshay S.
O'Meara, Eileen
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Cardiovasc Div, 75 Francis St, Boston, MA 02115 USA
NHLBI, Bldg 10, Bethesda, MD 20892 USAVA Med Ctr, Minneapolis, MN USA
O'Meara, Eileen
Fleg, Jerome L.
论文数: 0引用数: 0
h-index: 0
机构:VA Med Ctr, Minneapolis, MN USA
Fleg, Jerome L.
Pfeffer, Marc A.
论文数: 0引用数: 0
h-index: 0
机构:VA Med Ctr, Minneapolis, MN USA
Pfeffer, Marc A.
Pitt, Bertram
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Cardiovasc Div, 75 Francis St, Boston, MA 02115 USA
NHLBI, Bldg 10, Bethesda, MD 20892 USA
Univ Michigan, Sch Med, Ann Arbor, MI USAVA Med Ctr, Minneapolis, MN USA
机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Anjan, Venkatesh Y.
Loftus, Timothy M.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Loftus, Timothy M.
Burke, Michael A.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Harvard Univ, Brigham & Womens Hosp, Div Cardiovasc Med, Sch Med, Boston, MA USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Burke, Michael A.
Akhter, Nausheen
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Akhter, Nausheen
Fonarow, Gregg C.
论文数: 0引用数: 0
h-index: 0
机构:
Ahmanson UCLA Cardiomyopathy Ctr, Los Angeles, CA USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Fonarow, Gregg C.
Gheorghiade, Mihai
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Northwestern Univ, Feinberg Sch Med, Dept Med, Ctr Cardiovasc Innovat, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA
Gheorghiade, Mihai
Shah, Sanjiv J.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Div Cardiol, Chicago, IL 60611 USA