Network medicine framework shows that proximity of polyphenol targets and disease proteins predicts therapeutic effects of polyphenols

被引:77
作者
do Valle, Italo F. [1 ,2 ]
Roweth, Harvey G. [3 ,4 ]
Malloy, Michael W. [3 ,4 ]
Moco, Sofia [5 ]
Barron, Denis [5 ]
Battinelli, Elisabeth [3 ,4 ]
Loscalzo, Joseph [4 ,6 ]
Barabasi, Albert-Laszlo [1 ,2 ,7 ,8 ]
机构
[1] Northeastern Univ, Network Sci Inst, Boston, MA 02115 USA
[2] Northeastern Univ, Dept Phys, Boston, MA 02115 USA
[3] Brigham & Womens Hosp, Dept Med, Div Hematol, Boston, MA 02115 USA
[4] Harvard Med Sch, Boston, MA 02115 USA
[5] Nestle Inst Hlth Sci, Lausanne, Switzerland
[6] Brigham & Womens Hosp, Dept Med, 75 Francis St, Boston, MA 02115 USA
[7] Harvard Med Sch, Brigham & Womens Hosp, Dept Med, Channing Div Network Med, Boston, MA 02115 USA
[8] Cent European Univ, Dept Network & Data Sci, Budapest, Hungary
来源
NATURE FOOD | 2021年 / 2卷 / 03期
关键词
GREEN TEA; EPIGALLOCATECHIN GALLATE; DIETARY POLYPHENOLS; CONNECTIVITY MAP; GLYCEMIC CONTROL; EXPRESSION; FIBROSIS; DECONJUGATION; GLUCURONIDASE; INFLAMMATION;
D O I
10.1038/s43016-021-00243-7
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Molecular interactions between polyphenol targets and proteins associated with disease are explored through a network medicine framework. The network proximity of polyphenol protein targets to disease proteins can predict therapeutic effects, highlighting more broadly the potential of network medicine as a tool for nutritional sciences. Polyphenols, natural products present in plant-based foods, play a protective role against several complex diseases through their antioxidant activity and by diverse molecular mechanisms. Here we develop a network medicine framework to uncover mechanisms for the effects of polyphenols on health by considering the molecular interactions between polyphenol protein targets and proteins associated with diseases. We find that the protein targets of polyphenols cluster in specific neighbourhoods of the human interactome, whose network proximity to disease proteins is predictive of the molecule's known therapeutic effects. The methodology recovers known associations, such as the effect of epigallocatechin-3-O-gallate on type 2 diabetes, and predicts that rosmarinic acid has a direct impact on platelet function, representing a novel mechanism through which it could affect cardiovascular health. We experimentally confirm that rosmarinic acid inhibits platelet aggregation and alpha-granule secretion through inhibition of protein tyrosine phosphorylation, offering direct support for the predicted molecular mechanism. Our framework represents a starting point for mechanistic interpretation of the health effects underlying food-related compounds, allowing us to integrate into a predictive framework knowledge on food metabolism, bioavailability and drug interaction.
引用
收藏
页码:143 / +
页数:16
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