Strengths and Opportunities of Network Medicine in Cardiovascular Diseases

被引:48
|
作者
Benincasa, Giuditta [1 ]
Marfella, Raffaele [1 ]
Della Mura, Nunzia [2 ]
Schiano, Concetta [1 ]
Napoli, Claudio [1 ,2 ]
机构
[1] Univ Campania Luigi Vanvitelli, Dept Adv Clin & Surg Sci, Clin Dept Internal Med & Specialist, Naples, Italy
[2] IRCCS SDN, Naples, Italy
关键词
Artificial intelligence; Cardiovascular diseases; Network medicine; Personalized therapy; Precision medicine; HEART-FAILURE; PREDICTION; BIOMARKERS; DISCOVERY; BIOLOGY;
D O I
10.1253/circj.CJ-19-0879
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Network medicine can advance current medical practice by arising as response to the limitations of a reductionist approach focusing on cardiovascular (CV) diseases as a direct consequence of a single defect. This molecular-bioinformatic approach integrates heterogeneous "omics" data and artificial intelligence to identify a chain of perturbations involving key components of multiple molecular networks that are closely related inthe human interactome. The clinical view of the network-based approach is greatly supported by the general law of molecular interconnection governing all biological complex systems. Recent advances inbioinformatics have culminated in numerous quantitative platforms able to identify CV disease modules underlying perturbations of the interactome. This might provide novel insights in CV disease mechanisms as well as putative biomarkers and drug targets. We describe the network-based principles and discuss their application to classifying and treating common CV diseases. We compare the strengths and weaknesses of molecular networks in comparison with the classical current reductionist approach, and remark on the necessity for a two-way approach connecting network medicine with large clinical trials to concretely translate novel insights from bench to bedside.
引用
收藏
页码:144 / 152
页数:9
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