Literature DB >> 31866635

Strengths and Opportunities of Network Medicine in Cardiovascular Diseases.

Giuditta Benincasa1, Raffaele Marfella1, Nunzia Della Mura2, Concetta Schiano1, Claudio Napoli1,2.   

Abstract

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 in the 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 in bioinformatics 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.

Entities:  

Keywords:  Artificial intelligence; Cardiovascular diseases; Network medicine; Personalized therapy; Precision medicine

Mesh:

Year:  2019        PMID: 31866635     DOI: 10.1253/circj.CJ-19-0879

Source DB:  PubMed          Journal:  Circ J        ISSN: 1346-9843            Impact factor:   2.993


  13 in total

1.  Association Between Circulating CD4+ T Cell Methylation Signatures of Network-Oriented SOCS3 Gene and Hemodynamics in Patients Suffering Pulmonary Arterial Hypertension.

Authors:  Giuditta Benincasa; Bradley A Maron; Ornella Affinito; Michele D'Alto; Monica Franzese; Paola Argiento; Concetta Schiano; Emanuele Romeo; Paola Bontempo; Paolo Golino; Liberato Berrino; Joseph Loscalzo; Claudio Napoli
Journal:  J Cardiovasc Transl Res       Date:  2022-08-12       Impact factor: 3.216

Review 2.  Epigenetics and Congenital Heart Diseases.

Authors:  Léa Linglart; Damien Bonnet
Journal:  J Cardiovasc Dev Dis       Date:  2022-06-09

3.  Clinical epigenetics and multidrug-resistant bacterial infections: host remodelling in critical illness.

Authors:  Ettore Crimi; Giuditta Benincasa; Silvia Cirri; Rebecca Mutesi; Mario Faenza; Claudio Napoli
Journal:  Epigenetics       Date:  2020-04-14       Impact factor: 4.528

4.  The evolution of patient-specific precision biomarkers to guide personalized heart-transplant care.

Authors:  Mario C Deng
Journal:  Expert Rev Precis Med Drug Dev       Date:  2020-10-28

5.  Microarray Expression Profile and Analysis of Circular RNA Regulatory Network in Pulmonary Thromboembolism.

Authors:  Dan Peng; Zi-Liang Hou; Hong-Xia Zhang; Shuai Zhang; Shu-Ming Zhang; Rui-Yan Lin; Zhen-Chuan Xing; Yuan Yuan; Kai-Yuan Yang; Jin-Xiang Wang
Journal:  Int J Gen Med       Date:  2021-04-09

Review 6.  Clinical epigenetics settings for cancer and cardiovascular diseases: real-life applications of network medicine at the bedside.

Authors:  Federica Sarno; Giuditta Benincasa; Markus List; Lucia Altucci; Claudio Napoli; Albert-Lazlo Barabasi; Jan Baumbach; Fortunato Ciardiello; Sebastiano Filetti; Kimberly Glass; Joseph Loscalzo; Cinzia Marchese; Bradley A Maron; Paola Paci; Paolo Parini; Enrico Petrillo; Edwin K Silverman; Antonella Verrienti
Journal:  Clin Epigenetics       Date:  2021-03-30       Impact factor: 6.551

7.  Effects of Carfilzomib Therapy on Left Ventricular Function in Multiple Myeloma Patients.

Authors:  Giulia Mingrone; Anna Astarita; Lorenzo Airale; Ilaria Maffei; Marco Cesareo; Teresa Crea; Giulia Bruno; Dario Leone; Eleonora Avenatti; Cinzia Catarinella; Marco Salvini; Giusy Cetani; Francesca Gay; Sara Bringhen; Franco Veglio; Fabrizio Vallelonga; Alberto Milan
Journal:  Front Cardiovasc Med       Date:  2021-04-21

Review 8.  Epigenetic Therapies for Heart Failure: Current Insights and Future Potential.

Authors:  Claudio Napoli; Paola Bontempo; Vittorio Palmieri; Enrico Coscioni; Ciro Maiello; Francesco Donatelli; Giuditta Benincasa
Journal:  Vasc Health Risk Manag       Date:  2021-05-24

9.  ABCA1, TCF7, NFATC1, PRKCZ, and PDGFA DNA methylation as potential epigenetic-sensitive targets in acute coronary syndrome via network analysis.

Authors:  Teresa Infante; Monica Franzese; Antonio Ruocco; Concetta Schiano; Ornella Affinito; Katia Pane; Domenico Memoli; Francesca Rizzo; Alessandro Weisz; Paola Bontempo; Vincenzo Grimaldi; Liberato Berrino; Andrea Soricelli; Ciro Mauro; Claudio Napoli
Journal:  Epigenetics       Date:  2021-06-21       Impact factor: 4.861

10.  DNA methylation profiling of CD04+/CD08+ T cells reveals pathogenic mechanisms in increasing hyperglycemia: PIRAMIDE pilot study.

Authors:  Giuditta Benincasa; Monica Franzese; Concetta Schiano; Raffaele Marfella; Marco Miceli; Teresa Infante; Celestino Sardu; Mario Zanfardino; Ornella Affinito; Gelsomina Mansueto; Linda Sommese; Giovanni Francesco Nicoletti; Marco Salvatore; Giuseppe Paolisso; Claudio Napoli
Journal:  Ann Med Surg (Lond)       Date:  2020-10-20
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