Disease Network-Based Approaches to Study Comorbidity in Heart Failure: Current State and Future Perspectives

被引:1
作者
Gomez-Ochoa, Sergio Alejandro [1 ]
Lanzer, Jan D. [2 ]
Levinson, Rebecca T. [1 ,2 ]
机构
[1] Univ Heidelberg Hosp, Dept Gen Internal Med & Psychosomat, Neuenheimer Feld 410, D-69120 Heidelberg, Germany
[2] Univ Heidelberg Hosp, Univ Heidelberg, Inst Computat Biomed, Fac Med, Heidelberg, Germany
关键词
Networks; Comorbidity; Heart failure; NONCARDIAC COMORBIDITIES; CO-MORBIDITY; MEDICINE; CLUSTERS; IMPACT;
D O I
10.1007/s11897-024-00693-7
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Purpose of Review Heart failure (HF) is often accompanied by a constellation of comorbidities, leading to diverse patient presentations and clinical trajectories. While traditional methods have provided valuable insights into our understanding of HF, network medicine approaches seek to leverage these complex relationships by analyzing disease at a systems level. This review introduces the concepts of network medicine and explores the use of comorbidity networks to study HF and heart disease. Recent Findings Comorbidity networks are used to understand disease trajectories, predict outcomes, and uncover potential molecular mechanisms through identification of genes and pathways relevant to comorbidity. These networks have shown the importance of non-cardiovascular comorbidities to the clinical journey of patients with HF. However, the community should be aware of important limitations in developing and implementing these methods. Summary Network approaches hold promise for unraveling the impact of comorbidities in the complex presentation and genetics of HF. Methods that consider comorbidity presence and timing have the potential to help optimize management strategies and identify pathophysiological mechanisms.
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页数:12
相关论文
共 112 条
[1]   MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity [J].
Aguado, Alba ;
Moratalla-Navarro, Ferran ;
Lopez-Simarro, Flora ;
Moreno, Victor .
SCIENTIFIC REPORTS, 2020, 10 (01)
[2]   Scale-free networks in cell biology [J].
Albert, R .
JOURNAL OF CELL SCIENCE, 2005, 118 (21) :4947-4957
[3]  
Heidenreich Paul A, 2022, Circulation, V145, pe895, DOI [10.1161/CIR.0000000000001073, 10.1161/CIR.0000000000001063]
[4]   Interpreting Networks in Systems Biology [J].
Arrell, D. K. ;
Terzic, A. .
CLINICAL PHARMACOLOGY & THERAPEUTICS, 2013, 93 (05) :389-392
[5]   Impact of Noncardiac Comorbidities on Morbidity and Mortality in a Predominantly Male Population With Heart Failure and Preserved Versus Reduced Ejection Fraction [J].
Ather, Sameer ;
Chan, Wenyaw ;
Bozkurt, Biykem ;
Aguilar, David ;
Ramasubbu, Kumudha ;
Zachariah, Amit A. ;
Wehrens, Xander H. T. ;
Deswal, Anita .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2012, 59 (11) :998-1005
[6]   Network medicine -: From obesity to the "Diseasome'' [J].
Barabasi, Albert-Laszlo .
NEW ENGLAND JOURNAL OF MEDICINE, 2007, 357 (04) :404-407
[7]   Network medicine: a network-based approach to human disease [J].
Barabasi, Albert-Laszlo ;
Gulbahce, Natali ;
Loscalzo, Joseph .
NATURE REVIEWS GENETICS, 2011, 12 (01) :56-68
[8]   The DO-KB Knowledgebase: a 20-year journey developing the disease open science ecosystem [J].
Baron, J. Allen ;
Johnson, Claudia Sanchez-Beato ;
Schor, Michael A. ;
Olley, Dustin ;
Nickel, Lance ;
Felix, Victor ;
Munro, James B. ;
Bello, Susan M. ;
Bearer, Cynthia ;
Lichenstein, Richard ;
Bisordi, Katharine ;
Koka, Rima ;
Greene, Carol ;
Schriml, Lynn M. .
NUCLEIC ACIDS RESEARCH, 2023, 52 (D1) :D1305-D1314
[9]   UniProt: the Universal Protein Knowledgebase in 2023 [J].
Bateman, Alex ;
Martin, Maria-Jesus ;
Orchard, Sandra ;
Magrane, Michele ;
Ahmad, Shadab ;
Alpi, Emanuele ;
Bowler-Barnett, Emily H. ;
Britto, Ramona ;
Cukura, Austra ;
Denny, Paul ;
Dogan, Tunca ;
Ebenezer, ThankGod ;
Fan, Jun ;
Garmiri, Penelope ;
Gonzales, Leonardo Jose da Costa ;
Hatton-Ellis, Emma ;
Hussein, Abdulrahman ;
Ignatchenko, Alexandr ;
Insana, Giuseppe ;
Ishtiaq, Rizwan ;
Joshi, Vishal ;
Jyothi, Dushyanth ;
Kandasaamy, Swaathi ;
Lock, Antonia ;
Luciani, Aurelien ;
Lugaric, Marija ;
Luo, Jie ;
Lussi, Yvonne ;
MacDougall, Alistair ;
Madeira, Fabio ;
Mahmoudy, Mahdi ;
Mishra, Alok ;
Moulang, Katie ;
Nightingale, Andrew ;
Pundir, Sangya ;
Qi, Guoying ;
Raj, Shriya ;
Raposo, Pedro ;
Rice, Daniel L. ;
Saidi, Rabie ;
Santos, Rafael ;
Speretta, Elena ;
Stephenson, James ;
Totoo, Prabhat ;
Turner, Edward ;
Tyagi, Nidhi ;
Vasudev, Preethi ;
Warner, Kate ;
Watkins, Xavier ;
Zellner, Hermann .
NUCLEIC ACIDS RESEARCH, 2023, 51 (D1) :D523-D531
[10]   Addressing Comorbidities in Heart Failure Hypertension, Atrial Fibrillation, and Diabetes [J].
Bavishi, Aakash ;
Patel, Ravi B. .
HEART FAILURE CLINICS, 2020, 16 (04) :441-456