PubMed · 2018 · 11 citations · 28 references
Life SciencesPharmacologySystems BiologyDrug DesignDrug DiscoveryNetwork BiologyComputational Drug DiscoveryDisease Mechanism ModelingDisease ModelingDisease Network BiologyDrug-target Interaction NetworksNetwork PharmacologyChronic Disease ComorbidityDisease Mechanism ElucidationDrug-disease Relationship ModelingEssential Gene InteractionsNetwork-based Drug DiscoveryPeripheral Artery Disease TreatmentSystems Biology Network ModelingSystems-level Drug Discovery
Currently, drug discovery approaches focus on the design of therapies that alleviate an index symptom by reengineering the underlying biological mechanism in agonistic or antagonistic fashion. For example, medicines are routinely developed to target an essential gene that drives the disease mechanism. Therapeutic overloading where patients get multiple medications to reduce the primary and secondary side effect burden is standard practice. This single-symptom based approach may not be scalable, as we understand that diseases are more connected than random and molecular interactions drive disease comorbidities. In this work, we present a proof-of-concept drug discovery strategy by combining network biology, disease comorbidity estimates, and computational drug repositioning, by targeting the risk factors and comorbidities of peripheral artery disease, a vascular disease associated with high morbidity and mortality. Individualized risk estimation and recommending disease sequelae based therapies may help to lower the mortality and morbidity of peripheral artery disease.
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Comorbidity Measures for Use with Administrative Data
Anne Elixhauser, Claudia Steiner, D.R. Harris et al. · Medical Care · 1998 · 9.9K citations
Education, Health Services Administration, Health Assessment +16
Lethality and centrality in protein networks
Hawoong Jeong, S. P. Mason, Albert-Ĺaszló Barabási et al. · Nature · 2001 · 5.4K citations · Full text
K.-I. Goh, Michael E. Cusick, David Valle et al. · Proceedings of the National Academy of Sciences · 2007 · 3.2K citations · Full text
Personal Omics Profiling Reveals Dynamic Molecular and Medical Phenotypes
Rui Chen, George I. Mias, Jennifer Li‐Pook‐Than et al. · Cell · 2012 · 1.3K citations · Full text