ArticlePLoS computational biology2016
Systems Pharmacology and Rational Polypharmacy: Nitric Oxide-Cyclic GMP Signaling Pathway as an Illustrative Example and Derivation of the General Case.
Article in PLoS computational biology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
18 citing papers in PubMed, 28 citations in OpenAlex.
- Soluble guanylyl cyclase maturation in cells depends on reduction of the incoming heme by a cysteine in the enzyme's beta subunit.The Journal of biological chemistry · 2026Article
- Capturing Multiscale Dynamics of Aortic Valve Calcification with a Coupled Fluid-Structure and Systems Biology Model.ACS omega · 2026Article
- Simulation of clinical trials of oral treprostinil in pulmonary arterial hypertension using a virtual population.NPJ systems biology and applications · 2025Article
- sGC stimulator (BAY 41-8543) combined with PDE9 inhibitor (BAY 73-6691) reduces renal fibrosis in 5/6 nephrectomized rats.Basic & clinical pharmacology & toxicology · 2025Article
- A perfectly imperfect engine: Utilizing the digital twin paradigm in pulmonary hypertension.Pulmonary circulation · 2024Review
- Once upon a Testis: The Tale of Cyclic Nucleotide Phosphodiesterase in Testicular Cancers.International journal of molecular sciences · 2023Review
- Precision Medicine and the future of Cardiovascular Diseases: A Clinically Oriented Comprehensive Review.Journal of clinical medicine · 2023Review
- Understanding human aging and the fundamental cell signaling link in age-related diseases: the middle-aging hypovascularity hypoxia hypothesis.Frontiers in aging · 2023Article
- Cyclic GMP modulating drugs in cardiovascular diseases: mechanism-based network pharmacology.Cardiovascular research · 2022Review
- Network medicine in Cardiovascular Research.Cardiovascular research · 2021Review
- Effects of Statins on Renin-Angiotensin System.Journal of cardiovascular development and disease · 2021Review
- Network Medicine in Pathobiology.The American journal of pathology · 2019Review
- Systems pharmacogenomics - gene, disease, drug and placebo interactions: a case study in COMT.Pharmacogenomics · 2019Article
- Epigenetic Inheritance Underlying Pulmonary Arterial Hypertension.Arteriosclerosis, thrombosis, and vascular biology · 2019Review
- Systems Biology Approaches to Redox Metabolism in Stress and Disease States.Antioxidants & redox signaling · 2018Review
- Emerging Role of Precision Medicine in Cardiovascular Disease.Circulation research · 2018Review
- Systems biology: An emerging strategy for discovering novel pathogenetic mechanisms that promote cardiovascular disease.Global cardiology science & practice · 2016Review
- The promises of quantitative systems pharmacology modelling for drug development.Computational and structural biotechnology journal · 2016Review
Corrections and comments
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
Abstract
Impaired nitric oxide (NO˙)-cyclic guanosine 3', 5'-monophosphate (cGMP) signaling has been observed in many cardiovascular disorders, including heart failure and pulmonary arterial hypertension. There are several enzymatic determinants of cGMP levels in this pathway, including soluble guanylyl cyclase (sGC) itself, the NO˙-activated form of sGC, and phosphodiesterase(s) (PDE). Therapies for some of these disorders with PDE inhibitors have been successful at increasing cGMP levels in both cardiac and vascular tissues. However, at the systems level, it is not clear whether perturbation of PDE alone, under oxidative stress, is the best approach for increasing cGMP levels as compared with perturbation of other potential pathway targets, either alone or in combination. Here, we develop a model-based approach to perturbing this pathway, focusing on single reactions, pairs of reactions, or trios of reactions as targets, then monitoring the theoretical effects of these interventions on cGMP levels. Single perturbations of all reaction steps within this pathway demonstrated that three reaction steps, including the oxidation of sGC, NO˙ dissociation from sGC, and cGMP degradation by PDE, exerted a dominant influence on cGMP accumulation relative to other reaction steps. Furthermore, among all possible single, paired, and triple perturbations of this pathway, the combined perturbations of these three reaction steps had the greatest impact on cGMP accumulation. These computational findings were confirmed in cell-based experiments. We conclude that a combined perturbation of the oxidatively-impaired NO˙-cGMP signaling pathway is a better approach to the restoration of cGMP levels as compared with corresponding individual perturbations. This approach may also yield improved therapeutic responses in other complex pharmacologically amenable pathways.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.