Systems Pharmacology and Rational Polypharmacy: Nitric Oxide-Cyclic GMP Signaling Pathway as an Illustrative Example and Derivation of the General Case
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 gua...
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description | 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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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.</description><identifier>ISSN: 1553-7358</identifier><identifier>ISSN: 1553-734X</identifier><identifier>EISSN: 1553-7358</identifier><identifier>DOI: 10.1371/journal.pcbi.1004822</identifier><identifier>PMID: 26985825</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Animals ; Biology and life sciences ; Computer Simulation ; Cyclic GMP - metabolism ; Dose-Response Relationship, Drug ; Drug Evaluation, Preclinical ; Drug Therapy, Computer-Assisted - methods ; Experiments ; Health aspects ; Heart failure ; Humans ; Hypertension ; Medicine and Health Sciences ; Models, Biological ; Nitric oxide ; Nitric Oxide - metabolism ; Observations ; Oxidation ; Oxidative stress ; Pharmacokinetics ; Phosphodiesterase Inhibitors - administration & dosage ; Phosphoric Diester Hydrolases - metabolism ; Physical Sciences ; Polypharmacy ; Purine nucleotides ; Signal transduction ; Signal Transduction - drug effects ; Signal Transduction - physiology</subject><ispartof>PLoS computational biology, 2016-03, Vol.12 (3), p.e1004822</ispartof><rights>COPYRIGHT 2016 Public Library of Science</rights><rights>2016 Public Library of Science. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited: Garmaroudi FS, Handy DE, Liu Y-Y, Loscalzo J (2016) Systems Pharmacology and Rational Polypharmacy: Nitric Oxide?Cyclic GMP Signaling Pathway as an Illustrative Example and Derivation of the General Case. PLoS Comput Biol 12(3): e1004822. doi:10.1371/journal.pcbi.1004822</rights><rights>2016 Garmaroudi et al 2016 Garmaroudi et al</rights><rights>2016 Public Library of Science. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited: Garmaroudi FS, Handy DE, Liu Y-Y, Loscalzo J (2016) Systems Pharmacology and Rational Polypharmacy: Nitric Oxide?Cyclic GMP Signaling Pathway as an Illustrative Example and Derivation of the General Case. 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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.</description><subject>Animals</subject><subject>Biology and life sciences</subject><subject>Computer Simulation</subject><subject>Cyclic GMP - metabolism</subject><subject>Dose-Response Relationship, Drug</subject><subject>Drug Evaluation, Preclinical</subject><subject>Drug Therapy, Computer-Assisted - methods</subject><subject>Experiments</subject><subject>Health aspects</subject><subject>Heart failure</subject><subject>Humans</subject><subject>Hypertension</subject><subject>Medicine and Health Sciences</subject><subject>Models, Biological</subject><subject>Nitric oxide</subject><subject>Nitric Oxide - metabolism</subject><subject>Observations</subject><subject>Oxidation</subject><subject>Oxidative stress</subject><subject>Pharmacokinetics</subject><subject>Phosphodiesterase Inhibitors - administration & dosage</subject><subject>Phosphoric Diester Hydrolases - metabolism</subject><subject>Physical Sciences</subject><subject>Polypharmacy</subject><subject>Purine nucleotides</subject><subject>Signal transduction</subject><subject>Signal Transduction - drug effects</subject><subject>Signal Transduction - 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Pharmacology and Rational Polypharmacy: Nitric Oxide-Cyclic GMP Signaling Pathway as an Illustrative Example and Derivation of the General Case</title><author>Garmaroudi, Farshid S ; Handy, Diane E ; Liu, Yang-Yu ; Loscalzo, Joseph</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c661t-e7a08e5c56c0a5f7938d30115c1168b41158eae8b8a564ed3ee0b0ca20c0667c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Animals</topic><topic>Biology and life sciences</topic><topic>Computer Simulation</topic><topic>Cyclic GMP - metabolism</topic><topic>Dose-Response Relationship, Drug</topic><topic>Drug Evaluation, Preclinical</topic><topic>Drug Therapy, Computer-Assisted - methods</topic><topic>Experiments</topic><topic>Health aspects</topic><topic>Heart failure</topic><topic>Humans</topic><topic>Hypertension</topic><topic>Medicine and Health Sciences</topic><topic>Models, Biological</topic><topic>Nitric oxide</topic><topic>Nitric Oxide - metabolism</topic><topic>Observations</topic><topic>Oxidation</topic><topic>Oxidative stress</topic><topic>Pharmacokinetics</topic><topic>Phosphodiesterase Inhibitors - administration & dosage</topic><topic>Phosphoric Diester Hydrolases - metabolism</topic><topic>Physical Sciences</topic><topic>Polypharmacy</topic><topic>Purine nucleotides</topic><topic>Signal transduction</topic><topic>Signal Transduction - drug effects</topic><topic>Signal Transduction - physiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Garmaroudi, Farshid S</creatorcontrib><creatorcontrib>Handy, Diane E</creatorcontrib><creatorcontrib>Liu, Yang-Yu</creatorcontrib><creatorcontrib>Loscalzo, Joseph</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE 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Central Basic</collection><collection>Genetics Abstracts</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PLoS computational biology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Garmaroudi, Farshid S</au><au>Handy, Diane E</au><au>Liu, Yang-Yu</au><au>Loscalzo, Joseph</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Systems Pharmacology and Rational Polypharmacy: Nitric Oxide-Cyclic GMP Signaling Pathway as an Illustrative Example and Derivation of the General Case</atitle><jtitle>PLoS computational biology</jtitle><addtitle>PLoS Comput Biol</addtitle><date>2016-03-01</date><risdate>2016</risdate><volume>12</volume><issue>3</issue><spage>e1004822</spage><pages>e1004822-</pages><issn>1553-7358</issn><issn>1553-734X</issn><eissn>1553-7358</eissn><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.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>26985825</pmid><doi>10.1371/journal.pcbi.1004822</doi><oa>free_for_read</oa></addata></record> |
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subjects | Animals Biology and life sciences Computer Simulation Cyclic GMP - metabolism Dose-Response Relationship, Drug Drug Evaluation, Preclinical Drug Therapy, Computer-Assisted - methods Experiments Health aspects Heart failure Humans Hypertension Medicine and Health Sciences Models, Biological Nitric oxide Nitric Oxide - metabolism Observations Oxidation Oxidative stress Pharmacokinetics Phosphodiesterase Inhibitors - administration & dosage Phosphoric Diester Hydrolases - metabolism Physical Sciences Polypharmacy Purine nucleotides Signal transduction Signal Transduction - drug effects Signal Transduction - physiology |
title | Systems Pharmacology and Rational Polypharmacy: Nitric Oxide-Cyclic GMP Signaling Pathway as an Illustrative Example and Derivation of the General Case |
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