A Convergent Functional Genomics Analysis to Identify Biological Regulators Mediating Effects of Creatine Supplementation
Creatine (Cr) and phosphocreatine (PCr) are physiologically essential molecules for life, given they serve as rapid and localized support of energy- and mechanical-dependent processes. This evolutionary advantage is based on the action of creatine kinase (CK) isozymes that connect places of ATP synt...
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doaj-9554ca2dd34e41ed8f4e5f8c0e5cf7352021-08-26T14:09:54ZengMDPI AGNutrients2072-66432021-07-01132521252110.3390/nu13082521A Convergent Functional Genomics Analysis to Identify Biological Regulators Mediating Effects of Creatine SupplementationDiego A. Bonilla0Yurany Moreno1Eric S. Rawson2Diego A. Forero3Jeffrey R. Stout4Chad M. Kerksick5Michael D. Roberts6Richard B. Kreider7Research Division, Dynamical Business & Science Society—DBSS International SAS, Bogotá 110861, ColombiaResearch Division, Dynamical Business & Science Society—DBSS International SAS, Bogotá 110861, ColombiaDepartment of Health, Nutrition and Exercise Science, Messiah University, Mechanicsburg, PA 17055, USAProfessional Program in Sport Training, School of Health and Sport Sciences, Fundación Universitaria del Área Andina, Bogotá 111221, ColombiaPhysiology of Work and Exercise Response (POWER) Laboratory, Institute of Exercise Physiology and Rehabilitation Science, University of Central Florida, Orlando, FL 32816, USAExercise and Performance Nutrition Laboratory, School of Health Sciences, Lindenwood University, Saint Charles, MO 63301, USASchool of Kinesiology, Auburn University, Auburn, AL 36849, USAExercise & Sport Nutrition Laboratory, Human Clinical Research Facility, Texas A&M University, College Station, TX 77843, USACreatine (Cr) and phosphocreatine (PCr) are physiologically essential molecules for life, given they serve as rapid and localized support of energy- and mechanical-dependent processes. This evolutionary advantage is based on the action of creatine kinase (CK) isozymes that connect places of ATP synthesis with sites of ATP consumption (the CK/PCr system). Supplementation with creatine monohydrate (CrM) can enhance this system, resulting in well-known ergogenic effects and potential health or therapeutic benefits. In spite of our vast knowledge about these molecules, no integrative analysis of molecular mechanisms under a systems biology approach has been performed to date; thus, we aimed to perform for the first time a convergent functional genomics analysis to identify biological regulators mediating the effects of Cr supplementation in health and disease. A total of 35 differentially expressed genes were analyzed. We identified top-ranked pathways and biological processes mediating the effects of Cr supplementation. The impact of CrM on miRNAs merits more research. We also cautiously suggest two dose–response functional pathways (kinase- and ubiquitin-driven) for the regulation of the Cr uptake. Our functional enrichment analysis, the knowledge-based pathway reconstruction, and the identification of hub nodes provide meaningful information for future studies. This work contributes to a better understanding of the well-reported benefits of Cr in sports and its potential in health and disease conditions, although further clinical research is needed to validate the proposed mechanisms.https://www.mdpi.com/2072-6643/13/8/2521creatine kinasesystems biologybioinformaticsMAP kinase signaling systemsodium-chloride-dependent neurotransmitter symporterssignal transduction |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Diego A. Bonilla Yurany Moreno Eric S. Rawson Diego A. Forero Jeffrey R. Stout Chad M. Kerksick Michael D. Roberts Richard B. Kreider |
spellingShingle |
Diego A. Bonilla Yurany Moreno Eric S. Rawson Diego A. Forero Jeffrey R. Stout Chad M. Kerksick Michael D. Roberts Richard B. Kreider A Convergent Functional Genomics Analysis to Identify Biological Regulators Mediating Effects of Creatine Supplementation Nutrients creatine kinase systems biology bioinformatics MAP kinase signaling system sodium-chloride-dependent neurotransmitter symporters signal transduction |
author_facet |
Diego A. Bonilla Yurany Moreno Eric S. Rawson Diego A. Forero Jeffrey R. Stout Chad M. Kerksick Michael D. Roberts Richard B. Kreider |
author_sort |
Diego A. Bonilla |
title |
A Convergent Functional Genomics Analysis to Identify Biological Regulators Mediating Effects of Creatine Supplementation |
title_short |
A Convergent Functional Genomics Analysis to Identify Biological Regulators Mediating Effects of Creatine Supplementation |
title_full |
A Convergent Functional Genomics Analysis to Identify Biological Regulators Mediating Effects of Creatine Supplementation |
title_fullStr |
A Convergent Functional Genomics Analysis to Identify Biological Regulators Mediating Effects of Creatine Supplementation |
title_full_unstemmed |
A Convergent Functional Genomics Analysis to Identify Biological Regulators Mediating Effects of Creatine Supplementation |
title_sort |
convergent functional genomics analysis to identify biological regulators mediating effects of creatine supplementation |
publisher |
MDPI AG |
series |
Nutrients |
issn |
2072-6643 |
publishDate |
2021-07-01 |
description |
Creatine (Cr) and phosphocreatine (PCr) are physiologically essential molecules for life, given they serve as rapid and localized support of energy- and mechanical-dependent processes. This evolutionary advantage is based on the action of creatine kinase (CK) isozymes that connect places of ATP synthesis with sites of ATP consumption (the CK/PCr system). Supplementation with creatine monohydrate (CrM) can enhance this system, resulting in well-known ergogenic effects and potential health or therapeutic benefits. In spite of our vast knowledge about these molecules, no integrative analysis of molecular mechanisms under a systems biology approach has been performed to date; thus, we aimed to perform for the first time a convergent functional genomics analysis to identify biological regulators mediating the effects of Cr supplementation in health and disease. A total of 35 differentially expressed genes were analyzed. We identified top-ranked pathways and biological processes mediating the effects of Cr supplementation. The impact of CrM on miRNAs merits more research. We also cautiously suggest two dose–response functional pathways (kinase- and ubiquitin-driven) for the regulation of the Cr uptake. Our functional enrichment analysis, the knowledge-based pathway reconstruction, and the identification of hub nodes provide meaningful information for future studies. This work contributes to a better understanding of the well-reported benefits of Cr in sports and its potential in health and disease conditions, although further clinical research is needed to validate the proposed mechanisms. |
topic |
creatine kinase systems biology bioinformatics MAP kinase signaling system sodium-chloride-dependent neurotransmitter symporters signal transduction |
url |
https://www.mdpi.com/2072-6643/13/8/2521 |
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