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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Main Authors: Diego A. Bonilla, Yurany Moreno, Eric S. Rawson, Diego A. Forero, Jeffrey R. Stout, Chad M. Kerksick, Michael D. Roberts, Richard B. Kreider
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Nutrients
Subjects:
Online Access:https://www.mdpi.com/2072-6643/13/8/2521
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spelling 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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