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Molina-López J, Ricalde MAQ, Hernández BV, Planells A, Otero R, Planells E. Effect of 8-week of dietary micronutrient supplementation on gene expression in elite handball athletes. PLoS One 2020; 15:e0232237. [PMID: 32357196 PMCID: PMC7194438 DOI: 10.1371/journal.pone.0232237] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Accepted: 04/10/2020] [Indexed: 12/22/2022] Open
Abstract
Purpose A study was made of the changes in gene expression in elite handball athletes, comparing gene modulation before, after and in the absence of an 8-week nutritional intervention with multivitamin/mineral supplements. Methods Thirteen elite handball athletes (aged 22.9 ± 2.7 years) and 13 sedentary controls (aged 20.9 ± 2.8 years) were included. Three timepoints were established: T0 (baseline conditions); T8 (after 8 weeks of supplementation with a multivitamin/mineral complex); and T16 (after 8 weeks in the absence of supplementation). The expressions of a total 112 of genes were evaluated by RT-qPCR analysis with the QuantStudioTM 12K Flex Real-Time PCR System. Results The analysis revealed different gene regulation profiles of genes implicated in cell communication, cell energy metabolism, inflammation and the immune system, oxidative stress and muscle function in athletes compared to sedentary controls under resting conditions (upregulated genes: effect size = large, ƞ2 = 1.011 to 1.398, p < 0.05; downregulated genes: effect size = large, ƞ2 = 0.846 and 1.070, p < 0.05, respectively). The nutritional intervention encouraged gene upregulation in elite athletes (p < 0.05). In a follow-up investigation, the IRAK1, CD81, ITGB1, ACADS PDHA2 and GPX1 genes were downregulated in athletes, with a moderate main effect for time-by-group interaction (ηP2 = 0.099 to 0.133; p < 0.05). Additionally, nutritional genes such as MTHFR and THTPA revealed a moderate effect over all the timepoints and group interaction in the study (ηP2 = 0.070 to 0.092; p < 0.05). Conclusions Elite handball athletes showed a different expression profile in reference to key genes implicated in several sports performance-related functions compared to the sedentary controls, in addition to modulation of gene expression after multivitamin/mineral supplementation.
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Affiliation(s)
- Jorge Molina-López
- Department of Physiology, Faculty of Pharmacy, University of Granada, Granada, Spain
- Institute of Nutrition and Food Technology, Biomedical Research Center, Health Sciences Technological Park, University of Granada, Granada, Spain
- * E-mail:
| | - María Antonieta Quispe Ricalde
- University Institute of Tropical Diseases and Public Health of the Canary Islands, University of La Laguna, La Laguna, Tenerife, Canary Islands, Spain
| | - Basilio Valladares Hernández
- University Institute of Tropical Diseases and Public Health of the Canary Islands, University of La Laguna, La Laguna, Tenerife, Canary Islands, Spain
| | - Antonio Planells
- Unit of Social Studies of the Defense, General Technical Secretary, Ministry of Defence, Madrid, Spain
| | - Roberto Otero
- Department of Statistics. Faculty of Social and Legal Sciences, University of Carlos III, Getafe, Madrid, Spain
| | - Elena Planells
- Department of Physiology, Faculty of Pharmacy, University of Granada, Granada, Spain
- Institute of Nutrition and Food Technology, Biomedical Research Center, Health Sciences Technological Park, University of Granada, Granada, Spain
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Abstract
PURPOSE OF REVIEW Physical activity (PA) is a well-established modifiable lifestyle determinant for multiple cardio-metabolic outcomes. While many psychosocial and environmental correlates of PA have been identified, current understanding of the genetic architecture that contributes to PA is still very limited, especially when compared to other phenotypes such as obesity and diabetes. RECENT FINDINGS This review systematically and comprehensively assesses available evidence from animal experiments, family studies, population-based candidate gene analyses, and genome-wide association studies (GWAS) studying the genetics of physical activity patterns. It discusses the scientific evolution in the field of PA genetics, including the recognition of increased sample sizes, the shift from early family-based approaches to association-based design, and the rapidly advancement of enabling genotyping and sequencing technologies. In addition, this review points to the gaps in the current knowledge base, including the general lack of GWAS and whole-genome sequence analyses particularly understudied populations, and the need for large-scale collaborative effort in both observational and experimental settings. In this review, we also call for research utilizing systems biology strategies for PA genetic research and accounting for complex gene-environment interactions that may vary by race/ethnicity. The epidemic of physical inactivity has been a public health nemesis, encompassing a large burden of diseases and high societal costs. A better understanding of the genetic basis of PA can inform public health policies for the prevention, control, and treatment of many chronic diseases related to physical inactivity.
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Affiliation(s)
- Xiaochen Lin
- Department of Epidemiology, Brown University, Providence, RI, USA.,Center for Global Cardio-metabolic Health, Brown University, Providence, RI, USA
| | - Charles B Eaton
- Department of Epidemiology, Brown University, Providence, RI, USA.,Department of Family Medicine, The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - JoAnn E Manson
- Division of Preventive Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Simin Liu
- Department of Epidemiology, Brown University, Providence, RI, USA. .,Center for Global Cardio-metabolic Health, Brown University, Providence, RI, USA. .,Division of Endocrinology, Department of Medicine, The Warren Alpert Medical School of Brown University, Providence, RI, USA. .,Department of Endocrinology, Guangdong General Hospital, Guangzhou, China. .,Department of Epidemiology and Medicine, Brown University, 121 South Main St, Providence, RI, 02903, USA.
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Capomaccio S, Verini-Supplizi A, Galla G, Vitulo N, Barcaccia G, Felicetti M, Silvestrelli M, Cappelli K. Transcription of LINE-derived sequences in exercise-induced stress in horses. Anim Genet 2015; 41 Suppl 2:23-7. [PMID: 21070272 DOI: 10.1111/j.1365-2052.2010.02094.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
A large proportion of mammalian genomes is represented by transposable elements (TE), most of them being long interspersed nuclear elements 1 (LINE-1 or L1). An increased expression of LINE-1 elements may play an important role in cellular stress-related conditions exerting drastic effects on the mammalian transcriptome. To understand the impact of TE on the known horse transcriptome, we masked the horse EST database, pointing out that the amount is consistent with other major vertebrates. A previously developed transcript-derived fragments (TDFs) dataset, deriving from exercise-stimulated horse peripheral blood mononuclear cells (PBMCs), was found to be enriched with L1 (26.8% in terms of bp). We investigated the involvement of TDFs in exercise-induced stress through bioinformatics and gene expression analysis. Results indicate that LINE-derived sequences are not only highly but also differentially expressed during physical effort, hinting at interesting scenarios in the regulation of gene expression in relation to exercise.
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Affiliation(s)
- S Capomaccio
- CSCS-DPDCV, Faculty of Veterinary Medicine, University of Perugia, Via San Costanzo 4, 06126 Perugia, Italy.
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Dias RG, Silva MSM, Duarte NE, Bolani W, Alves CR, Junior JRL, da Silva JL, de Oliveira PA, Alves GB, de Oliveira EM, Rocha CS, Marsiglia JDC, Negrao CE, Krieger EM, Krieger JE, Pereira AC. PBMCs express a transcriptome signature predictor of oxygen uptake responsiveness to endurance exercise training in men. Physiol Genomics 2014; 47:13-23. [PMID: 25465030 DOI: 10.1152/physiolgenomics.00072.2014] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Peripheral blood cells are an accessible environment in which to visualize exercise-induced alterations in global gene expression patterns. We aimed to identify a peripheral blood mononuclear cell (PBMC) signature represented by alterations in gene expression, in response to a standardized endurance exercise training protocol. In addition, we searched for molecular classifiers of the variability in oxygen uptake (V̇o2). Healthy untrained policemen recruits (n = 13, 25 ± 3 yr) were selected. Peak V̇o2 (measured by cardiopulmonary exercise testing) and total RNA from PBMCs were obtained before and after 18 wk of running endurance training (3 times/wk, 60 min). Total RNA was used for whole genome expression analysis using Affymetrix GeneChip Human Gene 1.0 ST. Data were normalized by the robust multiarray average algorithm. Principal component analysis was used to perform correlations between baseline gene expression and V̇o2peak. A set of 211 transcripts was differentially expressed (ANOVA, P < 0.05 and fold change > 1.3). Functional enrichment analysis revealed that transcripts were mainly related to immune function, cell cycle processes, development, and growth. Baseline expression of 98 and 53 transcripts was associated with the absolute and relative V̇o2peak response, respectively, with a strong correlation (r > 0.75, P < 0.01), and this panel was able to classify the 13 individuals according to their potential to improve oxygen uptake. A subset of 10 transcripts represented these signatures to a similar extent. PBMCs reveal a transcriptional signature responsive to endurance training. Additionally, a baseline transcriptional signature was associated with changes in V̇o2peak. Results might illustrate the possibility of obtaining molecular classifiers of endurance capacity changes through a minimally invasive blood sampling procedure.
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Affiliation(s)
- Rodrigo Gonçalves Dias
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
| | - Michelle Sabrina Moreira Silva
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
| | - Nubia Esteban Duarte
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
| | - Wladimir Bolani
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
| | - Cleber Renê Alves
- School of Physical Education and Sport, University of São Paulo, São Paulo, Brazil
| | - José Ribeiro Lemos Junior
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and São Paulo State Police Department, São Paulo, Brazil
| | - Jeferson Luis da Silva
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
| | - Patrícia Alves de Oliveira
- Unit of Cardiac Rehabilitation and Exercise Physiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; School of Physical Education and Sport, University of São Paulo, São Paulo, Brazil
| | - Guilherme Barreto Alves
- Unit of Cardiac Rehabilitation and Exercise Physiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil
| | | | | | - Julia Daher Carneiro Marsiglia
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
| | - Carlos Eduardo Negrao
- Unit of Cardiac Rehabilitation and Exercise Physiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; School of Physical Education and Sport, University of São Paulo, São Paulo, Brazil
| | - Eduardo Moacyr Krieger
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
| | - José Eduardo Krieger
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
| | - Alexandre Costa Pereira
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor) University of São Paulo Medical School, São Paulo, Brazil; and
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Menke A, Arloth J, Gerber M, Rex-Haffner M, Uhr M, Holsboer F, Binder EB, Holsboer-Trachsler E, Beck J. Dexamethasone stimulated gene expression in peripheral blood indicates glucocorticoid-receptor hypersensitivity in job-related exhaustion. Psychoneuroendocrinology 2014; 44:35-46. [PMID: 24767618 DOI: 10.1016/j.psyneuen.2014.02.013] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2013] [Revised: 02/07/2014] [Accepted: 02/24/2014] [Indexed: 01/10/2023]
Abstract
Work-related stress can lead to various health problems ranging from job-related exhaustion to psychiatric and somatic diseases. Biomarkers of job-related exhaustion could help to improve our understanding of the biological mechanisms and might be useful to guide prevention and treatment strategies. The present study included 12 male cases suffering from job-related exhaustion and 12 matched healthy controls. Severity of exhaustion was assessed with the Maslach Burnout Inventory (MBI) and the Shirom-Melamed Burnout Measure (SMBM). Whole genome expression profiles derived from whole blood cells (baseline and following glucocorticoid-receptor (GR) stimulation with 1.5mg dexamethasone p.o.) and corresponding plasma cortisol levels were analyzed. All cases participated in regular aerobic exercise for 12 consecutive weeks and were then re-assessed at follow-up for exhaustion symptoms as well as for cortisol levels and gene expression profiles. At baseline, we found increased basal cortisol levels and an enhanced suppression of plasma cortisol concentrations following dexamethasone in cases suffering from job-related exhaustion. Gene expression analysis revealed that 1.6-fold more transcripts were significantly regulated by dexamethasone in cases as compared to controls. At follow-up after 12 weeks of regular exercise training which was accompanied by significantly improved exhaustion severity scores, cortisol levels and gene expression profiles of cases normalized to the levels observed in controls. In conclusion, we detected GR-induced neuroendocrine and gene expression changes in cases suffering from job-related exhaustion which are in line with an increased sensitivity of GR function. This GR dysregulation normalized with symptom recovery.
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Affiliation(s)
- Andreas Menke
- Max Planck Institute of Psychiatry, Kraepelinstr. 2-10, D-80804 Munich, Germany.
| | - Janine Arloth
- Max Planck Institute of Psychiatry, Kraepelinstr. 2-10, D-80804 Munich, Germany
| | - Markus Gerber
- Institute of Exercise and Health Sciences, University of Basel, Birsstrasse 320B, CH-4052 Basel, Switzerland
| | - Monika Rex-Haffner
- Max Planck Institute of Psychiatry, Kraepelinstr. 2-10, D-80804 Munich, Germany
| | - Manfred Uhr
- Max Planck Institute of Psychiatry, Kraepelinstr. 2-10, D-80804 Munich, Germany
| | - Florian Holsboer
- Max Planck Institute of Psychiatry, Kraepelinstr. 2-10, D-80804 Munich, Germany
| | - Elisabeth B Binder
- Max Planck Institute of Psychiatry, Kraepelinstr. 2-10, D-80804 Munich, Germany
| | | | - Johannes Beck
- Psychiatric University Hospital Basel, Wilhelm Klein-Str. 27, CH-4012 Basel, Switzerland.
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Mukherjee K, Edgett BA, Burrows HW, Castro C, Griffin JL, Schwertani AG, Gurd BJ, Funk CD. Whole blood transcriptomics and urinary metabolomics to define adaptive biochemical pathways of high-intensity exercise in 50-60 year old masters athletes. PLoS One 2014; 9:e92031. [PMID: 24643011 PMCID: PMC3958411 DOI: 10.1371/journal.pone.0092031] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2013] [Accepted: 02/18/2014] [Indexed: 01/18/2023] Open
Abstract
Exercise is beneficial for a variety of age-related disorders. However, the molecular mechanisms mediating the beneficial adaptations to exercise in older adults are not well understood. The aim of the current study was to utilize a dual approach to characterize the genetic and metabolic adaptive pathways altered by exercise in veteran athletes and age-matched untrained individuals. Two groups of 50–60 year old males: competitive cyclists (athletes, n = 9; VO2peak 59.1±5.2 ml·kg−1·min−1; peak aerobic power 383±39 W) and untrained, minimally active individuals (controls, n = 8; VO2peak 35.9±9.7 ml·kg−1·min−1; peak aerobic power 230±57 W) were examined. All participants completed an acute bout of submaximal endurance exercise, and blood and urine samples pre- and post-exercise were analyzed for gene expression and metabolic changes utilizing genome-wide DNA microarray analysis and NMR spectroscopy-based metabolomics, respectively. Our results indicate distinct differences in gene and metabolite expression involving energy metabolism, lipids, insulin signaling and cardiovascular function between the two groups. These findings may lead to new insights into beneficial signaling pathways of healthy aging and help identify surrogate markers for monitoring exercise and training load.
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Affiliation(s)
- Kamalika Mukherjee
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, Ontario, Canada
| | - Brittany A. Edgett
- School of Kinesiology and Health Studies, Queen's University, Kingston, Ontario, Canada
| | - Harrison W. Burrows
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, Ontario, Canada
| | - Cecilia Castro
- Department of Biochemistry and the Cambridge Systems Biology Centre, University of Cambridge, Cambridge, United Kingdom
| | - Julian L. Griffin
- Department of Biochemistry and the Cambridge Systems Biology Centre, University of Cambridge, Cambridge, United Kingdom
| | | | - Brendon J. Gurd
- School of Kinesiology and Health Studies, Queen's University, Kingston, Ontario, Canada
| | - Colin D. Funk
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, Ontario, Canada
- * E-mail:
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De Moor MHM, Liu YJ, Boomsma DI, Li J, Hamilton JJ, Hottenga JJ, Levy S, Liu XG, Pei YF, Posthuma D, Recker RR, Sullivan PF, Wang L, Willemsen G, Yan H, De Geus EJC, Deng HW. Genome-wide association study of exercise behavior in Dutch and American adults. Med Sci Sports Exerc 2011; 41:1887-95. [PMID: 19727025 DOI: 10.1249/mss.0b013e3181a2f646] [Citation(s) in RCA: 82] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
INTRODUCTION The objective of this study was to identify genetic variants that are associated with adult leisure time exercise behavior using genome-wide association (GWA) in two independent samples. METHODS Exercise behavior was measured in 1644 unrelated Dutch and 978 unrelated American adults of European ancestry with detailed questions about type, frequency, and duration of exercise. Individuals were classified into regular exercisers or nonexercisers using a threshold of 4 MET·h (metabolic equivalents-hours per week). GWA analyses of ∼1.6 million observed and imputed Single Nucleotide Polymorphism (SNP) were conducted in both samples independently using logistic regression in SNPTEST, including sex, age, and body mass index as covariates. A meta-analysis of the results was performed using the weighted inverse variance method in METAL. RESULTS Thirty-seven novel SNPs in the PAPSS2 gene and in two intergenic regions on chromosomes 2q33.1 and 18p11.32 were associated with exercise participation (pooled P values <1.0 × 10(-5)). Previously reported associations (ACE, CASR, CYP19A1, DRD2, LEPR, and MC4R genes) or linkage findings (2p22.3, 4q28, 4q31.21 7p13, 9q31, 11p15, 13q22, 15q13, 18q12.2, 18q21.1, 19p13.3, and 20q12) were not replicated, although suggestive evidence was found for association to rs12405556 in the LEPR gene (pooled P value 9.7 × 10(-4); American sample, P value 9.8 × 10(-5)) and for association to rs8036270 in the GABRG3 gene (pooled P value 4.6 × 10(-5)) in the linkage region 15q12-13. CONCLUSIONS The heritability of leisure time exercise behavior is likely to be accounted for by many genetic variants with small effect size. These can be detected by GWA as was shown here for the PAPSS2 gene, but larger samples with genome-wide genotypes and high-quality exercise data are needed for further progress.
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Affiliation(s)
- Marleen H M De Moor
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands.
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Neuberger EWI, Moser DA, Simon P. Principle considerations for the use of transcriptomics in doping research. Drug Test Anal 2011; 3:668-75. [DOI: 10.1002/dta.331] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Elmo W. I. Neuberger
- Department of Sports Medicine, Rehabilitation and Disease Prevention; Johannes Gutenberg-University; Mainz; Germany
| | - Dirk A. Moser
- Department of Sports Medicine, Rehabilitation and Disease Prevention; Johannes Gutenberg-University; Mainz; Germany
| | - Perikles Simon
- Department of Sports Medicine, Rehabilitation and Disease Prevention; Johannes Gutenberg-University; Mainz; Germany
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Chaussabel D, Pascual V, Banchereau J. Assessing the human immune system through blood transcriptomics. BMC Biol 2010; 8:84. [PMID: 20619006 PMCID: PMC2895587 DOI: 10.1186/1741-7007-8-84] [Citation(s) in RCA: 181] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2010] [Accepted: 06/15/2010] [Indexed: 02/07/2023] Open
Abstract
Blood is the pipeline of the immune system. Assessing changes in transcript abundance in blood on a genome-wide scale affords a comprehensive view of the status of the immune system in health and disease. This review summarizes the work that has used this approach to identify therapeutic targets and biomarker signatures in the field of autoimmunity and infectious disease. Recent technological and methodological advances that will carry the blood transcriptome research field forward are also discussed.
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Affiliation(s)
- Damien Chaussabel
- Baylor Institute for Immunology Research and Baylor Research Institute, 3434 Live Oak, Dallas, TX 75204, USA
| | - Virginia Pascual
- Baylor Institute for Immunology Research and Baylor Research Institute, 3434 Live Oak, Dallas, TX 75204, USA
| | - Jacques Banchereau
- Baylor Institute for Immunology Research and Baylor Research Institute, 3434 Live Oak, Dallas, TX 75204, USA
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Nakamura S, Kobayashi M, Sugino T, Kajimoto O, Matoba R, Matsubara K. Effect of exercise on gene expression profile in unfractionated peripheral blood leukocytes. Biochem Biophys Res Commun 2009; 391:846-51. [PMID: 19945435 DOI: 10.1016/j.bbrc.2009.11.150] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2009] [Accepted: 11/21/2009] [Indexed: 12/20/2022]
Abstract
A 4-h bout of exercise induces immunomodulatory effects. Peripheral blood was withdrawn before, and at 4, 8 and 24h after the start of exercise. RNA from the unfractionated white blood cells was analyzed using Agilent human 44K microarray. The expression profiles were sorted into seven clusters based on their unique time-dependent kinetics. In a separate experiment, cell-specific markers were collected and compared among the members in each cluster. Two clusters were assigned as representing neutrophils, one as NK cells, and another mostly as T cells. Three clusters seemed to be mixtures of several cell types. Extension of this approach to other systems is discussed.
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Affiliation(s)
- Seiji Nakamura
- DNA Chip Research Inc, Suehirocho, Tsurumi-ku, Yokohama 230-0045, Japan.
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