Effect of energy restriction and physical exercise intervention on phenotypic flexibility as examined by transcriptomics analyses of mRNA from adipose tissue and whole body magnetic resonance imaging

Sindre Lee, Frode Norheim, Torgrim M Langleite, Hans J Noreng, Trygve H Storås, Lydia A Afman, Gary Frost, Jimmy D Bell, E Louise Thomas, Kristoffer J Kolnes, Daniel S Tangen, Hans K Stadheim, Gregor D Gilfillan, Hanne L Gulseth, Kåre I Birkeland, Jørgen Jensen, Christian A Drevon, Torgeir Holen, NutriTech Consortium, Sindre Lee, Frode Norheim, Torgrim M Langleite, Hans J Noreng, Trygve H Storås, Lydia A Afman, Gary Frost, Jimmy D Bell, E Louise Thomas, Kristoffer J Kolnes, Daniel S Tangen, Hans K Stadheim, Gregor D Gilfillan, Hanne L Gulseth, Kåre I Birkeland, Jørgen Jensen, Christian A Drevon, Torgeir Holen, NutriTech Consortium

Abstract

Overweight and obesity lead to changes in adipose tissue such as inflammation and reduced insulin sensitivity. The aim of this study was to assess how altered energy balance by reduced food intake or enhanced physical activity affect these processes. We studied sedentary subjects with overweight/obesity in two intervention studies, each lasting 12 weeks affecting energy balance either by energy restriction (~20% reduced intake of energy from food) in one group, or by enhanced energy expenditure due to physical exercise (combined endurance- and strength-training) in the other group. We monitored mRNA expression by microarray and mRNA sequencing from adipose tissue biopsies. We also measured several plasma parameters as well as fat distribution with magnetic resonance imaging and spectroscopy. Comparison of microarray and mRNA sequencing showed strong correlations, which were also confirmed using RT-PCR In the energy restricted subjects (body weight reduced by 5% during a 12 weeks intervention), there were clear signs of enhanced lipolysis as monitored by mRNA in adipose tissue as well as plasma concentration of free-fatty acids. This increase was strongly related to increased expression of markers for M1-like macrophages in adipose tissue. In the exercising subjects (glucose infusion rate increased by 29% during a 12-week intervention), there was a marked reduction in the expression of markers of M2-like macrophages and T cells, suggesting that physical exercise was especially important for reducing inflammation in adipose tissue with insignificant reduction in total body weight. Our data indicate that energy restriction and physical exercise affect energy-related pathways as well as inflammatory processes in different ways, probably related to macrophages in adipose tissue.

Trial registration: ClinicalTrials.gov NCT01803568 NCT01684917.

Keywords: Adipose tissue; energy restriction; exercise; immunometabolism; macrophages; obesity.

© 2016 The Authors. Physiological Reports published by Wiley Periodicals, Inc. on behalf of the American Physiological Society and The Physiological Society.

Figures

Figure 1
Figure 1
Correlations between mRNA sequencing, microarray and RT‐PCR. (A) Correlation between the change in expression of 13 genes (see “Methods”) analyzed by RT‐PCR and microarray. (B) Correlation between the change in expression of 13 genes analyzed by RT‐PCR and mRNA sequencing. (C) Correlation between the change in expression of 13 genes analyzed by microarray and mRNA sequencing. (D) Correlation between the change in expression of 37 immune cell markers (see Table 2) analyzed by microarray and mRNA sequencing. The change (post baseline) was calculated from the average expression from five subjects from the exercise intervention. Spearman's rho correlations were performed.
Figure 2
Figure 2
Markers of immune cell subtypes. Expression of the 37 markers of cell subtypes (see “Table 2”) in human adipose tissue. (A) The median expression of 18 markers of adipose tissue macrophages compared across the median of macrophage‐like cells (n = 12), other immune cells (n = 22), lean adipocytes (n = 20) and obese adipocytes (n = 19). (B) The median expression of 16 markers of M1‐like and M2‐like macrophages compared across the median of activated macrophage‐like cell (n = 6), inactivated macrophage‐like cells (n = 6), other immune cells (n = 22), lean adipocytes (n = 20), and obese adipocytes (n = 19). (C) The median expression of six markers of T cells compared across the median of T cells (n = 10), other immune cells (n = 26), lean adipocytes (n = 20), and obese adipocytes (n = 19). The full expression panel for every marker in every cell type is available in Figure 3. Data are medians + interquartile range.
Figure 3
Figure 3
Expression of mRNA markers of macrophages, M1‐ and M2‐like macrophages and T cells in human adipose tissue. (A) Expression of the 18 markers of macrophages in macrophage‐like cells compared to the expression in other immune cells and adipocytes. (B) Expression of the 11 markers of M1/M2‐like macrophages in stimulated macrophage‐like cells compared to the expression in unstimulated macrophage‐like cells, other immune cells and adipocytes. (C) Expression of six markers of T cells in T cells compared to expression in other immune cells and adipocytes.
Figure 4
Figure 4
The change in expression of immune cell markers in response to exercise and diet. (A) The average expression of markers for adipose tissue macrophage, M2‐like macrophages and T cells were reduced after exercise. (B) The average expression of markers for adipose tissue M1‐like macrophages was increased after energy restriction. (C) No alteration in expression of immune cell markers was observed in lean control subjects after exercise. (D) No alteration in expression of immune cell markers was observed in control subjects. Data represent means ± SEM. *P < 0.05, **P < 0.01, and ***P < 0.001 baseline versus 12 weeks. RPKM = Reads Per Kilobase of transcript per Million mapped reads; ni = normalized intensities.
Figure 5
Figure 5
Opposite regulation of adipose tissue macrophages after exercise versus energy restriction. (A) Reduced expression (log2[fold‐change] < 0) of 12 of 18 markers of adipose tissue macrophages was observed after exercise. (B) Increased expression (log2[fold‐change] > 0) of seven of 18 markers of adipose tissue macrophages was observed after energy restriction. Data represent means ± SEM. *P < 0.05, **P < 0.01, and ***P < 0.001.
Figure 6
Figure 6
Expression of macrophage markers in control subjects. (A) No consistent change in expression of 18 markers of macrophages was observed after exercise in lean control subjects. (B) No change in expression of 18 markers of macrophages was observed in control subjects. (C) No consistent change in expression of 11 markers of M1‐ and M2‐like macrophages was observed after exercise in lean control subjects. (B) No change in expression of 11 markers of M1‐ and M2‐like macrophages was observed in control subjects. Data represent means ± SEM. *P < 0.05, **P < 0.01 and ***P < 0.001.
Figure 7
Figure 7
Exercise and diet influence adipose tissue macrophage subtypes differently. (A) Reduced expression (log2[fold‐change] < 0) of 4 out of 6 markers of adipose tissue M2‐like macrophages was observed after exercise. (B) Increased expression (log2[fold‐change] > 0) of five of 10 markers of adipose tissue M1‐like macrophages was observed after energy restriction. Data represent means ± SEM. *P < 0.05, **P < 0.01 and ***P < 0.001.
Figure 8
Figure 8
mRNA expression of markers of “metabolically activated” macrophages. No consistent change in two markers of “metabolically activated” macrophages were observed in neither the exercise nor in the diet intervention. Data represent means ± SEM. *P < 0.05.
Figure 9
Figure 9
Macrophage markers correlate with BMI and FFA in both the exercise and diet groups. (A) BMI correlated with adipose tissue macrophage expression at baseline in the exercise group. (B) BMI correlated with adipose tissue macrophage expression at baseline in the diet group. (C) The change in gene expression (12 weeks minus baseline) of adipose tissue macrophages correlated with the change in plasma FFA concentrations in the exercise group. (D) The change in gene expression of adipose tissue macrophages correlated with the change in plasma FFA concentrations in the diet group. RPKM = Reads Per Kilobase of transcript per Million mapped reads, ni = normalized intensities.

References

    1. Ahlin, S. , Sjoholm K., Jacobson P., Andersson‐ Assarsson J. C., Walley A., Tordjman J., et al. 2013. Macrophage gene expression in adipose tissue is associated with insulin sensitivity and serum lipid levels independent of obesity. Obesity (Silver Spring, Md.) 21:E571–E576.
    1. Bergmann, K. , and Sypniewska G.. 2013. Diabetes as a complication of adipose tissue dysfunction. Is there a role for potential new biomarkers? Clin. Chem. Lab. Med. 51:177–185.
    1. Bouloumie, A. , Casteilla L., and Lafontan M.. 2008. Adipose tissue lymphocytes and macrophages in obesity and insulin resistance: makers or markers, and which comes first? Arterioscler. Thromb. Vasc. Biol. 28:1211–1213.
    1. Cancello, R. , Henegar C., Viguerie N., Taleb S., Poitou C., Rouault C., et al. 2005. Reduction of macrophage infiltration and chemoattractant gene expression changes in white adipose tissue of morbidly obese subjects after surgery‐induced weight loss. Diabetes 54:2277–2286.
    1. Capel, F. , Klimcakova E., Viguerie N., Roussel B., Vitkova M., Kovacikova M., et al. 2009. Macrophages and adipocytes in human obesity: adipose tissue gene expression and insulin sensitivity during calorie restriction and weight stabilization. Diabetes 58:1558–1567.
    1. Carvalho, B. S. , and Irizarry R. A.. 2010. A framework for oligonucleotide microarray preprocessing. Bioinformatics 26:2363–2367.
    1. Chai, J. , Liu P., Jin E., Su T., Zhang J., Shi K., et al. 2016. MRI chemical shift imaging of the fat content of the pancreas and liver of patients with type 2 diabetes mellitus. Exp. Ther. Med. 11:476–480.
    1. Clement, K. , Viguerie N., Poitou C., Carette C., Pelloux V., Curat C. A., et al. 2004. Weight loss regulates inflammation‐related genes in white adipose tissue of obese subjects. FASEB J. 18:1657–1669.
    1. Duncan, R. E. , Ahmadian M., Jaworski K., Sarkadi‐Nagy E., and Sul H. S.. 2007. Regulation of lipolysis in adipocytes. Annu. Rev. Nutr. 27:79–101.
    1. Eguchi, A. , and Feldstein A. E.. 2014. Adipocyte cell death, fatty liver disease and associated metabolic disorders. Dig. Dis. 32:579–585.
    1. Flegal, K. M. , Kit B. K., Orpana H., and Graubard B. I.. 2013. Association of all‐cause mortality with overweight and obesity using standard body mass index categories: a systematic review and meta‐analysis. JAMA 309:71–82.
    1. Frayn, K. N. , Coppack S. W., and Potts J. L.. 1992. Effect of diet on human adipose tissue metabolism. Proc. Nutr. Soc. 51:409–418.
    1. Gleeson, M. , Bishop N. C., Stensel D. J., Lindley M. R., Mastana S. S., and Nimmo M. A.. 2011. The anti‐inflammatory effects of exercise: mechanisms and implications for the prevention and treatment of disease. Nat. Rev. Immunol. 11:607–615.
    1. Heymsfield, S. B. , Gonzalez M. C., Shen W., Redman L., and Thomas D.. 2014. Weight loss composition is one‐fourth fat‐free mass: a critical review and critique of this widely cited rule. Obes. Rev. 15:310–321.
    1. Hill, A. A. , Reid Bolus W., and Hasty A. H.. 2014. A decade of progress in adipose tissue macrophage biology. Immunol. Rev. 262:134–152.
    1. Hjorth, M. , Norheim F., Meen A. J., Pourteymour S., Lee S., Holen T., et al. 2015. The effect of acute and long‐term physical activity on extracellular matrix and serglycin in human skeletal muscle. Physiol. Rep. 3. PubMed PMID: 26290530. Pubmed Central PMCID: PMC4562559. Epub 2015/08/21. eng.
    1. Hjorth, M. , Pourteymour S., Gorgens S. W., Langleite T. M., Lee S., Holen T., et al. 2016. Myostatin in relation to physical activity and dysglycaemia and its effect on energy metabolism in human skeletal muscle cells. Acta Physiol. (Oxf) 217:45–60.
    1. Kantartzis, K. , Rittig K., Balletshofer B., Machann J., Schick F., Porubska K., et al. 2006. The relationships of plasma adiponectin with a favorable lipid profile, decreased inflammation, and less ectopic fat accumulation depend on adiposity. Clin. Chem. 52:1934–1942.
    1. Katz, A. , Nambi S. S., Mather K., Baron A. D., Follmann D. A., Sullivan G., et al. 2000. Quantitative insulin sensitivity check index: a simple, accurate method for assessing insulin sensitivity in humans. J. Clin. Endocrinol. Metab. 85:2402–2410.
    1. Kawanishi, N. , Yano H., Yokogawa Y., and Suzuki K.. 2010. Exercise training inhibits inflammation in adipose tissue via both suppression of macrophage infiltration and acceleration of phenotypic switching from M1 to M2 macrophages in high‐fat‐diet‐induced obese mice. Exerc. Immunol. Rev. 16:105–118.
    1. Kawanishi, N. , Niihara H., Mizokami T., Yada K., and Suzuki K.. 2015. Exercise training attenuates neutrophil infiltration and elastase expression in adipose tissue of high‐fat‐diet‐induced obese mice. Physiol. Rep. PubMed PMID: 26341995. Epub 2015/09/06. eng.
    1. Kelly, T. , Yang W., Chen C. S., Reynolds K., and He J.. 2008. Global burden of obesity in 2005 and projections to 2030. Int. J. Obes. (Lond.) 32:1431–1437.
    1. Kosteli, A. , Sugaru E., Haemmerle G., Martin J. F., Lei J., Zechner R., et al. 2010. Weight loss and lipolysis promote a dynamic immune response in murine adipose tissue. J. Clin. Investig. 120:3466–3479.
    1. Kratz, M. , Coats B. R., Hisert K. B., Hagman D., Mutskov V., Peris E., et al. 2014. Metabolic dysfunction drives a mechanistically distinct proinflammatory phenotype in adipose tissue macrophages. Cell Metab. 20:614–625.
    1. Kuk, J. L. , Katzmarzyk P. T., Nichaman M. Z., Church T. S., Blair S. N., and Ross R.. 2006. Visceral fat is an independent predictor of all‐cause mortality in men. Obesity (Silver Spring) 14:336–341.
    1. Lancaster, G. I. , and Febbraio M. A.. 2014. The immunomodulating role of exercise in metabolic disease. Trends Immunol.. PubMed PMID: 24680647. Epub 2014/04/01. Eng.
    1. Langleite, T. M. , Jensen J., Norheim F., Gulseth H. L., Tangen D. S., Kolnes K. J., et al. 2016. Insulin sensitivity, body composition and adipose depots following 12 w combined endurance and strength training in dysglycemic and normoglycemic sedentary men. Arch. Physiol. Biochem. 31:1–13.
    1. Lee, Y. H. , Nair S., Rousseau E., Allison D. B., Page G. P., Tataranni P. A., et al. 2005. Microarray profiling of isolated abdominal subcutaneous adipocytes from obese vs non‐obese Pima Indians: increased expression of inflammation‐related genes. Diabetologia 48:1776–1783.
    1. Li, Y. , Lee S., Langleite T., Norheim F., Pourteymour S., Jensen J., et al. 2014. Subsarcolemmal lipid droplet responses to a combined endurance and strength exercise intervention. Physiol. Rep. 2. PubMed PMID: 25413318. Pubmed Central PMCID: PMC4255802. Epub 2014/11/22. eng.
    1. Lumeng, C. N. , Bodzin J. L., and Saltiel A. R.. 2007. Obesity induces a phenotypic switch in adipose tissue macrophage polarization. J. Clin. Investig. 117:175–184.
    1. Luo, W. , Friedman M. S., Shedden K., Hankenson K. D., and Woolf P. J.. 2009. GAGE: generally applicable gene set enrichment for pathway analysis. BMC Bioinformatics 10:161.
    1. Magkos, F. , Fraterrigo G., Yoshino J., Luecking C., Kirbach K., Kelly S. C., et al. 2016. Effects of moderate and subsequent progressive weight loss on metabolic function and adipose tissue biology in humans with obesity. Cell Metab. 23:591–601.
    1. Mifflin, M. D. , St Jeor S. T., Hill L. A., Scott B. J., Daugherty S. A., and Koh Y. O.. 1990. A new predictive equation for resting energy expenditure in healthy individuals. Am. J. Clin. Nutr. 51:241–247.
    1. Moreno‐Navarrete, J. M. , Ortega F., Gomez‐Serrano M., Garcia‐Santos E., Ricart W., Tinahones F., et al. 2013. The MRC1/CD68 ratio is positively associated with adipose tissue lipogenesis and with muscle mitochondrial gene expression in humans. PLoS ONE 8:e70810.
    1. Ng, M. , Fleming T., Robinson M., Thomson B., Graetz N., Margono C., et al. 2014. Global, regional, and national prevalence of overweight and obesity in children and adults during 1980–2013: a systematic analysis for the Global Burden of Disease Study 2013. Lancet 384:766–781.
    1. Norheim, F. , Langleite T. M., Hjorth M., Holen T., Kielland A., Stadheim H. K., et al. 2014a. The effects of acute and chronic exercise on PGC‐1alpha, irisin and browning of subcutaneous adipose tissue in humans. FEBS J. 281:739–749.
    1. Norheim, F. , Hjorth M., Langleite T. M., Lee S., Holen T., Bindesboll C., et al. 2014b. Regulation of angiopoietin‐like protein 4 production during and after exercise. Physiol. Rep. 2. PubMed PMID: 25138789. Pubmed Central PMCID: PMC4246580. Epub 2014/08/21. eng.
    1. Oliveros, H. , and Villamor E.. 2008. Obesity and mortality in critically ill adults: a systematic review and meta‐analysis. Obesity (Silver Spring) 16:515–521.
    1. Paschos, P. , and Paletas K.. 2009. Non alcoholic fatty liver disease and metabolic syndrome. Hippokratia 13:9–19.
    1. Pi‐Sunyer, F. X. 1999. Comorbidities of overweight and obesity: current evidence and research issues. Med. Sci. Sports Exerc. 31:S602–S608.
    1. Pontiroli, A. E. , and Morabito A.. 2011. Long‐term prevention of mortality in morbid obesity through bariatric surgery. A systematic review and meta‐analysis of trials performed with gastric banding and gastric bypass. Ann. Surg. 253:484–487.
    1. Pourteymour, S. , Lee S., Langleite T. M., Eckardt K., Hjorth M., Bindesboll C., et al. 2015. Perilipin 4 in human skeletal muscle: localization and effect of physical activity. Physiol. Rep. 3. PubMed PMID: 26265748. Pubmed Central PMCID: PMC4562567. Epub 2015/08/13. eng.
    1. Prieur, X. , Mok C. Y., Velagapudi V. R., Nunez V., Fuentes L., Montaner D., et al. 2011. Differential lipid partitioning between adipocytes and tissue macrophages modulates macrophage lipotoxicity and M2/M1 polarization in obese mice. Diabetes 60:797–809.
    1. Reilly, J. J. , and Kelly J.. 2011. Long‐term impact of overweight and obesity in childhood and adolescence on morbidity and premature mortality in adulthood: systematic review. Int. J. Obes. (Lond.) 35:891–898.
    1. Rodriguez, C. , Patel A. V., Calle E. E., Jacobs E. J., Chao A., and Thun M. J.. 2001. Body mass index, height, and prostate cancer mortality in two large cohorts of adult men in the United States. Cancer Epidemiol. Biomark. Prev. 10:345–353.
    1. Samaan, M. C. , Marcinko K., Sikkema S., Fullerton M. D., Ziafazeli T., Khan M. I., et al. 2014. Endurance interval training in obese mice reduces muscle inflammation and macrophage content independently of weight loss. Physiol. Rep. PubMed PMID: 24843075. Pubmed Central PMCID: PMC4098740. Epub 2014/05/21. eng.
    1. Sattar, N. , and Gill J. M.. 2014. Type 2 diabetes as a disease of ectopic fat? BMC Med. 12:1–6.
    1. Schaffler, A. , and Scholmerich J.. 2010. Innate immunity and adipose tissue biology. Trends Immunol. 31:228–235.
    1. Schenk, S. , Harber M. P., Shrivastava C. R., Burant C. F., and Horowitz J. F.. 2009. Improved insulin sensitivity after weight loss and exercise training is mediated by a reduction in plasma fatty acid mobilization, not enhanced oxidative capacity. J. Physiol. 587(Pt 20):4949–4961.
    1. Seijkens, T. , Kusters P., Chatzigeorgiou A., Chavakis T., and Lutgens E.. 2014. Immune cell crosstalk in obesity: a key role for costimulation? Diabetes 63:3982–3991.
    1. Sell, H. , and Eckel J.. 2010. Adipose tissue inflammation: novel insight into the role of macrophages and lymphocytes. Curr. Opin. Clin. Nutr. Metab. Care 13:366–370.
    1. Shimabukuro, M. , Higa M., Zhou Y. T., Wang M. Y., Newgard C. B., and Unger R. H.. 1998. Lipoapoptosis in beta‐cells of obese prediabetic fa/fa rats. Role of serine palmitoyltransferase overexpression. J. Biol. Chem. 273:32487–32490.
    1. Spencer, M. , Yao‐Borengasser A., Unal R., Rasouli N., Gurley C. M., Zhu B., et al. 2010. Adipose tissue macrophages in insulin‐resistant subjects are associated with collagen VI and fibrosis and demonstrate alternative activation. Am. J. Physiol. Endocrinol. Metab. 299:E1016–E1027.
    1. Stanford, K. I. , Middelbeek R. J., Townsend K. L., Lee M. Y., Takahashi H., So K., et al. 2015. A novel role for subcutaneous adipose tissue in exercise‐induced improvements in glucose homeostasis. Diabetes 64:2002–2014.
    1. Swift, D. L. , Johannsen N. M., Lavie C. J., Earnest C. P., and Church T. S.. 2014. The role of exercise and physical activity in weight loss and maintenance. Prog. Cardiovasc. Dis. 56:441–447.
    1. Tam, C. S. , and Redman L. M.. 2013. Adipose tissue inflammation and metabolic dysfunction: a clinical perspective. Horm. Mol. Biol. Clin. Investig. 15:19–24.
    1. Thomas, E. L. , Saeed N., Hajnal J. V., Brynes A., Goldstone A. P., Frost G., et al. 1998. Magnetic resonance imaging of total body fat. J. Appl. Physiol. (1985) 85:1778–1785.
    1. Thomas, E. L. , Hamilton G., Patel N., O'Dwyer R., Dore C. J., Goldin R. D., et al. 2005. Hepatic triglyceride content and its relation to body adiposity: a magnetic resonance imaging and proton magnetic resonance spectroscopy study. Gut 54:122–127.
    1. Travers, R. L. , Motta A. C., Betts J. A., Bouloumie A., and Thompson D.. 2015. The impact of adiposity on adipose tissue‐resident lymphocyte activation in humans. Int. J. Obes. (Lond.) 39:762–769.
    1. Venkatasamy, V. V. , Pericherla S., Manthuruthil S., Mishra S., and Hanno R.. 2013. Effect of physical activity on insulin resistance, inflammation and oxidative stress in diabetes mellitus. J. Clin. Diagn. Res. 7:1764–1766.
    1. Vieira, V. J. , Valentine R. J., Wilund K. R., Antao N., Baynard T., and Woods J. A.. 2009a. Effects of exercise and low‐fat diet on adipose tissue inflammation and metabolic complications in obese mice. Am. J. Physiol. Endocrinol. Metab. 296:E1164–E1171.
    1. Vieira, V. J. , Valentine R. J., Wilund K. R., and Woods J. A.. 2009b. Effects of diet and exercise on metabolic disturbances in high‐fat diet‐fed mice. Cytokine 46:339–345.
    1. Whitlock, G. , Lewington S., Sherliker P., Clarke R., Emberson J., Halsey J., et al. 2009. Body‐mass index and cause‐specific mortality in 900 000 adults: collaborative analyses of 57 prospective studies. Lancet 373:1083–1096.
    1. Wysocki, J. , Skoczynski S., Strozik A., Hochul B., and Zygula M.. 2005. [Metabolic or immunometabolic syndrome?]. Wiad. Lek. 58:124–127.
    1. Yki‐Jarvinen, H. , and Westerbacka J.. 2000. Vascular actions of insulin in obesity. Int. J. Obes. Relat. Metab. Disord. 24(Suppl. 2):S25–S28.

Source: PubMed

3
Subscribe