Acessibilidade / Reportar erro

Nutritional genomics, inflammation and obesity

ABSTRACT

The Human Genome Project has significantly broadened our understanding of the molecular aspects regulating the homeostasis and the pathophysiology of different clinical conditions. Consequently, the field of nutrition has been strongly influenced by such improvements in knowledge – especially for determining how nutrients act at the molecular level in different conditions, such as obesity, type 2 diabetes, cardiovascular disease, and cancer. In this manner, characterizing how the genome influences the diet and vice-versa provides insights about the molecular mechanisms involved in chronic inflammation-related diseases. Therefore, the present review aims to discuss the potential application of Nutritional Genomics to modulate obesity-related inflammatory responses. Arch Endocrinol Metab. 2020;64(3):205-22

Genetic polymorphism; Mediterranean diet; monounsaturated fatty acids; omega-3 fatty acids

NUTRITIONAL GENOMICS

The Human Genome Project (HGP), formally launched in 1990 and finished in 2003, triggered a relevant foundation for research in the health field. However, translating whole genome sequencing into therapies that will benefit an individual will require strategies to handle large amounts of biological and medical data and the ability to identify significant and clinically meaningful results. It should be noted that nutrition science was strongly influenced by HGP, through the consolidation of Nutritional Genomics ( 11. Camp KM , Trujillo E . Position of the Academy of Nutrition and Dietetics: nutritional genomics . J Acad Nutr Diet . 2014 ; 114 ( 2 ): 299 - 312 .

2. Ordovas JM , Ferguson LR , Tai ES , Mathers JC . Personalised nutrition and health . BMJ . 2018 ; 361 : bmj-k2173 .
- 33. Cominetti C , Horst MA , Rogero MM . Brazilian Society for Food and Nutrition position statement: nutrigenetic tests . Nutrire . 2017 ; 42 ( 1 ): 10 . ).

Nutritional Genomics is a field of nutrition science that encompasses areas such as Nutrigenomics, Nutrigenetics, and Nutritional Epigenomics. These subjects address the interactions between the environment, nutrients, bioactive compounds in foods, and genes, as well as how these interactions influence phenotype, including disease-development risks ( 11. Camp KM , Trujillo E . Position of the Academy of Nutrition and Dietetics: nutritional genomics . J Acad Nutr Diet . 2014 ; 114 ( 2 ): 299 - 312 . ).

Nutrigenomics studies aim at verifying how gene expression is regulated by nutrients and food components, since specific nutrients and food components may increase or decrease the expression of a given gene. In this manner, interactions between such nutrients and genes may occur either through direct or indirect means. Regulation through indirect means occurs by the ability of nutrients and bioactive compounds to activate intracellular signaling pathways. Intracellular signaling activation, in turn, promotes the translocation of specific transcription factors from the cytoplasm to the cell nucleus. Several transcription factors bind to the promoter region of specific genes to induce gene transcription ( 22. Ordovas JM , Ferguson LR , Tai ES , Mathers JC . Personalised nutrition and health . BMJ . 2018 ; 361 : bmj-k2173 . ). On the other hand, regulation through direct means involves the direct interaction between nuclear receptors (or transcription factors) and nutrients or bioactive compounds, whose fact promotes changes in gene expression ( 33. Cominetti C , Horst MA , Rogero MM . Brazilian Society for Food and Nutrition position statement: nutrigenetic tests . Nutrire . 2017 ; 42 ( 1 ): 10 .

4. Ferguson LR , De Caterina R , Görman U , Allayee H , Kohlmeier M , Prasad C , et al . Guide and position of the international society of nutrigenetics/nutrigenomics on personalised nutrition: part 1-fields of precision nutrition . J Nutrigenet Nutrigenomics . 2016 ; 9 ( 1 ): 12 - 27 .
- 55. Ramos-Lopez O , Milagro FI , Allayee H , Chmurzynska A , Choi MS , Curi R , et al . Guide for current nutrigenetic, nutrigenomic, and nutriepigenetic approaches for precision nutrition involving the prevention and management of chronic diseases associated with obesity . J Nutrigenet Nutrigenomics . 2017 ; 10 ( 1-2 ): 43 - 62 . ).

Genetic variability, i.e. , the differences in the sequence of nucleotides, influences how individuals interact with environmental factors. Therefore, Nutrigenetics assesses the influence of individual genetic variability to that of diet and the resultant risk of developing nutrition-related diseases. Nutrigenetics encompasses studies on variations observed in DNA, such as single nucleotide polymorphisms (SNP), copy number variation (CNV), and insertions and deletions (INDELs) ( 11. Camp KM , Trujillo E . Position of the Academy of Nutrition and Dietetics: nutritional genomics . J Acad Nutr Diet . 2014 ; 114 ( 2 ): 299 - 312 . , 22. Ordovas JM , Ferguson LR , Tai ES , Mathers JC . Personalised nutrition and health . BMJ . 2018 ; 361 : bmj-k2173 . , 66. Ma Y , Ordovas JM . The integration of epigenetics and genetics in nutrition research for CVD risk factors . Proc Nutr Soc . 2017 ; 76 ( 3 ): 333 - 46 . ). In addition, Nutritional Epigenomics is the third subarea within Nutritional Genomics. This area deals with assessing the influence of diet on epigenetic mechanisms that regulate gene activity and expression. Epigenetics encompasses DNA methylation, histone modifications (histone methylation, acetylation, and phosphorylation), and noncoding RNA activity (mainly microRNAs).

NUTRIGENOMICS, INFLAMMATION, AND OBESITY

Obesity is related to chronic low-grade inflammation. Macrophages and T cells infiltrate the adipose tissue stimulating the release of inflammatory molecules, such as tumor necrosis factor-α (TNF-α), plasminogen activator inhibitor-1 (PAI-1), interleukins (IL-6, IL-1β, IL-8) and inflammatory modulators, such as leptin, resistin, and adiponectin ( 77. Corrêa TAF , Rogero MM . Polyphenols regulating microRNAs and inflammation biomarkers in obesity . Nutrition . 2019 ; 59 : 150 - 7 . ). Chronic inflammation disrupts a whole range of metabolic pathways – these being insulin signaling, glucose homeostasis, and lipid metabolism.

Dietary intake and nutritional status are relevant environmental factors that can modulate metabolic inflammation. Western diets rich in saturated fatty acids (SFA), sugar, and refined grains are linked to cardiovascular diseases, type 2 diabetes (T2D), obesity, and other metabolic disorders. Moreover, Western diets may increase postprandial expression of proinflammatory cytokines and the nuclear factor kappa B (NF-kB) activation in human peripheral blood mononuclear cells (PBMC) ( 88. Bloomfield HE , Koeller E , Greer N , MacDonald R , Kane R , Wilt TJ . Effects on health outcomes of a Mediterranean diet with no restriction on fat intake: a systematic review and meta-analysis . Ann Intern Med . 2016 ; 165 ( 7 ): 491 - 500 . , 99. Camargo A , Delgado-Lista J , Garcia-Rios A , Cruz-Teno C , Yubero-Serrano EM , Perez-Martinez P , et al . Expression of proinflammatory, proatherogenic genes is reduced by the Mediterranean diet in elderly people . Br J Nutr . 2012 ; 108 ( 3 ): 500 - 8 . ). NF-kB can regulate the expression of adhesion molecules in response to inflammatory stimuli such as E- and P-selectins, intercellular adhesion molecule-1 (ICAM-1), and vascular cell adhesion molecule-1 (VCAM-1). NF-kB also induces the expression of proinflammatory cytokines, including IL-6 and TNF-α ( 1010. Perez-Martinez P , Garcia-Rios A , Delgado-Lista J , Perez-Jimenez F , Lopez-Miranda J . Mediterranean diet rich in olive oil and obesity, metabolic syndrome and diabetes mellitus . Curr Pharm Des . 2011 ; 17 ( 8 ): 769 - 77 . ).

Conversely, the Mediterranean diet (MedDiet) is rich in monounsaturated fatty acids (MUFA) and polyphenols ( 99. Camargo A , Delgado-Lista J , Garcia-Rios A , Cruz-Teno C , Yubero-Serrano EM , Perez-Martinez P , et al . Expression of proinflammatory, proatherogenic genes is reduced by the Mediterranean diet in elderly people . Br J Nutr . 2012 ; 108 ( 3 ): 500 - 8 . ). In a study conducted by Esmaillzadeh and cols. ( 1111. Esmaillzadeh A , Kimiagar M , Mehrabi Y , Azadbakht L , Hu FB , Willett WC . Dietary Patterns and Markers of Systemic Inflammation among Iranian Women . J Nutr . 2007 ; 137 ( 4 ): 992 - 8 . ), a dietary pattern similar to MedDiet reduced plasma C-reactive protein (CRP) and sVCAM-1 levels, while the Western diet increased plasma serum amyloid A (SAA) and IL-6 levels. The results indicated that dietary patterns are associated with the plasma concentration of inflammatory biomarkers. The main inflammatory biomarkers related to obesity are shown in Table 1 .

Table 1
Main inflammatory biomarkers in obesity-associated low-grade inflammation and associated mechanisms

Mediterranean diet and gene expression

MedDiet is characterized by high consumption of olive oil, fruits, vegetables, whole grains, beans, nuts, seeds, and legumes. It also involves a moderate consumption of fish and wine, as well as a low intake of red meat, sweets, and dairy products ( 1212. Schwingshackl L , Christoph M , Hoffmann G . Effects of Olive Oil on Markers of Inflammation and Endothelial Function-A Systematic Review and Meta-Analysis . Nutrients . 2015 ; 7 ( 9 ): 7651 - 75 . ). Such diet exerts anti-inflammatory and immunomodulating activities, thus decreasing pro-inflammatory molecules such as interleukins (IL-6, IL-8, IL-18), TNF-α and its receptor, CRP, monocyte chemoattractant protein-1 (MCP-1), and endothelial adhesion molecules (VCAM-1, ICAM-1, and E- and P-selectins) ( 1313. Casas R , Urpi-Sardà M , Sacanella E , Arranz S , Corella D , Castañer O , et al . Anti-inflammatory effects of the Mediterranean diet in the early and late stages of atheroma plaque development . Mediat Inflamm . 2017 ; 2017 . ). Accordingly, studies have also shown that MedDiet may reduce the risk of disorders related to oxidative stress, chronic inflammation, and the immune system ( 99. Camargo A , Delgado-Lista J , Garcia-Rios A , Cruz-Teno C , Yubero-Serrano EM , Perez-Martinez P , et al . Expression of proinflammatory, proatherogenic genes is reduced by the Mediterranean diet in elderly people . Br J Nutr . 2012 ; 108 ( 3 ): 500 - 8 . , 1313. Casas R , Urpi-Sardà M , Sacanella E , Arranz S , Corella D , Castañer O , et al . Anti-inflammatory effects of the Mediterranean diet in the early and late stages of atheroma plaque development . Mediat Inflamm . 2017 ; 2017 . ).

In a clinical trial conducted by Camargo and cols. ( 99. Camargo A , Delgado-Lista J , Garcia-Rios A , Cruz-Teno C , Yubero-Serrano EM , Perez-Martinez P , et al . Expression of proinflammatory, proatherogenic genes is reduced by the Mediterranean diet in elderly people . Br J Nutr . 2012 ; 108 ( 3 ): 500 - 8 . ), the effects of dietary fat on the postprandial proinflammatory gene expression were verified in twenty elderly subjects. The authors observed that a MedDiet enriched in MUFA with virgin olive oil downregulated NF-kB p65 gene expression and up-regulated IkB α gene expression in PBMC when compared with SFA-rich and low-fat diets. The low-fat regimen was a high carbohydrate, n-3 polyunsaturated fatty acid-enriched diet (CHO-PUFA). Regarding proinflammatory cytokines, the individuals on MedDiet presented a downregulation of MCP-1 and TNF- α gene expression when compared with SFA and CHO-PUFA diets, respectively.

The PREDIMED study assigned elderly subjects (55-80 years of age) at high cardiovascular risk to three diets: either the MedDiet supplemented with extra virgin olive oil (EVOO), MedDiet supplemented with nuts, or a low-fat control diet ( 1414. Estruch R , Martínez-González MÁ , Corella D , Salas-Salvadó J , Ruiz-Gutiérrez V , Covas MI , et al . Effects of a Mediterranean-Style Diet on Cardiovascular Risk Factors: A Randomized Trial . Ann Intern Med . 2006 ; 145 ( 1 ): 1 - 11 . ). In the PREDIMED population, MedDiet supplemented with EVOO attenuated the increase in cyclooxygenase-1 ( COX-1 ) and low-density lipoprotein receptor-related protein ( LRP1 ) gene expression. In human monocyte-derived macrophages, MedDiet resulted in a decreased MCP-1 gene expression when compared to either MedDiet supplemented with nuts, or a control diet ( 1515. Llorente-Cortés V , Estruch R , Mena MP , Ros E , González MAM , Fitó M , et al . Effect of Mediterranean diet on the expression of pro-atherogenic genes in a population at high cardiovascular risk . Atherosclerosis . 2010 ; 208 ( 2 ): 442 - 50 . ).

The effects of both the MedDiet and the Western diet were tested by replacing SFA with MUFA in abdominally obese men and women for eight weeks. Consumption of MUFA on MedDiet attenuated oxidative phosphorylation gene expression, plasma connective tissue growth factor, and apolipoprotein B levels in PBMC when compared to the SFA diet. The MUFA diet also modulated gene expression involved in B-cell receptor signaling and endocytosis. The MedDiet group showed reduced plasma levels of pro-inflammatory proteins, such as IL-1β, macrophage inflammatory protein 1-α, serum amyloid P, and vascular endothelial growth factor (VEGF) ( 1616. van Dijk SJ , Feskens EJ , Bos MB , de Groot LC , de Vries JH , Muller M , et al . Consumption of a high monounsaturated fat diet reduces oxidative phosphorylation gene expression in peripheral blood mononuclear cells of abdominally overweight men and women . J Nutr . 2012 ; 142 ( 7 ): 1219 - 25 . ).

Olive oil and inflammation in obesity

In the MedDiet, olive oil (especially EVOO) is the primary source of dietary lipids and is rich in MUFA – especially oleic acid and phenolic compounds. Olive oil is also a bioactive food, which may be responsible for anti-atherogenic, anti-inflammatory, anti-diabetes, and immunomodulatory activity ( 1212. Schwingshackl L , Christoph M , Hoffmann G . Effects of Olive Oil on Markers of Inflammation and Endothelial Function-A Systematic Review and Meta-Analysis . Nutrients . 2015 ; 7 ( 9 ): 7651 - 75 . , 1717. Aparicio-Soto M , Sánchez-Hidalgo M , Rosillo MÁ , Castejón ML , Alarcón-de-la-Lastra C . Extra virgin olive oil: a key functional food for prevention of immune-inflammatory diseases . Food Funct . 2016 ; 7 ( 11 ): 4492 - 505 . doi: 10.1039/c6fo01094f . ).

Olive oil consumption is related to improvements in lipid profile, insulin resistance, oxidative damage, inflammatory biomarkers, endothelial function, and blood pressure. Some of these effects are dose-dependent on olive oil’s phenolic content ( 1818. Covas M-I , de la Torre R , Fitó M . Virgin olive oil: a key food for cardiovascular risk protection . Br J Nutr . 2015 ; 113 ( S2 ): S19 - 28 .

19. Herrera-Marcos LV , Lou-Bonafonte JM , Arnal C , Navarro MA , Osada J . Transcriptomics and the Mediterranean diet: A systematic review . Nutrients . 2017 ; 9 ( 5 ).
- 2020. Konstantinidou V , Covas MI , Munoz-Aguayo D , Khymenets O , de la Torre R , Saez G , et al . In vivo nutrigenomic effects of virgin olive oil polyphenols within the frame of the Mediterranean diet: a randomized controlled trial . FASEB J . 2010 ; 24 ( 7 ): 2546 - 57 . ). Furthermore, olive oil has also been linked to decreased levels of inflammatory biomarkers such as IL-6, CRP, E- and P-selectin, sVCAM-1, and sICAM-1 ( 1212. Schwingshackl L , Christoph M , Hoffmann G . Effects of Olive Oil on Markers of Inflammation and Endothelial Function-A Systematic Review and Meta-Analysis . Nutrients . 2015 ; 7 ( 9 ): 7651 - 75 . ). Bioactive compounds of olive oil may modulate different levels of gene expression, such as transcription, maturation, and stability of RNA – in addition to translation in proteins, and other post-transcriptional events ( 1919. Herrera-Marcos LV , Lou-Bonafonte JM , Arnal C , Navarro MA , Osada J . Transcriptomics and the Mediterranean diet: A systematic review . Nutrients . 2017 ; 9 ( 5 ). ).

The composition and concentration of polyphenols in olive oil, as well as their bioavailability and how it is metabolized in the human body, are all essential to determine their health effects. The intake of olive oil in the MedDiet is 30 to 50 g/day, which results in an intake of 4-9 mg/day of polyphenols ( 2121. Parkinson L , Cicerale S . The health benefiting mechanisms of virgin olive oil phenolic compounds . Molecules . 2016 ; 21 ( 12 ). ). Olive oil has over 30 polyphenols, of which oleuropein and hydroxytyrosol may influence obesity-related genes. Hydroxytyrosol can modulate genes related to adipocyte maturation and differentiation. This polyphenol is also responsible for inhibiting lipid synthesis. In addition, hydroxytyrosol and oleuropein may reduce the fat-cell size and, consequently, decrease the risk of obesity. In this context, polyphenols in adipose tissue can downregulate genes related to adipogenesis such as peroxisome proliferator-activated receptor ( PPAR) γ, CCAAT enhancer-binding protein- α ( C/EBP α), and sterol regulatory element-binding transcription factor 1c ( SREBP-1c ) transcription factors. This is also the case for downstream genes such as CD36, FASN, and glucose transporter 4 ( GLUT4 ) ( 2121. Parkinson L , Cicerale S . The health benefiting mechanisms of virgin olive oil phenolic compounds . Molecules . 2016 ; 21 ( 12 ). ).

EVOO polyphenols can also reduce the risk of metabolic syndrome. In a study conducted with abdominally overweight subjects at risk of metabolic syndrome, the replacement of SFA by MUFA (olive oil) led to a greater anti-inflammatory gene expression profile in adipose tissue. Considering that adipose tissue has a crucial role in lipid metabolism and inflammation, the replacement of SFA by MUFA prevented adipose tissue inflammation and consequently reduced the risk of inflammatory diseases, such as metabolic syndrome ( 2222. van Dijk SJ , Feskens EJ , Bos MB , Hoelen DW , Heijligenberg R , Bromhaar MG , et al . A saturated fatty acid-rich diet induces an obesity-linked proinflammatory gene expression profile in adipose tissue of subjects at risk of metabolic syndrome . Am J Clin Nutr . 2009 ; 90 ( 6 ): 1656 - 64 . ).

Eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA)

EPA and DHA may attenuate obesity-related inflammation. The proposed mechanism for this effect is the inhibition of the NF-kB in several tissues by activating PPAR-γ and other signaling proteins ( 2323. Allaire J , Couture P , Leclerc M , Charest A , Marin J , Lepine MC , et al . A randomized, crossover, head-to-head comparison of eicosapentaenoic acid and docosahexaenoic acid supplementation to reduce inflammation markers in men and women: the Comparing EPA to DHA (ComparED) Study . Am J Clin Nutr . 2016 ; 104 ( 2 ): 280 - 7 . ). PPAR-γ activation decreases the expression of genes that code for pro-inflammatory proteins through the inhibition of NF-kB activation. Also, EPA and DHA present another mechanism to modulate the inflammatory response by binding to G-protein coupled receptor 120 (GPR120). GPR120 activation induced by EPA or DHA leads to the reduced expression of genes with pro-inflammatory actions, such as TNF- α and IL-6. The interaction between EPA, DHA, and PPARs modulates the expression of genes involved in lipid metabolism, thus reducing both adipogenesis and fat deposition in the adipose tissue ( 2424. Rogero MM , Calder PC . Obesity, inflammation, toll-like receptor 4 and fatty acids . Nutrients . 2018 ; 10 ( 4 ). pii: E432 . ).

A recent clinical trial compared the effects of EPA and DHA on inflammatory biomarkers in subjects with abdominal obesity and subclinical inflammation. Participants were supplemented with capsules containing either EPA (2.7 g/day), DHA (2.7 g/day), or corn oil (3 g/day; control) for eight weeks. Both EPA and DHA were more effective than corn oil in reducing inflammation. However, DHA was more potent in modulating inflammation biomarkers in comparison to EPA. In this way, DHA induced a more significant reduction of serum IL-18 and greater increased adiponectin compared with EPA. DHA also reduced plasma levels of CRP, IL-6, IL-18, and TNF-α while increased plasma adiponectin levels when compared to the control ( 2323. Allaire J , Couture P , Leclerc M , Charest A , Marin J , Lepine MC , et al . A randomized, crossover, head-to-head comparison of eicosapentaenoic acid and docosahexaenoic acid supplementation to reduce inflammation markers in men and women: the Comparing EPA to DHA (ComparED) Study . Am J Clin Nutr . 2016 ; 104 ( 2 ): 280 - 7 . ).

In another study from the same group ( 2525. Vors C , Allaire J , Marin J , Lépine M-C , Charest A , Tchernof A , et al . Inflammatory gene expression in whole blood cells after EPA vs. DHA supplementation: Results from the ComparED study . Atherosclerosis . 2017 ; 257 : 116 - 22 . ), abdominal obesity and low-grade inflammation subjects were supplemented with the same amounts of EPA, DHA, or corn oil for ten weeks. The authors did not observe any difference between EPA and DHA in the expression of inflammation-related genes in whole blood cells. However, EPA increased PPAR α expression and reduced CD14 expression relative to the control, while DHA upregulated the expression of PPAR α and TNF α, and downregulated CD14 expression. The supplementation with DHA (3 g/day) for ten weeks also decreased gene expression and secretion of TNF-α and MCP-1, while EPA increased serum IL-10 and reduced TNF α expression in monocytes of subjects with chronic inflammation ( 2626. So J , Wu D , Lichtenstein A , Lamon-Fava S . Docosahexaenoic Acid and Eicosapentaenoic Acid Supplementation Differentially Modulate Pro- and Anti-inflammatory Cytokines in Subjects with Chronic Inflammation (OR29-02-19) . Curr Dev Nutr . 2019 ; 3 ( Suppl 1 ). ). Despite the beneficial effects on inflammatory biomarkers, DHA had increased plasma LDL-c ( 2626. So J , Wu D , Lichtenstein A , Lamon-Fava S . Docosahexaenoic Acid and Eicosapentaenoic Acid Supplementation Differentially Modulate Pro- and Anti-inflammatory Cytokines in Subjects with Chronic Inflammation (OR29-02-19) . Curr Dev Nutr . 2019 ; 3 ( Suppl 1 ). ). Evidence also indicates that DHA is more potent than EPA in increasing LDL-c concentrations ( 2727. Allaire J , Vors C , Tremblay AJ , Marin J , Charest A , Tchernof A , et al . High-dose DHA has more profound effects on LDL-related features than high-dose EPA: The ComparED Study . J Clin Endocrinol Metab . 2018 ; 103 ( 8 ): 2909 - 17 . ).

The effect of olive oil on gene expression was also compared to EPA and DHA. Subjects with mildly elevated plasma lipoprotein-phospholipase A2 were supplemented with either olive oil (6 g/day), EPA (1.8 g/day), or DHA (1.8 g/day) for six weeks. Only EPA supplementation was associated with changes in gene expression in the IFN pathway and downregulation of cyclic adenosine monophosphate ( cAMP ) responsive element protein 1 ( CREB1 ) and hypoxia-inducible factor 1 alpha subunit ( HIF1A ) ( 2828. Tsunoda F , Lamon-Fava S , Asztalos BF , Iyer LK , Richardson K , Schaefer EJ . Effects of oral eicosapentaenoic acid versus docosahexaenoic acid on human peripheral blood mononuclear cell gene expression . Atherosclerosis . 2015 ; 241 ( 2 ): 400 - 8 . ).

NUTRIGENETICS AND OBESITY

An individual’s genetic profile may influence the sensitivity to the development of obesity ( 2929. Albuquerque D , Stice E , Rodríguez-López R , Manco L , Nóbrega C . Current review of genetics of human obesity: from molecular mechanisms to an evolutionary perspective . Molecular genetics and genomics . 2015 ; 290 ( 4 ): 1191 - 221 . ). Studies have identified genetic variants that participate in complex interactions between genes and nutritional factors responsible for influencing weight and body composition. In this context, nutrigenetics, which is the study of the effect of genetic variation on an individual’s nutritional needs, can potentially improve the understanding of weight control and contribute to personalized dietary management of obesity ( 3030. Locke AE , Kahali B , Berndt SI , Justice AE , Pers TH , Day FR , et al . Genetic studies of body mass index yield new insights for obesity biology . Nature . 2015 ; 518 ( 7538 ): 197 - 206 . ).

Obesity is a multifactorial and polygenic condition and represents a significant public health issue in both developed and developing countries. Cardiovascular disease, T2D, non-alcoholic fatty liver disease, metabolic syndrome, and cancer are among the leading health issues accounting for morbidity associated with an increased prevalence of obesity. From the 1990s onwards, it has been possible evidence of how obesity influences inflammatory conditions, which are directly involved in the etiology of cardiovascular disease, T2D, and certain types of cancer ( 3131. Hotamisligil GS . Inflammation, metaflammation and immunometabolic disorders . Nature . 2017 ; 542 ( 7640 ): 177 - 85 . ).

Obesity can be either monogenic, meaning it can be caused by genetic variations in either a single gene or in a specific disease-related chromosomal region, or polygenic, where the sum of SNPs in several genes (each accounting for a minimal effect) determine an individual’s weight. Many genes associated with obesity are involved in regulating energy intake, lipid metabolism, adipogenesis, thermogenesis, adipocytokine synthesis, and transcription factors ( 3232. Joffe YT , Houghton CA . A novel approach to the nutrigenetics and nutrigenomics of obesity and weight management . Cur Oncol Rep . 2016 ; 18 ( 7 ): 43 . ).

Importantly, the genetic basis of polygenic obesity is diffuse, multifactorial, and non-deterministic. Many variants are spread throughout the genome and have a small contribution to obesity onset – thus making it a challenge for clinical practice. A set of genetic variant information is needed to characterize susceptibility to obesity ( 3333. McCarthy MI . Genomics, type 2 diabetes, and obesity . New Engl J Med . 2010 ; 363 ( 24 ): 2339 - 50 . ). For this reason, several authors have employed the “polygenic risk scores” or “genetic risk scores” (GRS) based on the sum of the number of risk alleles, sometimes multiplied by their effect sizes ( 3434. Walter S , Mejía-Guevara I , Estrada K , Liu SY , Glymour MM . Association of a genetic risk score with body mass index across different birth cohorts . JAMA . 2016 ; 316 ( 1 ): 63 - 9 .

35. Nicoletti CF , Pinhel MA , de Oliveira BA , Marchini JS , Salgado Junior W , Silva Junior WA , et al . The genetic predisposition score of seven obesity-related single nucleotide polymorphisms is associated with better metabolic outcomes after Roux-en-Y gastric bypass . J Nutrigenet Nutrigenomics . 2016 ; 9 ( 5-6 ): 222 - 30 .
- 3636. San-Cristobal R , Navas-Carretero S , Livingstone K , Celis-Morales C , Macready A , Fallaize R , et al . Mediterranean diet adherence and genetic background roles within a web-based nutritional intervention: The food4me study . Nutrients . 2017 ; 9 ( 10 ). pii: E1107 . ). These polygenic scores have been useful for risk assessment in various diseases ( 3737. Abraham G , Havulinna AS , Bhalala OG , Byars SG , De Livera AM , Yetukuri L , et al . Genomic prediction of coronary heart disease . Eur Heart J . 2016 ; 37 ( 43 ): 3267 - 78 . , 3838. Qi L , Parast L , Cai T , Powers C , Gervino EV , Hauser TH , et al . Genetic susceptibility to coronary heart disease in type 2 diabetes: 3 independent studies . J Am Coll Cardiol . 2011 ; 58 ( 25 ): 2675 - 82 . ), including metabolic syndrome ( 3939. Kristiansson K , Perola M , Tikkanen E , Kettunen J , Surakka I , Havulinna AS , et al . Genome-wide screen for metabolic syndrome susceptibility Loci reveals strong lipid gene contribution but no evidence for common genetic basis for clustering of metabolic syndrome traits . Circ Cardiovasc Genet . 2012 ; 5 ( 2 ): 242 - 9 . ), and obesity ( 4747. Faith MS , Pietrobelli A , Nunez C , Heo M , Heymsfield SB , Allison DB . Evidence for independent genetic influences on fat mass and body mass index in a pediatric twin sample . Pediatrics . 1999 ; 104 ( 1 ): 61 - 7 .

48. Hainer V , Zamrazilova H , Spalova J , Hainerová I , Kunešová M , Aldhoon B , et al . Role of hereditary factors in weight loss and its maintenance . Physiol Res . 2008 ; 57 Suppl 1 : S1 - 15 .
- 4949. Deram S , Villares SMF . Genetic variants influencing effectiveness of weight loss strategies . Arq Bras Endocrinol Metab . 2009 ; 53 ( 2 ): 129 - 38 . ). Estimating an individual’s susceptibility to a disease can be a powerful tool for prevention and treatment if well-communicated and understood ( 4040. Torkamani A , Topol E . Polygenic Risk Scores Expand to Obesity . Cell . 2019 ; 177 ( 3 ): 518 - 20 . ).

Regarding adiposity, advances in nutrigenetics have sought to determine the interaction of nutritional and genetic factors that affect body fat deposition ( 4141. Jessri M , Wolfinger RD , Lou WY , L’Abbé MR . Identification of dietary patterns associated with obesity in a nationally representative survey of Canadian adults: Application of a priori, hybrid, and simplified dietary pattern techniques . Am J Clin Nutr . 2017 ; 105 ( 3 ): 669 - 84 .

42. de Toro-Martín J , Arsenault B , Després JP , Vohl M-C . Precision nutrition: a review of personalized nutritional approaches for the prevention and management of metabolic syndrome . Nutrients . 2017 ; 9 ( 8 ). pii: E913 .
- 4343. Romieu I , Dossus L , Barquera S , Blottière HM , Franks PW , Gunter M , et al . Energy balance and obesity: what are the main drivers? Cancer Causes Control . 2017 ; 28 ( 3 ): 247 - 58 . ). The design of nutrigenetic studies can involve an analysis of complete dietary patterns ( 4444. Corella D , Coltell O , Macian F , Ordovás JM . Advances in understanding the molecular basis of the mediterranean diet effect . Ann Rev Food Sci Technol . 2018 ; 9 : 227 - 49 . ), in which the MedDiet stands out amongst the most studied ones.

A study with a sample of Iranian individuals, using GRS from six FTO polymorphisms showed that higher adherence to the MedDiet decreased the risk of developing obesity in individuals with higher risk alleles when compared to those with a lower diet adherence and a lower genetic susceptibility to obesity. These results highlight the beneficial effects of this dietary pattern ( 4545. Hosseini-Esfahani F , Koochakpoor G , Daneshpour M , Sedaghati-khayat B , Mirmiran P , Azizi F . Mediterranean dietary pattern adherence modify the association between FTO genetic variations and obesity phenotypes . Nutrients . 2017 ; 9 ( 10 ). pii: E1064 . ). These results are in accordance with the ones from other reports ( Table 2 ).

Table 2
Summary of studies investigating the effect of interactions between the Mediterranean diet and genetic variants on obesity and obesity-related traits

In this context, genetic factors are not only responsible for 45%-75% of interindividual variations in Body Mass Index (BMI) ( 4646. Sharma AM , Padwal R . Obesity is a sign – over-eating is a symptom: an aetiological framework for the assessment and management of obesity . Obes Rev . 2010 ; 11 ( 5 ): 362 - 70 . ), and adiposity (which can be influenced at a rate of 75%-80%) ( 4747. Faith MS , Pietrobelli A , Nunez C , Heo M , Heymsfield SB , Allison DB . Evidence for independent genetic influences on fat mass and body mass index in a pediatric twin sample . Pediatrics . 1999 ; 104 ( 1 ): 61 - 7 . ), but weight loss in response to dietary interventions is also determined by genetic variants ( 3535. Nicoletti CF , Pinhel MA , de Oliveira BA , Marchini JS , Salgado Junior W , Silva Junior WA , et al . The genetic predisposition score of seven obesity-related single nucleotide polymorphisms is associated with better metabolic outcomes after Roux-en-Y gastric bypass . J Nutrigenet Nutrigenomics . 2016 ; 9 ( 5-6 ): 222 - 30 . , 4848. Hainer V , Zamrazilova H , Spalova J , Hainerová I , Kunešová M , Aldhoon B , et al . Role of hereditary factors in weight loss and its maintenance . Physiol Res . 2008 ; 57 Suppl 1 : S1 - 15 . ). The different strategies used in the treatment of obesity can result in significant weight loss; however, the individual response is variable, and it is possible to identify the hypo- or hyper-responders to specific treatments ( 4949. Deram S , Villares SMF . Genetic variants influencing effectiveness of weight loss strategies . Arq Bras Endocrinol Metab . 2009 ; 53 ( 2 ): 129 - 38 . , 5050. Heianza Y , Qi L . Gene-diet interaction and precision nutrition in obesity . Int J Mol Sci . 2017 ; 18 ( 4 ). pii: E787 . ). Thus, according to the literature, genetic variations, including SNPs, may at least in part explain this interindividual variation in response to a dietary pattern, including the MedDiet ( 4444. Corella D , Coltell O , Macian F , Ordovás JM . Advances in understanding the molecular basis of the mediterranean diet effect . Ann Rev Food Sci Technol . 2018 ; 9 : 227 - 49 . ).

As mentioned before, the GRS calculation includes a combination of different genetic variants at the same time. Although studies of interactions between genes and MedDiet are initial, some results are promising and suggest that individuals with greater genetic susceptibility to certain diseases may benefit from the effects of this diet ( 5151. Serra-Majem L , Roman-Vinas B , Sanchez-Villegas A , Guasch-Ferre M , Corella D , La Vecchia C . Benefits of the Mediterranean diet: Epidemiological and molecular aspects . Mol Aspects Med . 2019 ; 67 : 1 - 55 . , 5252. Corella D , Barragán-Arnal R , Ordovás JM , Oscar C . Nutrigenetics, nutrigenomics and Mediterranean diet: a new vision for gastronomy . Nutr Hosp . 2018 ; 35 ( 4 ): 19 - 27 . ). Corella & Ordovas ( 5353. Corella D , Ordovas JM . Single nucleotide polymorphisms that influence lipid metabolism: interaction with dietary factors . Ann Rev Nutr . 2005 ; 25 : 341 - 90 . ) were pioneers in establishing how diet can modulate the genetic risk of the disease, and several authors have been studying the association between MedDiet and genetic variants in different populations and phenotypes, including obesity ( Table 2 ).

Ortega-Azorin and cols. ( 5454. Ortega-Azorín C , Sorlí JV , Asensio EM , Coltell O , Martínez-González MÁ , Salas-Salvadó J , et al . Associations of the FTO rs9939609 and the MC4R rs17782313 polymorphisms with type 2 diabetes are modulated by diet, being higher when adherence to the Mediterranean diet pattern is low . Cardiovasc Diabetol . 2012 ; 11 : 137 . ) investigated the influence of MedDiet and the effects of T2D risk alleles on rs9939609 SNPs for the FTO gene and rs17782313 for the MC4R gene. The authors demonstrated that individuals with both poor adherence to the diet and allelic variants of risk had a higher risk of disease development. On the other hand, the same variants for both genes – alone or in combination – were no longer related to a higher risk of disease development when dietary compliance was high.

A study with Puerto Rican individuals living in Boston, USA, with risk genotypes for T2D located in the transcription factor 7-like 2 (TCF7L2) gene (rs7903146 and rs12255372), showed a better anthropometric profile under complete adherence to the MedDiet. This suggested that unfavorable genetic predisposition can be offset by a healthy diet. Moreover, haplotype analysis based on the combination of two risk alleles showed that individuals with higher genetic risk had lower BMI when adhering to the MedDiet ( 5555. Sotos-Prieto M , Smith CE , Lai CQ , Tucker KL , Ordovas JM , Mattei J . Mediterranean diet adherence modulates anthropometric measures by TCF7L2 genotypes among Puerto Rican adults . J Nutr . 2020 ; 150 ( 1 ): 167 - 75 . ).

San-Cristobal and cols. ( 3636. San-Cristobal R , Navas-Carretero S , Livingstone K , Celis-Morales C , Macready A , Fallaize R , et al . Mediterranean diet adherence and genetic background roles within a web-based nutritional intervention: The food4me study . Nutrients . 2017 ; 9 ( 10 ). pii: E1107 . ) evaluated associations and possible interactions between adherence to the MedDiet and the genetic background of the Food4Me study. The authors developed a GRS from risk alleles and a MedDiet score (DMS) based on food intake data. At the baseline, there were no correlations between scores and metabolic characteristics. However, after 6 months, there was a significantly greater decrease in total cholesterol in individuals with low GRS when compared to those with high GRS. In addition, a high DMS was linked to greater reductions in BMI, waist circumference, and blood glucose. This suggested that increased dietary compliance induces beneficial effects on metabolic outcomes, which may be affected by the genetic profile in some specific markers.

Within this context, studies on the interactions between genes and diet can better elucidate the heterogeneity of responses to dietary interventions, showing that these responses are often individual. Importantly, the MedDiet has interactions with several genes that act in both obesity-related pathways and other associated diseases, including cardiovascular disease, T2D, and cancer ( 5151. Serra-Majem L , Roman-Vinas B , Sanchez-Villegas A , Guasch-Ferre M , Corella D , La Vecchia C . Benefits of the Mediterranean diet: Epidemiological and molecular aspects . Mol Aspects Med . 2019 ; 67 : 1 - 55 . ).

The authors highlighted that some existing results are promising and suggested that individuals with greater genetic susceptibility to certain diseases may benefit from the effects of the MedDiet, thus making it extremely useful for precision nutrition ( 5252. Corella D , Barragán-Arnal R , Ordovás JM , Oscar C . Nutrigenetics, nutrigenomics and Mediterranean diet: a new vision for gastronomy . Nutr Hosp . 2018 ; 35 ( 4 ): 19 - 27 . ). A recent review has also presented an up-to-date view of the influence of the MedDiet on different phenotypes with associated diseases, including cardiovascular, neurodegenerative, cancer, and obesity. The report shows that studies involving Mediterranean gene-diet interactions are extraordinarily complex and scarce ( 5151. Serra-Majem L , Roman-Vinas B , Sanchez-Villegas A , Guasch-Ferre M , Corella D , La Vecchia C . Benefits of the Mediterranean diet: Epidemiological and molecular aspects . Mol Aspects Med . 2019 ; 67 : 1 - 55 . ). In Brazil, there are also few studies evaluating the association between polymorphisms and MedDiet ( 5656. Cominetti C , de Bortoli MC , Purgatto E , Ong TP , Moreno FS , Garrido Jr AB , et al . Associations between glutathione peroxidase-1 Pro198Leu polymorphism, selenium status, and DNA damage levels in obese women after consumption of Brazil nuts . Nutrition . 2011 ; 27 ( 9 ): 891 - 6 . , 5757. Portal VL , Markoski MM , de Quadros AS , Garofallo S , dos Santos JL , Oliveira A , et al . Effect of polymorphisms in the CD36 and STAT3 genes on different dietary interventions among patients with coronary artery disease: study protocol for a randomized controlled trial . Trials . 2016 ; 17 ( 1 ): 437 . ).

Therefore, one of the biggest challenges of nutritional genomics in obesity, besides integrating all information from the “omic” strands (genomics, metabolomics, proteomics, and transcriptomics), is to extrapolate the findings on the interactions between genes and diet for different populations ( 5858. Qi L . Gene-diet interaction and weight loss . Cur Opin Lipidol . 2014 ; 25 ( 1 ): 27 - 34 .

59. Qi L , Cho YA . Gene-environment interaction and obesity . Nutr Rev . 2008 ; 66 ( 12 ): 684 - 94 .
- 6060. Qi L . Gene-diet interactions in complex disease: current findings and relevance for public health . Cur Nutr Rep . 2012 ; 1 ( 4 ): 222 - 7 . ). There is already evidence that suggests the reproducibility of these genomic results in various cohorts ( 6060. Qi L . Gene-diet interactions in complex disease: current findings and relevance for public health . Cur Nutr Rep . 2012 ; 1 ( 4 ): 222 - 7 . , 6161. Nettleton JA , Follis JL , Ngwa JS , Smith CE , Ahmad S , Tanaka T , et al . Gene× dietary pattern interactions in obesity: analysis of up to 68 317 adults of European ancestry . Hum Mol Genet . 2015 ; 24 ( 16 ): 4728 - 38 . ). Large-scale studies with replication in varying populations are likely required to provide significant and detailed evidence, including the various types of weight-loss interventions, phenotypes, obesity genetic risk scores, and genetic variants that determine eating preferences and behaviors.

In the context of gene-diet interaction and inflammation, variants located in ADIPOQ, CRP, TNF , and APOE genes are the most frequently studied, and the ones for which interaction with diet has been tested in more than one population.

The ADIPOQ gene encodes for the adiponectin protein, secreted mainly in adipose tissue. This protein has critical hormonal functions in the muscle, liver, adipose tissue, hypothalamus, and vasculature cells, where it exerts anti-inflammatory, antioxidant, and insulin sensitizer effects ( 6262. Ghadge AA , Khaire AA , Kuvalekar AA . Adiponectin: A potential therapeutic target for metabolic syndrome . Cytokine Growth Factor Rev . 2018 ; 39 : 151 - 8 . ). Accordingly, low adiponectin blood levels have been related to metabolic inflammation-related diseases, such as metabolic syndrome, T2D, and cardiovascular diseases ( 6363. Frankenberg ADV , Reis AF , Gerchman F . Relationships between adiponectin levels, the metabolic syndrome, and type 2 diabetes: a literature review . Arch Endocrinol Metab . 2017 ; 61 ( 6 ): 614 - 22 . ).

Adiponectin blood levels are a heritable trait (heritability ranging from 42%-88%) ( 6464. Cesari M , Narkiewicz K , De Toni R , Aldighieri E , Williams CJ , Rossi GP . Heritability of plasma adiponectin levels and body mass index in twins . J Clin Endocrinol Metab . 2007 ; 92 ( 8 ): 3082 - 8 .

65. Henneman P , Aulchenko YS , Frants RR , Zorkoltseva IV , Zillikens MC , Frolich M , et al . Genetic architecture of plasma adiponectin overlaps with the genetics of metabolic syndrome-related traits . Diabetes Care . 2010 ; 33 ( 4 ): 908 - 13 .

66. Hicks C , Zhu X , Luke A , Kan D , Adeyemo A , Wu X , et al . A genome-wide scan of loci linked to serum adiponectin in two populations of African descent . Obesity . 2007 ; 15 ( 5 ): 1207 - 14 .
- 6767. Menzaghi C , Salvemini L , Paroni G , De Bonis C , Mangiacotti D , Fini G , et al . Circulating high molecular weight adiponectin isoform is heritable and shares a common genetic background with insulin resistance in nondiabetic White Caucasians from Italy: evidence from a family-based study . J Intern Med . 2010 ; 267 ( 3 ): 287 - 94 . ). Specifically, ADIPOQ SNP, rs1501299 G>T, located in intron 2, which is in linkage disequilibrium with rs2241766 T>G, located in exon 2, has been positively and inversely linked to adiponectin blood levels depending on the studied population ( 6868. Kyriakou T , Collins LJ , Spencer-Jones NJ , Malcolm C , Wang X , Snieder H , et al . Adiponectin gene ADIPOQ SNP associations with serum adiponectin in two female populations and effects of SNPs on promoter activity . J Human Genet . 2008 ; 53 ( 8 ): 718 - 22 . , 6969. Menzaghi C , Trischitta V , Doria A . Genetic influences of adiponectin on insulin resistance, type 2 diabetes, and cardiovascular disease . Diabetes . 2007 ; 56 ( 5 ): 1198 - 209 . ). Concerning these two ADIPOQ genetic variants, the number of studies aiming to investigate the influence of their interaction with the MedDiet or its components on inflammation has increased. For instance, a cross-sectional study conducted with a representative sample of Greek children found an association between dietary fiber intake and rs1501299 G>T influencing serum adiponectin concentration. It should be noted that the T allele carriers had lower adiponectin concentration. However, when dietary fiber was above the highest tertile of intake, the effect of the T allele was no longer observed ( 7070. Ntalla I , Dedoussis G , Yannakoulia M , Smart MC , Louizou E , Sakka SD , et al . ADIPOQ gene polymorphism rs1501299 interacts with fibre intake to affect adiponectin concentration in children: the GENe-Diet Attica Investigation on childhood obesity . Eur J Nutr . 2009 ; 48 ( 8 ): 493 - 7 . ). Furthermore, a randomized clinical trial with Spanish obese adults observed an increase in serum adiponectin concentration after a 9-month intervention with hypocaloric diets only in GG homozygotes for the rs1501299 SNP ( 7171. Aller R , Izaola O , Primo D , de Luis DA . The effect of single-nucleotide polymorphisms at the ADIPOQ gene locus rs1501299 on metabolic parameters after 9 mo of a high-protein/low-carbohydrate versus a standard hypocaloric diet . Nutrition . 2019 ; 65 : 44 - 9 . ). However, no similar interactions were observed in other populations ( 7272. Maintinguer Norde M , Oki É , de Castro IA , Pacheco Souza JM , Teixeira Damasceno NR , Mara Fisberg R , et al . Influence of adiponectin gene variants and plasma fatty acids on systemic inflammation state association – A cross-sectional population-based study, São Paulo, Brazil . Mol Nutr Food Res . 2016 ; 60 ( 2 ): 278 - 86 .

73. Norde MM , Fisberg RM , Marchioni DML , Rogero MM . Systemic low-grade inflammation associated lifestyle, diet and genetic factors, a population-based cross-sectional study . Nutrition . 2019 ; 10 : 110596 .
- 7474. Alsaleh A , Crepostnaia D , Maniou Z , Lewis FJ , Hall WL , Sanders TAB , et al . Adiponectin gene variant interacts with fish oil supplementation to influence serum adiponectin in older individuals . J Nutr . 2013 ; 143 ( 7 ): 1021 - 7 . ).

ADIPOQ rs2241766 T>G, in turn, seems to interact with omega-3 fatty acids not only impacts serum adiponectin concentration but other inflammatory biomarkers as well ( 7272. Maintinguer Norde M , Oki É , de Castro IA , Pacheco Souza JM , Teixeira Damasceno NR , Mara Fisberg R , et al . Influence of adiponectin gene variants and plasma fatty acids on systemic inflammation state association – A cross-sectional population-based study, São Paulo, Brazil . Mol Nutr Food Res . 2016 ; 60 ( 2 ): 278 - 86 . , 7474. Alsaleh A , Crepostnaia D , Maniou Z , Lewis FJ , Hall WL , Sanders TAB , et al . Adiponectin gene variant interacts with fish oil supplementation to influence serum adiponectin in older individuals . J Nutr . 2013 ; 143 ( 7 ): 1021 - 7 . ). In a cross-sectional population-based study, an adult Brazilian population was dichotomized into two clusters according to the plasma concentration of eleven inflammatory biomarkers. The authors found that a higher total plasma omega-3 fatty acids content was protective against inflammation only in G allele carriers of the rs2241766 SNP ( 7272. Maintinguer Norde M , Oki É , de Castro IA , Pacheco Souza JM , Teixeira Damasceno NR , Mara Fisberg R , et al . Influence of adiponectin gene variants and plasma fatty acids on systemic inflammation state association – A cross-sectional population-based study, São Paulo, Brazil . Mol Nutr Food Res . 2016 ; 60 ( 2 ): 278 - 86 . ). Likewise, in a randomized, controlled trial with UK adults, TT homozygotes for the rs2241766 had a decrease in serum adiponectin concentration after a 12-month intervention with daily intakes of 0.9 g of highly unsaturated omega-3 fatty acids (EPA and DHA)

CRP is an acute-phase protein that has been extensively used as an important inflammatory marker, in addition to being a cardiovascular risk indicator ( 7575. Norde MM , Oki E , Rogero MM . C-Reactive Protein and Fatty Acids: Public Health Concerns and Implications . In: Patel V , ed . The Molecular Nutrition of Fats . Philadelphia : Elsevier ; 2019 . p. 117 - 33 . ). The CRP rs1205 T>C SNP, located in the untranslated region 3’, has been associated with higher levels of blood CRP in many populations ( 7676. Arouca AB , Meirhaeghe A , Dallongeville J , Moreno LA , Lourenço GJ , Marcos A , et al . Interplay between the Mediterranean diet and C-reactive protein genetic polymorphisms towards inflammation in adolescents . Clin Nutr . 2019 . pii: S0261-5614 ( 19 ) 33028 - 6 .

77. Zubair N , Conomos MP , Hood L , Omenn GS , Price ND , Spring BJ , et al . Genetic Predisposition Impacts Clinical Changes in a Lifestyle Coaching Program . Sci Rep . 2019 ; 9 ( 1 ): 6805 .

78. Nienaber-Rousseau C , Swanepoel B , Dolman R , Pieters M , Conradie K , Towers G . Interactions between C-reactive protein genotypes with markers of nutritional status in relation to inflammation . Nutrients . 2014 ; 6 ( 11 ): 5034 - 50 .

79. Cormier H , Rudkowska I , Lemieux S , Couture P , Vohl MC . Expression and sequence variants of inflammatory genes; effects on plasma inflammation biomarkers following a 6-week supplementation with fish oil . Int J Mol Sci . 2016 ; 17 ( 3 ): 375 .
- 8080. Oki E , Norde MM , Carioca AAF , Ikeda RE , Souza JMP , Castro IA , et al . Interaction of SNP in the CRP gene and plasma fatty acid profile in inflammatory pattern: a cross-sectional population-based study . Nutrition . 2016 ; 32 ( 1 ): 88 - 94 . ). In a clinical trial with 1,584 US adults, the higher plasma CRP concentration of CC homozygotes vs. T allele carriers at baseline was no longer observed after 12 months following personalized healthy lifestyle advice (dietary advice based in the Dietary Approach to Stop Hypertension) ( 7777. Zubair N , Conomos MP , Hood L , Omenn GS , Price ND , Spring BJ , et al . Genetic Predisposition Impacts Clinical Changes in a Lifestyle Coaching Program . Sci Rep . 2019 ; 9 ( 1 ): 6805 . ). Similarly, in a cross-sectional population-based study with Brazilian adults, only the T allele carriers had lower odds for low-grade systemic inflammation when their highly unsaturated omega-3 fatty acid plasma content was above the median ( 8080. Oki E , Norde MM , Carioca AAF , Ikeda RE , Souza JMP , Castro IA , et al . Interaction of SNP in the CRP gene and plasma fatty acid profile in inflammatory pattern: a cross-sectional population-based study . Nutrition . 2016 ; 32 ( 1 ): 88 - 94 . ). Nevertheless, some studies have not found any associations between rs1205 and diet components ( 7878. Nienaber-Rousseau C , Swanepoel B , Dolman R , Pieters M , Conradie K , Towers G . Interactions between C-reactive protein genotypes with markers of nutritional status in relation to inflammation . Nutrients . 2014 ; 6 ( 11 ): 5034 - 50 . , 7979. Cormier H , Rudkowska I , Lemieux S , Couture P , Vohl MC . Expression and sequence variants of inflammatory genes; effects on plasma inflammation biomarkers following a 6-week supplementation with fish oil . Int J Mol Sci . 2016 ; 17 ( 3 ): 375 . ), nor MedDiet ( 7676. Arouca AB , Meirhaeghe A , Dallongeville J , Moreno LA , Lourenço GJ , Marcos A , et al . Interplay between the Mediterranean diet and C-reactive protein genetic polymorphisms towards inflammation in adolescents . Clin Nutr . 2019 . pii: S0261-5614 ( 19 ) 33028 - 6 . ), in other populations.

For the TNF gene, no other SNP stands out as much as rs1800629 G>A. Located in the TNF gene promoter region, the AA genotype for the SNP has been associated with higher levels of its encoding protein – the pro-inflammatory cytokine TNF-α – in addition to auto-immune and inflammatory diseases susceptibility ( 8181. Elahi MM , Asotra K , Matata BM , Mastana SS . Tumor necrosis factor alpha -308 gene locus promoter polymorphism: an analysis of association with health and disease . Biochim Biophys Acta . 2009 ; 1792 ( 3 ): 163 - 72 . ). Furthermore, when the gene-diet interaction was investigated for this SNP, only GG homozygotes had a decrease in plasma CRP concentration after a 12-month intervention with MedDiet in metabolic syndrome patients from Spain ( 8282. Gomez-Delgado F , Alcala-Diaz JF , Garcia-Rios A , Delgado-Lista J , Ortiz-Morales A , Rangel-Zuñiga O , et al . Polymorphism at the TNF-alpha gene interacts with M editerranean diet to influence triglyceride metabolism and inflammation status in metabolic syndrome patients: From the CORDIOPREV clinical trial . Mol Nutr Food Res . 2014 ; 58 ( 7 ): 1519 - 27 . ). In a study with Canadian adults, the same decrease in plasma CRP concentration was observed in GG carriers after a 6-week supplementation with fish oil ( 7979. Cormier H , Rudkowska I , Lemieux S , Couture P , Vohl MC . Expression and sequence variants of inflammatory genes; effects on plasma inflammation biomarkers following a 6-week supplementation with fish oil . Int J Mol Sci . 2016 ; 17 ( 3 ): 375 . ). Moreover, in a Brazilian study group, only A allele carriers had higher odds for an inflammatory cluster when both plasma stearic acid and total saturated fatty acid contents were higher overall ( 8383. Oki E , Norde MN , Carioca AAF , Souza JMP , Castro IA , Marchioni DML , et al . Polymorphisms of the TNF-α gene interact with plasma fatty acids on inflammatory biomarker profile: A population-based, cross-sectional study in São Paulo, Brazil . Br J Nutr . 2017 ; 117 ( 12 ): 1663 - 73 . ).

In contrast to other genes cited so far, the APOE gene does not encode for a protein directly involved with inflammation, but rather encodes for the apolipoprotein E. This protein is mainly related to lipids and lipoprotein metabolism ( 8484. Marais AD . Apolipoprotein E in lipoprotein metabolism, health and cardiovascular disease . Pathology . 2019 ; 51 ( 2 ): 165 - 76 . ). Recently, novel functions for the apolipoprotein E have emerged: anti-inflammatory properties, anti-platelet aggregation, and maintenance of the mitochondrial function ( 8484. Marais AD . Apolipoprotein E in lipoprotein metabolism, health and cardiovascular disease . Pathology . 2019 ; 51 ( 2 ): 165 - 76 . ). Two SNP located in the coding region of APOE gene (rs7412 and rs429358) modify apolipoprotein E mRNA codon 112 and 158, respectively. In this case, cysteine is replaced by arginine in both positions, and hence forms three possible isoforms of the protein according to the resultant salt-bridges: ε 2 , ε 3 , and ε 4 . Therefore, the six possible genotype combinations are ε 2/ ε 2, ε 2/ ε 3 , ε 2/ ε 4, ε 3/ ε 3, ε 3/ ε 4 , and ε 4/ ε 4 . However, the combinations ε 2/ ε 2 , ε 2/ ε 4 , and ε 4/ ε 4 are very rare ( 8484. Marais AD . Apolipoprotein E in lipoprotein metabolism, health and cardiovascular disease . Pathology . 2019 ; 51 ( 2 ): 165 - 76 . ). APOE ε 4 carriers have a higher risk for Alzheimer’s disease, while the APOE ε 2 genotype has been associated with longevity ( 8484. Marais AD . Apolipoprotein E in lipoprotein metabolism, health and cardiovascular disease . Pathology . 2019 ; 51 ( 2 ): 165 - 76 . ).

Studies have shown that APOE ε 2 and ε 3/ ε 3 genotypes have been associated with higher plasma CRP concentration and that these variants interact with dietary components in the context of inflammation ( 8585. Mukamal KJ , Cushman M , Mittleman MA , Tracy RP , Siscovick DS . Alcohol consumption and inflammatory markers in older adults: the Cardiovascular Health Study . Atherosclerosis . 2004 ; 173 ( 1 ): 79 - 87 .

86. Carvalho-Wells AL , Jackson KG , Lockyer S , Lovegrove JA , Minihane AM . APOE genotype influences triglyceride and C-reactive protein responses to altered dietary fat intake in UK adults . Am J Clin Nutr . 2012 ; 96 ( 6 ): 1447 - 53 .
- 8787. Rathnayake KM , Weech M , Jackson KG , Lovegrove JA . Impact of the Apolipoprotein E (epsilon) Genotype on Cardiometabolic Risk Markers and Responsiveness to Acute and Chronic Dietary Fat Manipulation . Nutrients . 2019 ; 11 ( 9 ). pii: E2044 . ). In a cross-sectional study with 4,265 US adults, only APOE ε4 carriers had higher plasma CRP concentrations with higher intakes of alcoholic beverages ( 8585. Mukamal KJ , Cushman M , Mittleman MA , Tracy RP , Siscovick DS . Alcohol consumption and inflammatory markers in older adults: the Cardiovascular Health Study . Atherosclerosis . 2004 ; 173 ( 1 ): 79 - 87 . ). Likewise, in a crossover clinical trial conducted in 176 British adults, only APOE ε 4 carriers showed an increase in plasma CRP after eight weeks of a high-saturated fatty acid diet ( 8686. Carvalho-Wells AL , Jackson KG , Lockyer S , Lovegrove JA , Minihane AM . APOE genotype influences triglyceride and C-reactive protein responses to altered dietary fat intake in UK adults . Am J Clin Nutr . 2012 ; 96 ( 6 ): 1447 - 53 . ). In another UK sample, there was a reduction in plasma CRP concentration only in APOE ε 4 carriers, as opposed to an observed increase in APOE ε 3/ ε 3 carriers after a 16-week dietary intervention with the substitution of 9.5% energy from saturated fatty acid with monounsaturated or omega-6 fatty acids ( 8787. Rathnayake KM , Weech M , Jackson KG , Lovegrove JA . Impact of the Apolipoprotein E (epsilon) Genotype on Cardiometabolic Risk Markers and Responsiveness to Acute and Chronic Dietary Fat Manipulation . Nutrients . 2019 ; 11 ( 9 ). pii: E2044 . ). Thus, for APOE ε 4 carriers, the recommendation of reducing saturated fatty acid intake (possibly substituting it with other unsaturated fatty acids) appears to be protective against metabolic inflammation in the British population.

Recently, a CRP-GRS was developed to sum up the effect of 20 SNP with the strongest association with plasma CRP concentration ( 8888. Prizment AE , Folsom AR , Dreyfus J , Anderson KE , Visvanathan K , Joshu CE , et al . Plasma C-reactive protein, genetic risk score, and risk of common cancers in the Atherosclerosis Risk in Communities study . Cancer Causes Control . 2013 ; 24 ( 12 ): 2077 - 87 ). The CRP-GRS explains 4%-5% of the variation in plasma CRP – more than twice the effect of the strongest associated SNP alone ( APOC1 rs4420638) ( 8888. Prizment AE , Folsom AR , Dreyfus J , Anderson KE , Visvanathan K , Joshu CE , et al . Plasma C-reactive protein, genetic risk score, and risk of common cancers in the Atherosclerosis Risk in Communities study . Cancer Causes Control . 2013 ; 24 ( 12 ): 2077 - 87 ). However, no GRS for metabolic inflammation has been tested so far in relation to its interaction with dietary components. Therefore, studies aiming to test the relationship between diet and GRS for inflammation are needed and may be a subject for future investigations.

NUTRITIONAL EPIGENOMICS, INFLAMMATION, AND OBESITY

Epigenetics are reversible alterations in gene expression that do not involve changes in DNA sequence. The most studied epigenetic modifications are DNA methylation, covalent histone modifications, and microRNAs (miRNAs). Epigenetic mechanisms can silence genes, regulate gene expression, and modify chromatin architecture ( 8989. Ross SA. Epigenetics of Mediterranean diet: altering disease risk. In: Romagnolo DF, Selmin OI, eds. Mediterranean Diet. Switzerland: Springer; 2016. p. 203-16. ).

Epigenetic modifications are related to metabolic diseases such as obesity, metabolic syndrome, and T2D. These modifications modulate critical genes involved in appetite regulation, adipogenesis, glucose homeostasis, body weight, inflammatory response, and lipid storage. For example, the promoter of the PPARG gene – a key transcriptional regulator of adipogenesis – is hypermethylated in 3T3-L1 preadipocytes but is demethylated upon induction of differentiation. Furthermore, the expression of the insulin gene is regulated by cytosine methylation, which can contribute to the development of T2D ( 9090. Milagro FI , Mansego ML , De Miguel C , Martinez JA . Dietary factors, epigenetic modifications and obesity outcomes: progresses and perspectives . Mol Aspects Med . 2013 ; 34 ( 4 ): 782 - 812 . ). Nutrients can regulate DNA methylation and histone modifications by directly inhibiting epigenetic enzymes or changing the availability of substrates required for the enzymatic reactions ( 8989. Ross SA. Epigenetics of Mediterranean diet: altering disease risk. In: Romagnolo DF, Selmin OI, eds. Mediterranean Diet. Switzerland: Springer; 2016. p. 203-16. ). The MedDiet effects on epigenetic modifications were investigated by Arpón and cols. ( 9191. Arpón A , Riezu-Boj JI , Milagro FI , Marti A , Razquin C , Martínez-González MA , et al . Adherence to Mediterranean diet is associated with methylation changes in inflammation-related genes in peripheral blood cells . J Physiol Biochem . 2016 ; 73 ( 3 ): 445 - 55 . ), who followed subjects from the PREDIMED study for five years. The MedDiet was linked to the differential methylation of inflammation-related genes such as EEF2, COL18A1, IL4I1, LEPR, PPARGC1B, MAPKAPK2, IFRD1 , and PLAGL1 in peripheral blood cells. The authors concluded that the MedDiet could exert an anti-inflammatory activity that might be mediated by epigenetic mechanisms. A Greek study evaluated the effects of the ratio of PUFA to SFA, the ratio of MUFA to SFA, and the ratio of PUFA+MUFA to SFA on genome-wide DNA methylation pattern in whole peripheral blood of eutrophic and obese children. DNA methylation was related more to the quality than to the quantity of fat intake. In this, omega-3 (n-3) PUFA showed a contribution to histone modifications involved in leptin regulation – a pro-inflammatory adipokine – on obesity ( 9292. Voisin S , Almén MS , Moschonis G , Chrousos GP , Manios Y , Schiöth HB . Dietary fat quality impacts genome-wide DNA methylation patterns in a cross-sectional study of Greek preadolescents . Eur J Hum Genet . 2015 ; 23 ( 5 ): 654 - 62 . ).

miRNAs are involved in several diseases, and their imbalance may play a role in the development of obesity and other related metabolic complications. In this review concerning nutritional epigenomics, we have focused on the functions of miRNAs in their relationship with obesity and inflammation ( 9393. Landrier JF , Derghal A , Mounien L . MicroRNAs in Obesity and Related Metabolic Disorders . Cells . 2019 ; 8 ( 8 ): 859 . , 9494. Krützfeldt J , Stoffel M . MicroRNAs: a new class of regulatory genes affecting metabolism . Cell Metab . 2006 ; 4 ( 1 ): 9 - 12 . ).

miRNAs: biogenesis and biological function

miRNAs are non-coding endogenous RNA molecules (~18-25 nucleotides) that are involved in post-transcriptional gene regulation by binding to the 3’ untranslated region (UTR) of a target messenger RNA (mRNA), resulting in degradation or inhibition of translation ( 9595. Ross SA , Davis CD . The emerging role of microRNAs and nutrition in modulating health and disease . Ann Rev Nutr . 2014 ; 34 : 305 - 36 . ). miRNAs can also bind to the 5’-UTR, or coding region, and activate, rather than suppress, mRNA translation ( 9696. Yao Q , Chen Y , Zhou X . The roles of microRNAs in epigenetic regulation . Curr Opin Chem Biol . 2019 ; 51 : 11 - 7 . ).

Other roles of miRNAs are also described in the literature. miRNAs can modulate the transcriptional processes by interfering in histone and DNA methylation, where they target vital enzymes responsible for epigenetic reactions. These key enzymes are the following: DNA methyltransferases (DNMTs); methylation-related proteins, including methyl CpG binding protein 2 (MeCP2) and methyl-CpG binding domain proteins 2 and 4 (MBD2 and MBD4); histone deacetylases (HDACs); and histone methyltransferases (EZH) ( 9797. Chhabra R . miRNA and methylation: a multifaceted liaison . Chembiochem . 2015 ; 16 ( 2 ): 195 - 203 . , 9898. Wang S , Wu W , Claret FX . Mutual regulation of microRNAs and DNA methylation in human cancers . Epigenetics . 2017 ; 12 ( 3 ): 187 - 97 . ). Furthermore, miRNAs can downregulate other types of RNAs that are responsible for inhibiting transcription to then increase gene expression ( 9999. Catalanotto C , Cogoni C , Zardo G . MicroRNA in control of gene expression: an overview of nuclear functions . Int J Mol Sci . 2016 ; 17 ( 10 ). pii: E 1712 . , 100100. Paugh SW , Coss DR , Bao J , Laudermilk LT , Grace CR , Ferreira AM , et al . MicroRNAs form triplexes with double stranded DNA at sequence-specific binding sites; a eukaryotic mechanism via which microRNAs could directly alter gene expression . PLoS Comput Biol . 2016 ; 12 ( 2 ): e1004744 . ).

The biogenesis of miRNAs occurs through a sequential process that involves a variety of enzymes and proteins ( 101101. Lin S , Gregory RI . MicroRNA biogenesis pathways in cancer . Nat Rev Cancer . 2015 ; 15 ( 6 ): 321 - 33 . ). miRNAs biogenesis is shown in Figure 1 . Under most conditions, the mature RNA-induced silencing complex (RISC) represses gene expression post-transcriptionally. This occurs by binding the 3’-UTR of specific mRNAs and mediating mRNA degradation, destabilization, or translational inhibition according to sequence complementarity to the target ( 101101. Lin S , Gregory RI . MicroRNA biogenesis pathways in cancer . Nat Rev Cancer . 2015 ; 15 ( 6 ): 321 - 33 .

102. Cloonan N , Wani S , Xu Q , Gu J , Lea K , Heater S , et al . MicroRNAs and their isomiRs function cooperatively to target common biological pathways . Genome Biol . 2011 ; 12 ( 12 ): R126 .

103. Huntzinger E , Izaurralde E . Gene silencing by microRNAs: contributions of translational repression and mRNA decay . Nat Rev Genet . 2011 ; 12 ( 2 ): 99 - 110 .
- 104104. Quintanilha B , Reis B , Duarte G , Cozzolino S , Rogero M . Nutrimiromics: role of microRNAs and nutrition in modulating inflammation and chronic diseases . Nutrients . 2017 ; 9 ( 11 ). pii: E 1168 . ).

Figure 1
MicroRNA biogenesis and cellular release mechanisms. MicroRNAs (miRNA) is transcribed by RNA polymerase II from miRNA genes, first forming the ‘primary miRNA transcript’ (pri-miRNA), which is then cleaved by the DROSHA/ DiGeorge syndrome critical region 8 (DGCR8) microprocessor complex to form the ‘miRNA precursor’ (pre-miRNA). Pre-miRNA is then exported from the nucleus to the cytoplasm by exportin 5 and further processed by DICER to originate the mature miRNA. Mature miRNA is loaded into the miRNA-induced silencing complex (miRISC), which contains Argonaute (AGO) proteins, that targets mRNA by sequence complementary binding and mediates gene suppression by targeted mRNA degradation. The cellular release mechanisms include pre-miRNA or mature miRNA associated to RNA-binding proteins, such as Ago2 or their binding to high-density lipoproteins (HDL). Furthermore, pre-miRNA or mature miRNA can be incorporated into small vesicles called exosomes, which are extracellular vesicles of endosomal origin that have emerged as key mediators of intercellular communication.

miRNAs act not only within cells but also as hormones controlling gene expression in distant tissues. This is achieved through the transport of secreted miRNA by membrane-vesicles as exosomes (extracellular vesicles of endosomal origin), or bound to lipoproteins (LDL or HDL), proteins, apoptotic bodies, and ribonucleoprotein complexes (linked to Argonaut) ( 105105. Kawaguchi T , Komatsu S , Ichikawa D , Tsujiura M , Takeshita H , Hirajima S , et al . Circulating MicroRNAs: A Next-Generation Clinical Biomarker for Digestive System Cancers . Int J Mol Sci . 2016 ; 17 ( 9 ): 1459 . , 106106. Xu J , Zhao J , Evan G , Xiao C , Cheng Y , Xiao J . Circulating microRNAs: novel biomarkers for cardiovascular diseases . J Mol Med . 2012 ; 90 ( 8 ): 865 - 75 . ). miRNAs are present in both tissues and body fluids, such as plasma, serum, urine, and saliva, in which they are in a stable form and protected from endogenous RNAse activity ( 107107. Pescador N , Pérez-Barba M , Ibarra JM , Corbatón A , Martínez-Larrad MT , Serrano-Ríos M . Serum Circulating microRNA Profiling for Identification of Potential Type 2 Diabetes and Obesity Biomarkers . PLoS One . 2013 ; 8 ( 10 ): e77251 . ). About 10% of all human miRNAs’ particles can be found in plasma, and are called circulating miRNAs ( 108108. Szelenberger R , Kacprzak M , Saluk-Bijak J , Zielinska M , Bijak M . Plasma MicroRNA as a novel diagnostic . Clin Chim Acta . 2019 ; 499 : 98 - 107 . ).

The importance of regulating gene expression through miRNA is highlighted because a single miRNA can act on several target genes, and the same mRNA can pair with different miRNAs. Thus, according to Friedman and cols. ( 109109. Friedman RC , Farh KK , Burge CB , Bartel DP . Most mammalian mRNAs are conserved targets of microRNAs . Genome Res . 2009; 19 ( 1 ): 92 - 105 . ), more than 60% of the human genes can be regulated by miRNA.

microRNAs and inflammation in obesity

Changes in miRNAs levels have been shown in several pathophysiological disorders related to obesity. These include disorders such as inflammation, oxidative stress, impaired adipogenesis, insulin signaling, apoptosis, and angiogenesis ( 110110. Hulsmans M , De Keyzer D , Holvoet P . MicroRNAs regulating oxidative stress and inflammation in relation to obesity and atherosclerosis . FASEB J . 2011 ; 25 ( 8 ): 2515 - 27 .

111. Ma E , Fu Y , Garvey WT . Relationship of Circulating miRNAs with Insulin Sensitivity and Associated Metabolic Risk Factors in Humans . Metab Syndr Relat Disord . 2018 ; 16 ( 2 ): 82 - 9 .

112. Aryal B , Singh AK , Rotllan N , Price N , Fernandez-Hernando C . MicroRNAs and lipid metabolism . Curr Opin Lipidol . 2017 ; 28 ( 3 ): 273 - 80 .

113. Shah R , Murthy V , Pacold M , Danielson K , Tanriverdi K , Larson MG , et al . Extracellular RNAs Are Associated With Insulin Resistance and Metabolic Phenotypes . Diabetes Care . 2017 ; 40 ( 4 ): 546 - 53 .
- 114114. Cruz KJC , de Oliveira ARS , Morais JBS , Severo JS , do Nascimento Marreiro D . Role of MicroRNAs on Adipogenesis, Chronic Low-Grade Inflammation, and Insulin Resistance in Obesity . Nutrition . 2017 ; 35 : 28 - 35 . ). miRNAs can act as potential diagnostic biomarkers since they are rapidly and accurately detected by non-invasive methods. As such, they allow for early detection and have a long half-life in the sample ( 115115. Creemers EE , Tijsen AJ , Pinto YM . Circulating microRNAs: novel biomarkers and extracellular communicators in cardiovascular disease? Circ Res . 2012 ; 110 ( 3 ): 483 - 95 .

116. Zampetaki A , Willeit P , Drozdov I , Kiechl S , Mayr M . Profiling of circulating microRNAs: from single biomarkers to re-wired networks . Cardiovasc Res . 2012 ; 93 ( 4 ): 555 - 62 .
- 117117. Tijsen AJ , Pinto YM , Creemers EE . Circulating microRNAs as diagnostic biomarkers for cardiovascular diseases . Am J Physiol. 2012 ; 303 ( 9 ): H1085 - 95 . ).

In this context, Lorente-Cebrián and cols. ( 118118. Lorente-Cebrián S , González-Muniesa P , Milagro FI , Martínez JA . MicroRNAs and other non-coding RNAs in adipose tissue and obesity: emerging roles as biomarkers and therapeutic targets . Clin Sci . 2019 ; 133 ( 1 ): 23 - 40 . ) verified that obese individuals have a different miRNA expression plasma profile when compared to eutrophic individuals. This indicates the possible role of miRNAs in metabolic inflammation. Such inflammation is characterized by a chronic, systemic, low-intensity inflammation which differs from that caused by external agents ( e.g. , bacterial infection and tissue injury) ( 2424. Rogero MM , Calder PC . Obesity, inflammation, toll-like receptor 4 and fatty acids . Nutrients . 2018 ; 10 ( 4 ). pii: E432 . ). For example, obese individuals have lower miR-145 plasma levels than lean individuals, and, regarding the inflammatory process mediated by this miRNA, a higher expression of both TNF-α and IL-6 in white adipose tissue (WAT) was observed when this miRNA was downregulated ( 119119. Li R , Shen Q , Wu N , He M , Liu N , Huang J , et al . MiR-145 improves macrophage-mediated inflammation through targeting Arf6 . Endocrine . 2018 ; 60 ( 1 ): 73 - 82 . , 120120. Mehta R , Otgonsuren M , Younoszai Z , Allawi H , Raybuck B , Younossi Z . Circulating miRNA in patients with non-alcoholic fatty liver disease and coronary artery disease . BMJ Open Gastroenterol . 2016 ; 3 ( 1 ): e000096 . ). miR-181a-5p and miR-23a-3p were reduced in adipose tissue from obese subjects, and its overexpression contributed to TNF-α downregulation in visceral WAT ( 121121. Lozano-Bartolomé J , Llauradó G , Portero-Otin M , Altuna-Coy A , Rojo-Martínez G , Vendrell J , et al . Altered Expression of miR-181a-5p and miR-23a-3p Is Associated With Obesity and TNFα-Induced Insulin Resistance . J Clin Endocrinol Metab . 2018 ; 103 ( 4 ): 1447 - 58 . ). miRNAs can modulate the inflammation in adipose tissue by regulating macrophage activation. Treatment with miR-10a-5p was associated with altering macrophage polarization to an anti-inflammatory phenotype ( 121121. Lozano-Bartolomé J , Llauradó G , Portero-Otin M , Altuna-Coy A , Rojo-Martínez G , Vendrell J , et al . Altered Expression of miR-181a-5p and miR-23a-3p Is Associated With Obesity and TNFα-Induced Insulin Resistance . J Clin Endocrinol Metab . 2018 ; 103 ( 4 ): 1447 - 58 . , 122122. Cho YK , Son Y , Kim SN , Song HD , Kim M , Park JH , et al . MicroRNA-10a-5p regulates macrophage polarization and promotes therapeutic adipose tissue remodeling . Mol Metab . 2019 ; 29 : 86 - 98 . ).

Overweight subjects without T2D at baseline from CORDIOPREV trial were followed by four years to evaluate whether plasma miRNAs were related to the risk of T2D. This study showed that deregulated plasma levels of miR-150, miR-30a-5p, miR-15a, and miR-375 were observed years before the onset of T2D and pre-diabetes. In this way, these miRNAs could be used to evaluate the risk of developing the disease, which may improve prediction and prevention among individuals at high risk for T2D ( 123123. Jiménez-Lucena R , Camargo A , Alcalá-Diaz JF , Romero-Baldonado C , Luque RM , van Ommen B , et al . A plasma circulating miRNAs profile predicts type 2 diabetes mellitus and prediabetes: from the CORDIOPREV study . Exp Mol Med. 2018 ;50(12):1-12. ).

Diet and microRNAs modulation

Nutrimiromics describes the influence of diet on the modification of gene expression. The term refers specifically to the epigenetic processes relating to miRNAs that influence an individual’s risk of developing chronic diseases ( 104104. Quintanilha B , Reis B , Duarte G , Cozzolino S , Rogero M . Nutrimiromics: role of microRNAs and nutrition in modulating inflammation and chronic diseases . Nutrients . 2017 ; 9 ( 11 ). pii: E 1168 . ).

Nutrients and bioactive compounds of food can modulate the miRNAs expression, regulating inflammation in the WAT of obese subjects. Within bioactive compounds, polyphenols receive special attention, although the mechanism involved in this regulation is not precise. One hypothesis is that polyphenols could influence miRNA functionality by changing its binding to mRNA related to the target gene. Polyphenols could also bind to a component of miRNA biogenesis ( 77. Corrêa TAF , Rogero MM . Polyphenols regulating microRNAs and inflammation biomarkers in obesity . Nutrition . 2019 ; 59 : 150 - 7 . ).

An interventional study with healthy Brazilian women showed that miR-145a-5p – which is related to the inflammatory pathway – was altered in the postprandial period after a single intake of a high-fat meal rich in SFA. This is an example of a potential biomarker for a Western diet pattern and its effect on inflammation ( 124124. Quintanilha BJ, Pinto Ferreira LR, Ferreira FM, Neto EC, Sampaio GR, Rogero MM . Circulating plasma microRNAs dysregulation and metabolic endotoxemia induced by a high-fat high-saturated diet . Clin Nutr . 2020 ; 39 ( 2 ): 554 - 62 . ).

In a randomized, placebo-controlled study, the authors observed modulation of miRNAs after treating 35 diabetic hypertensive men. The treatment was undertaken for a one-year period and involved administering a grape extract containing 8 mg of resveratrol. According to the author, these miRNAs are related to a regulatory role in inflammatory responses. Upregulation was observed for miR-21, miR-181b, miR-663, and miR-30c2, whereas others such as miR-34a and miR-155 were downregulated in PBMC ( 125125. Tomé-Carneiro J , Larrosa M , Yánez-Gascón MJ , Dávalos A , Gil-Zamorano J , Gonzálvez M , et al . One-year supplementation with a grape extract containing resveratrol modulates inflammatory-related microRNAs and cytokines expression in peripheral blood mononuclear cells of type 2 diabetes and hypertensive patients with coronary artery disease . Pharmacol Res . 2013 ; 72 : 69 - 82 . ).

Ortega and cols. ( 126126. Ortega FJ , Cardona-Alvarado MI , Mercader JM , Moreno-Navarrete JM , Moreno M , Sabater M , et al . Circulating profiling reveals the effect of a polyunsaturated fatty acid-enriched diet on common microRNAs . J Nutr Biochem . 2015 ; 26 ( 10 ): 1095 - 101 . ) showed that an intake of nuts (30 g/day of almonds and walnuts) modulated the expression of plasma miRNAs. Nuts downregulated the expression of miR-328, miR-330-3p, miR-221, and miR-125a-5p, and upregulated the expression of miR-192, miR-486-5p, miR-19b, miR-106a, miR-769-5p, miR-130b, and miR-18a in obese subjects. Also, miR-130b and miR-221 were related to a reduction in plasma CRP levels. The downregulation of miR-125a-5p was linked to a reduction of plasma triacylglycerols and increased adiponectin levels. The effect of nuts on circulating miRNA expression was also shown in a very recent study in which obese women consumed Brazil nut for two months. The intake of Brazil nut upregulated the expression of miR-454-3p and miR-584-5p ( 127127. Reis BZ , Duarte GBS , Vargas-Mendez E , Ferreira LRP , Barbosa F , Cercato C , et al . Brazil nut intake increases circulating miR-454-3p and miR-584-5p in obese women . Nutr Res . 2019 ; 67 : 40 - 52 . ).

Recently, a clinical trial ( 128128. Marques-Rocha JL , Milagro FI , Mansego ML , Zulet MA , Bressan J , Martínez JA . Expression of inflammation-related miRNAs in white blood cells from subjects with metabolic syndrome after 8 wk of following a Mediterranean diet-based weight loss program . Nutrition . 2016 ; 32 ( 1 ): 48 - 55 . ) showed the effect of a hypoenergetic diet based on MedDiet (30% energy restriction) for eight weeks in subjects with metabolic syndrome. Nutritional intervention downregulated the expression of miR-155-3p in white blood cells and upregulated the let-7b expression. The increased expression of let-7b was linked to a low intake of lipids and saturated fats.

Current studies that link nutrition to miRNAs in humans are scarce and do not show a cause-effect relationship. Thus, further studies are needed to elucidate the molecular mechanism by which nutrients and bioactive compounds modulate miRNA expression and the metabolic pathways affected by miRNAs ( 129129. Bladé C , Baselga-Escudero L , Salvadó MJ , Arola-Arnal A . miRNAs, polyphenols, and chronic disease . Mol Nutr Food Res 2013 ; 57 ( 1 ): 58 - 70 . ).

We conclude that the search for nutritional biomarkers for applications in clinical practice remains a challenge. However, these findings will allow for the early diagnosis of diseases, facilitate appropriate interventions, and even predict responses to different types of treatment ( 8383. Oki E , Norde MN , Carioca AAF , Souza JMP , Castro IA , Marchioni DML , et al . Polymorphisms of the TNF-α gene interact with plasma fatty acids on inflammatory biomarker profile: A population-based, cross-sectional study in São Paulo, Brazil . Br J Nutr . 2017 ; 117 ( 12 ): 1663 - 73 . ). In recent years, great efforts have been made to identify the biomarkers that may influence the treatment of the obesity-related inflammatory process. The knowledge gained from nutritional genomics requires an evidence-based approach for personalized recommendations to be validated and proven beneficial for individuals ( 77. Corrêa TAF , Rogero MM . Polyphenols regulating microRNAs and inflammation biomarkers in obesity . Nutrition . 2019 ; 59 : 150 - 7 . , 8484. Marais AD . Apolipoprotein E in lipoprotein metabolism, health and cardiovascular disease . Pathology . 2019 ; 51 ( 2 ): 165 - 76 . ).

Despite the great deal of progress made so far, this is a relatively new field, and the use of nutrigenetic tests requires careful attention from professionals with deep knowledge, ethics, and experience. In addition, studies aiming at investigating gene-diet interaction in the context of inflammation are mainly candidate-gene studies, and all polymorphisms that have been investigated in at least two independent samples still need replication. This lack of replication is often attributed to the large variation in study designs and the small effect of a single genetic variant on complex outcomes, such as inflammation. Therefore, it is important to highlight the use of GRS as an important tool in the application, handling, and administration of personalized nutrition (identifying a diet based on this score), thus bringing significant benefits to the obese.

REFERENCES

  • 1
    Camp KM , Trujillo E . Position of the Academy of Nutrition and Dietetics: nutritional genomics . J Acad Nutr Diet . 2014 ; 114 ( 2 ): 299 - 312 .
  • 2
    Ordovas JM , Ferguson LR , Tai ES , Mathers JC . Personalised nutrition and health . BMJ . 2018 ; 361 : bmj-k2173 .
  • 3
    Cominetti C , Horst MA , Rogero MM . Brazilian Society for Food and Nutrition position statement: nutrigenetic tests . Nutrire . 2017 ; 42 ( 1 ): 10 .
  • 4
    Ferguson LR , De Caterina R , Görman U , Allayee H , Kohlmeier M , Prasad C , et al . Guide and position of the international society of nutrigenetics/nutrigenomics on personalised nutrition: part 1-fields of precision nutrition . J Nutrigenet Nutrigenomics . 2016 ; 9 ( 1 ): 12 - 27 .
  • 5
    Ramos-Lopez O , Milagro FI , Allayee H , Chmurzynska A , Choi MS , Curi R , et al . Guide for current nutrigenetic, nutrigenomic, and nutriepigenetic approaches for precision nutrition involving the prevention and management of chronic diseases associated with obesity . J Nutrigenet Nutrigenomics . 2017 ; 10 ( 1-2 ): 43 - 62 .
  • 6
    Ma Y , Ordovas JM . The integration of epigenetics and genetics in nutrition research for CVD risk factors . Proc Nutr Soc . 2017 ; 76 ( 3 ): 333 - 46 .
  • 7
    Corrêa TAF , Rogero MM . Polyphenols regulating microRNAs and inflammation biomarkers in obesity . Nutrition . 2019 ; 59 : 150 - 7 .
  • 8
    Bloomfield HE , Koeller E , Greer N , MacDonald R , Kane R , Wilt TJ . Effects on health outcomes of a Mediterranean diet with no restriction on fat intake: a systematic review and meta-analysis . Ann Intern Med . 2016 ; 165 ( 7 ): 491 - 500 .
  • 9
    Camargo A , Delgado-Lista J , Garcia-Rios A , Cruz-Teno C , Yubero-Serrano EM , Perez-Martinez P , et al . Expression of proinflammatory, proatherogenic genes is reduced by the Mediterranean diet in elderly people . Br J Nutr . 2012 ; 108 ( 3 ): 500 - 8 .
  • 10
    Perez-Martinez P , Garcia-Rios A , Delgado-Lista J , Perez-Jimenez F , Lopez-Miranda J . Mediterranean diet rich in olive oil and obesity, metabolic syndrome and diabetes mellitus . Curr Pharm Des . 2011 ; 17 ( 8 ): 769 - 77 .
  • 11
    Esmaillzadeh A , Kimiagar M , Mehrabi Y , Azadbakht L , Hu FB , Willett WC . Dietary Patterns and Markers of Systemic Inflammation among Iranian Women . J Nutr . 2007 ; 137 ( 4 ): 992 - 8 .
  • 12
    Schwingshackl L , Christoph M , Hoffmann G . Effects of Olive Oil on Markers of Inflammation and Endothelial Function-A Systematic Review and Meta-Analysis . Nutrients . 2015 ; 7 ( 9 ): 7651 - 75 .
  • 13
    Casas R , Urpi-Sardà M , Sacanella E , Arranz S , Corella D , Castañer O , et al . Anti-inflammatory effects of the Mediterranean diet in the early and late stages of atheroma plaque development . Mediat Inflamm . 2017 ; 2017 .
  • 14
    Estruch R , Martínez-González MÁ , Corella D , Salas-Salvadó J , Ruiz-Gutiérrez V , Covas MI , et al . Effects of a Mediterranean-Style Diet on Cardiovascular Risk Factors: A Randomized Trial . Ann Intern Med . 2006 ; 145 ( 1 ): 1 - 11 .
  • 15
    Llorente-Cortés V , Estruch R , Mena MP , Ros E , González MAM , Fitó M , et al . Effect of Mediterranean diet on the expression of pro-atherogenic genes in a population at high cardiovascular risk . Atherosclerosis . 2010 ; 208 ( 2 ): 442 - 50 .
  • 16
    van Dijk SJ , Feskens EJ , Bos MB , de Groot LC , de Vries JH , Muller M , et al . Consumption of a high monounsaturated fat diet reduces oxidative phosphorylation gene expression in peripheral blood mononuclear cells of abdominally overweight men and women . J Nutr . 2012 ; 142 ( 7 ): 1219 - 25 .
  • 17
    Aparicio-Soto M , Sánchez-Hidalgo M , Rosillo MÁ , Castejón ML , Alarcón-de-la-Lastra C . Extra virgin olive oil: a key functional food for prevention of immune-inflammatory diseases . Food Funct . 2016 ; 7 ( 11 ): 4492 - 505 . doi: 10.1039/c6fo01094f .
  • 18
    Covas M-I , de la Torre R , Fitó M . Virgin olive oil: a key food for cardiovascular risk protection . Br J Nutr . 2015 ; 113 ( S2 ): S19 - 28 .
  • 19
    Herrera-Marcos LV , Lou-Bonafonte JM , Arnal C , Navarro MA , Osada J . Transcriptomics and the Mediterranean diet: A systematic review . Nutrients . 2017 ; 9 ( 5 ).
  • 20
    Konstantinidou V , Covas MI , Munoz-Aguayo D , Khymenets O , de la Torre R , Saez G , et al . In vivo nutrigenomic effects of virgin olive oil polyphenols within the frame of the Mediterranean diet: a randomized controlled trial . FASEB J . 2010 ; 24 ( 7 ): 2546 - 57 .
  • 21
    Parkinson L , Cicerale S . The health benefiting mechanisms of virgin olive oil phenolic compounds . Molecules . 2016 ; 21 ( 12 ).
  • 22
    van Dijk SJ , Feskens EJ , Bos MB , Hoelen DW , Heijligenberg R , Bromhaar MG , et al . A saturated fatty acid-rich diet induces an obesity-linked proinflammatory gene expression profile in adipose tissue of subjects at risk of metabolic syndrome . Am J Clin Nutr . 2009 ; 90 ( 6 ): 1656 - 64 .
  • 23
    Allaire J , Couture P , Leclerc M , Charest A , Marin J , Lepine MC , et al . A randomized, crossover, head-to-head comparison of eicosapentaenoic acid and docosahexaenoic acid supplementation to reduce inflammation markers in men and women: the Comparing EPA to DHA (ComparED) Study . Am J Clin Nutr . 2016 ; 104 ( 2 ): 280 - 7 .
  • 24
    Rogero MM , Calder PC . Obesity, inflammation, toll-like receptor 4 and fatty acids . Nutrients . 2018 ; 10 ( 4 ). pii: E432 .
  • 25
    Vors C , Allaire J , Marin J , Lépine M-C , Charest A , Tchernof A , et al . Inflammatory gene expression in whole blood cells after EPA vs. DHA supplementation: Results from the ComparED study . Atherosclerosis . 2017 ; 257 : 116 - 22 .
  • 26
    So J , Wu D , Lichtenstein A , Lamon-Fava S . Docosahexaenoic Acid and Eicosapentaenoic Acid Supplementation Differentially Modulate Pro- and Anti-inflammatory Cytokines in Subjects with Chronic Inflammation (OR29-02-19) . Curr Dev Nutr . 2019 ; 3 ( Suppl 1 ).
  • 27
    Allaire J , Vors C , Tremblay AJ , Marin J , Charest A , Tchernof A , et al . High-dose DHA has more profound effects on LDL-related features than high-dose EPA: The ComparED Study . J Clin Endocrinol Metab . 2018 ; 103 ( 8 ): 2909 - 17 .
  • 28
    Tsunoda F , Lamon-Fava S , Asztalos BF , Iyer LK , Richardson K , Schaefer EJ . Effects of oral eicosapentaenoic acid versus docosahexaenoic acid on human peripheral blood mononuclear cell gene expression . Atherosclerosis . 2015 ; 241 ( 2 ): 400 - 8 .
  • 29
    Albuquerque D , Stice E , Rodríguez-López R , Manco L , Nóbrega C . Current review of genetics of human obesity: from molecular mechanisms to an evolutionary perspective . Molecular genetics and genomics . 2015 ; 290 ( 4 ): 1191 - 221 .
  • 30
    Locke AE , Kahali B , Berndt SI , Justice AE , Pers TH , Day FR , et al . Genetic studies of body mass index yield new insights for obesity biology . Nature . 2015 ; 518 ( 7538 ): 197 - 206 .
  • 31
    Hotamisligil GS . Inflammation, metaflammation and immunometabolic disorders . Nature . 2017 ; 542 ( 7640 ): 177 - 85 .
  • 32
    Joffe YT , Houghton CA . A novel approach to the nutrigenetics and nutrigenomics of obesity and weight management . Cur Oncol Rep . 2016 ; 18 ( 7 ): 43 .
  • 33
    McCarthy MI . Genomics, type 2 diabetes, and obesity . New Engl J Med . 2010 ; 363 ( 24 ): 2339 - 50 .
  • 34
    Walter S , Mejía-Guevara I , Estrada K , Liu SY , Glymour MM . Association of a genetic risk score with body mass index across different birth cohorts . JAMA . 2016 ; 316 ( 1 ): 63 - 9 .
  • 35
    Nicoletti CF , Pinhel MA , de Oliveira BA , Marchini JS , Salgado Junior W , Silva Junior WA , et al . The genetic predisposition score of seven obesity-related single nucleotide polymorphisms is associated with better metabolic outcomes after Roux-en-Y gastric bypass . J Nutrigenet Nutrigenomics . 2016 ; 9 ( 5-6 ): 222 - 30 .
  • 36
    San-Cristobal R , Navas-Carretero S , Livingstone K , Celis-Morales C , Macready A , Fallaize R , et al . Mediterranean diet adherence and genetic background roles within a web-based nutritional intervention: The food4me study . Nutrients . 2017 ; 9 ( 10 ). pii: E1107 .
  • 37
    Abraham G , Havulinna AS , Bhalala OG , Byars SG , De Livera AM , Yetukuri L , et al . Genomic prediction of coronary heart disease . Eur Heart J . 2016 ; 37 ( 43 ): 3267 - 78 .
  • 38
    Qi L , Parast L , Cai T , Powers C , Gervino EV , Hauser TH , et al . Genetic susceptibility to coronary heart disease in type 2 diabetes: 3 independent studies . J Am Coll Cardiol . 2011 ; 58 ( 25 ): 2675 - 82 .
  • 39
    Kristiansson K , Perola M , Tikkanen E , Kettunen J , Surakka I , Havulinna AS , et al . Genome-wide screen for metabolic syndrome susceptibility Loci reveals strong lipid gene contribution but no evidence for common genetic basis for clustering of metabolic syndrome traits . Circ Cardiovasc Genet . 2012 ; 5 ( 2 ): 242 - 9 .
  • 40
    Torkamani A , Topol E . Polygenic Risk Scores Expand to Obesity . Cell . 2019 ; 177 ( 3 ): 518 - 20 .
  • 41
    Jessri M , Wolfinger RD , Lou WY , L’Abbé MR . Identification of dietary patterns associated with obesity in a nationally representative survey of Canadian adults: Application of a priori, hybrid, and simplified dietary pattern techniques . Am J Clin Nutr . 2017 ; 105 ( 3 ): 669 - 84 .
  • 42
    de Toro-Martín J , Arsenault B , Després JP , Vohl M-C . Precision nutrition: a review of personalized nutritional approaches for the prevention and management of metabolic syndrome . Nutrients . 2017 ; 9 ( 8 ). pii: E913 .
  • 43
    Romieu I , Dossus L , Barquera S , Blottière HM , Franks PW , Gunter M , et al . Energy balance and obesity: what are the main drivers? Cancer Causes Control . 2017 ; 28 ( 3 ): 247 - 58 .
  • 44
    Corella D , Coltell O , Macian F , Ordovás JM . Advances in understanding the molecular basis of the mediterranean diet effect . Ann Rev Food Sci Technol . 2018 ; 9 : 227 - 49 .
  • 45
    Hosseini-Esfahani F , Koochakpoor G , Daneshpour M , Sedaghati-khayat B , Mirmiran P , Azizi F . Mediterranean dietary pattern adherence modify the association between FTO genetic variations and obesity phenotypes . Nutrients . 2017 ; 9 ( 10 ). pii: E1064 .
  • 46
    Sharma AM , Padwal R . Obesity is a sign – over-eating is a symptom: an aetiological framework for the assessment and management of obesity . Obes Rev . 2010 ; 11 ( 5 ): 362 - 70 .
  • 47
    Faith MS , Pietrobelli A , Nunez C , Heo M , Heymsfield SB , Allison DB . Evidence for independent genetic influences on fat mass and body mass index in a pediatric twin sample . Pediatrics . 1999 ; 104 ( 1 ): 61 - 7 .
  • 48
    Hainer V , Zamrazilova H , Spalova J , Hainerová I , Kunešová M , Aldhoon B , et al . Role of hereditary factors in weight loss and its maintenance . Physiol Res . 2008 ; 57 Suppl 1 : S1 - 15 .
  • 49
    Deram S , Villares SMF . Genetic variants influencing effectiveness of weight loss strategies . Arq Bras Endocrinol Metab . 2009 ; 53 ( 2 ): 129 - 38 .
  • 50
    Heianza Y , Qi L . Gene-diet interaction and precision nutrition in obesity . Int J Mol Sci . 2017 ; 18 ( 4 ). pii: E787 .
  • 51
    Serra-Majem L , Roman-Vinas B , Sanchez-Villegas A , Guasch-Ferre M , Corella D , La Vecchia C . Benefits of the Mediterranean diet: Epidemiological and molecular aspects . Mol Aspects Med . 2019 ; 67 : 1 - 55 .
  • 52
    Corella D , Barragán-Arnal R , Ordovás JM , Oscar C . Nutrigenetics, nutrigenomics and Mediterranean diet: a new vision for gastronomy . Nutr Hosp . 2018 ; 35 ( 4 ): 19 - 27 .
  • 53
    Corella D , Ordovas JM . Single nucleotide polymorphisms that influence lipid metabolism: interaction with dietary factors . Ann Rev Nutr . 2005 ; 25 : 341 - 90 .
  • 54
    Ortega-Azorín C , Sorlí JV , Asensio EM , Coltell O , Martínez-González MÁ , Salas-Salvadó J , et al . Associations of the FTO rs9939609 and the MC4R rs17782313 polymorphisms with type 2 diabetes are modulated by diet, being higher when adherence to the Mediterranean diet pattern is low . Cardiovasc Diabetol . 2012 ; 11 : 137 .
  • 55
    Sotos-Prieto M , Smith CE , Lai CQ , Tucker KL , Ordovas JM , Mattei J . Mediterranean diet adherence modulates anthropometric measures by TCF7L2 genotypes among Puerto Rican adults . J Nutr . 2020 ; 150 ( 1 ): 167 - 75 .
  • 56
    Cominetti C , de Bortoli MC , Purgatto E , Ong TP , Moreno FS , Garrido Jr AB , et al . Associations between glutathione peroxidase-1 Pro198Leu polymorphism, selenium status, and DNA damage levels in obese women after consumption of Brazil nuts . Nutrition . 2011 ; 27 ( 9 ): 891 - 6 .
  • 57
    Portal VL , Markoski MM , de Quadros AS , Garofallo S , dos Santos JL , Oliveira A , et al . Effect of polymorphisms in the CD36 and STAT3 genes on different dietary interventions among patients with coronary artery disease: study protocol for a randomized controlled trial . Trials . 2016 ; 17 ( 1 ): 437 .
  • 58
    Qi L . Gene-diet interaction and weight loss . Cur Opin Lipidol . 2014 ; 25 ( 1 ): 27 - 34 .
  • 59
    Qi L , Cho YA . Gene-environment interaction and obesity . Nutr Rev . 2008 ; 66 ( 12 ): 684 - 94 .
  • 60
    Qi L . Gene-diet interactions in complex disease: current findings and relevance for public health . Cur Nutr Rep . 2012 ; 1 ( 4 ): 222 - 7 .
  • 61
    Nettleton JA , Follis JL , Ngwa JS , Smith CE , Ahmad S , Tanaka T , et al . Gene× dietary pattern interactions in obesity: analysis of up to 68 317 adults of European ancestry . Hum Mol Genet . 2015 ; 24 ( 16 ): 4728 - 38 .
  • 62
    Ghadge AA , Khaire AA , Kuvalekar AA . Adiponectin: A potential therapeutic target for metabolic syndrome . Cytokine Growth Factor Rev . 2018 ; 39 : 151 - 8 .
  • 63
    Frankenberg ADV , Reis AF , Gerchman F . Relationships between adiponectin levels, the metabolic syndrome, and type 2 diabetes: a literature review . Arch Endocrinol Metab . 2017 ; 61 ( 6 ): 614 - 22 .
  • 64
    Cesari M , Narkiewicz K , De Toni R , Aldighieri E , Williams CJ , Rossi GP . Heritability of plasma adiponectin levels and body mass index in twins . J Clin Endocrinol Metab . 2007 ; 92 ( 8 ): 3082 - 8 .
  • 65
    Henneman P , Aulchenko YS , Frants RR , Zorkoltseva IV , Zillikens MC , Frolich M , et al . Genetic architecture of plasma adiponectin overlaps with the genetics of metabolic syndrome-related traits . Diabetes Care . 2010 ; 33 ( 4 ): 908 - 13 .
  • 66
    Hicks C , Zhu X , Luke A , Kan D , Adeyemo A , Wu X , et al . A genome-wide scan of loci linked to serum adiponectin in two populations of African descent . Obesity . 2007 ; 15 ( 5 ): 1207 - 14 .
  • 67
    Menzaghi C , Salvemini L , Paroni G , De Bonis C , Mangiacotti D , Fini G , et al . Circulating high molecular weight adiponectin isoform is heritable and shares a common genetic background with insulin resistance in nondiabetic White Caucasians from Italy: evidence from a family-based study . J Intern Med . 2010 ; 267 ( 3 ): 287 - 94 .
  • 68
    Kyriakou T , Collins LJ , Spencer-Jones NJ , Malcolm C , Wang X , Snieder H , et al . Adiponectin gene ADIPOQ SNP associations with serum adiponectin in two female populations and effects of SNPs on promoter activity . J Human Genet . 2008 ; 53 ( 8 ): 718 - 22 .
  • 69
    Menzaghi C , Trischitta V , Doria A . Genetic influences of adiponectin on insulin resistance, type 2 diabetes, and cardiovascular disease . Diabetes . 2007 ; 56 ( 5 ): 1198 - 209 .
  • 70
    Ntalla I , Dedoussis G , Yannakoulia M , Smart MC , Louizou E , Sakka SD , et al . ADIPOQ gene polymorphism rs1501299 interacts with fibre intake to affect adiponectin concentration in children: the GENe-Diet Attica Investigation on childhood obesity . Eur J Nutr . 2009 ; 48 ( 8 ): 493 - 7 .
  • 71
    Aller R , Izaola O , Primo D , de Luis DA . The effect of single-nucleotide polymorphisms at the ADIPOQ gene locus rs1501299 on metabolic parameters after 9 mo of a high-protein/low-carbohydrate versus a standard hypocaloric diet . Nutrition . 2019 ; 65 : 44 - 9 .
  • 72
    Maintinguer Norde M , Oki É , de Castro IA , Pacheco Souza JM , Teixeira Damasceno NR , Mara Fisberg R , et al . Influence of adiponectin gene variants and plasma fatty acids on systemic inflammation state association – A cross-sectional population-based study, São Paulo, Brazil . Mol Nutr Food Res . 2016 ; 60 ( 2 ): 278 - 86 .
  • 73
    Norde MM , Fisberg RM , Marchioni DML , Rogero MM . Systemic low-grade inflammation associated lifestyle, diet and genetic factors, a population-based cross-sectional study . Nutrition . 2019 ; 10 : 110596 .
  • 74
    Alsaleh A , Crepostnaia D , Maniou Z , Lewis FJ , Hall WL , Sanders TAB , et al . Adiponectin gene variant interacts with fish oil supplementation to influence serum adiponectin in older individuals . J Nutr . 2013 ; 143 ( 7 ): 1021 - 7 .
  • 75
    Norde MM , Oki E , Rogero MM . C-Reactive Protein and Fatty Acids: Public Health Concerns and Implications . In: Patel V , ed . The Molecular Nutrition of Fats . Philadelphia : Elsevier ; 2019 . p. 117 - 33 .
  • 76
    Arouca AB , Meirhaeghe A , Dallongeville J , Moreno LA , Lourenço GJ , Marcos A , et al . Interplay between the Mediterranean diet and C-reactive protein genetic polymorphisms towards inflammation in adolescents . Clin Nutr . 2019 . pii: S0261-5614 ( 19 ) 33028 - 6 .
  • 77
    Zubair N , Conomos MP , Hood L , Omenn GS , Price ND , Spring BJ , et al . Genetic Predisposition Impacts Clinical Changes in a Lifestyle Coaching Program . Sci Rep . 2019 ; 9 ( 1 ): 6805 .
  • 78
    Nienaber-Rousseau C , Swanepoel B , Dolman R , Pieters M , Conradie K , Towers G . Interactions between C-reactive protein genotypes with markers of nutritional status in relation to inflammation . Nutrients . 2014 ; 6 ( 11 ): 5034 - 50 .
  • 79
    Cormier H , Rudkowska I , Lemieux S , Couture P , Vohl MC . Expression and sequence variants of inflammatory genes; effects on plasma inflammation biomarkers following a 6-week supplementation with fish oil . Int J Mol Sci . 2016 ; 17 ( 3 ): 375 .
  • 80
    Oki E , Norde MM , Carioca AAF , Ikeda RE , Souza JMP , Castro IA , et al . Interaction of SNP in the CRP gene and plasma fatty acid profile in inflammatory pattern: a cross-sectional population-based study . Nutrition . 2016 ; 32 ( 1 ): 88 - 94 .
  • 81
    Elahi MM , Asotra K , Matata BM , Mastana SS . Tumor necrosis factor alpha -308 gene locus promoter polymorphism: an analysis of association with health and disease . Biochim Biophys Acta . 2009 ; 1792 ( 3 ): 163 - 72 .
  • 82
    Gomez-Delgado F , Alcala-Diaz JF , Garcia-Rios A , Delgado-Lista J , Ortiz-Morales A , Rangel-Zuñiga O , et al . Polymorphism at the TNF-alpha gene interacts with M editerranean diet to influence triglyceride metabolism and inflammation status in metabolic syndrome patients: From the CORDIOPREV clinical trial . Mol Nutr Food Res . 2014 ; 58 ( 7 ): 1519 - 27 .
  • 83
    Oki E , Norde MN , Carioca AAF , Souza JMP , Castro IA , Marchioni DML , et al . Polymorphisms of the TNF-α gene interact with plasma fatty acids on inflammatory biomarker profile: A population-based, cross-sectional study in São Paulo, Brazil . Br J Nutr . 2017 ; 117 ( 12 ): 1663 - 73 .
  • 84
    Marais AD . Apolipoprotein E in lipoprotein metabolism, health and cardiovascular disease . Pathology . 2019 ; 51 ( 2 ): 165 - 76 .
  • 85
    Mukamal KJ , Cushman M , Mittleman MA , Tracy RP , Siscovick DS . Alcohol consumption and inflammatory markers in older adults: the Cardiovascular Health Study . Atherosclerosis . 2004 ; 173 ( 1 ): 79 - 87 .
  • 86
    Carvalho-Wells AL , Jackson KG , Lockyer S , Lovegrove JA , Minihane AM . APOE genotype influences triglyceride and C-reactive protein responses to altered dietary fat intake in UK adults . Am J Clin Nutr . 2012 ; 96 ( 6 ): 1447 - 53 .
  • 87
    Rathnayake KM , Weech M , Jackson KG , Lovegrove JA . Impact of the Apolipoprotein E (epsilon) Genotype on Cardiometabolic Risk Markers and Responsiveness to Acute and Chronic Dietary Fat Manipulation . Nutrients . 2019 ; 11 ( 9 ). pii: E2044 .
  • 88
    Prizment AE , Folsom AR , Dreyfus J , Anderson KE , Visvanathan K , Joshu CE , et al . Plasma C-reactive protein, genetic risk score, and risk of common cancers in the Atherosclerosis Risk in Communities study . Cancer Causes Control . 2013 ; 24 ( 12 ): 2077 - 87
  • 89
    Ross SA. Epigenetics of Mediterranean diet: altering disease risk. In: Romagnolo DF, Selmin OI, eds. Mediterranean Diet. Switzerland: Springer; 2016. p. 203-16.
  • 90
    Milagro FI , Mansego ML , De Miguel C , Martinez JA . Dietary factors, epigenetic modifications and obesity outcomes: progresses and perspectives . Mol Aspects Med . 2013 ; 34 ( 4 ): 782 - 812 .
  • 91
    Arpón A , Riezu-Boj JI , Milagro FI , Marti A , Razquin C , Martínez-González MA , et al . Adherence to Mediterranean diet is associated with methylation changes in inflammation-related genes in peripheral blood cells . J Physiol Biochem . 2016 ; 73 ( 3 ): 445 - 55 .
  • 92
    Voisin S , Almén MS , Moschonis G , Chrousos GP , Manios Y , Schiöth HB . Dietary fat quality impacts genome-wide DNA methylation patterns in a cross-sectional study of Greek preadolescents . Eur J Hum Genet . 2015 ; 23 ( 5 ): 654 - 62 .
  • 93
    Landrier JF , Derghal A , Mounien L . MicroRNAs in Obesity and Related Metabolic Disorders . Cells . 2019 ; 8 ( 8 ): 859 .
  • 94
    Krützfeldt J , Stoffel M . MicroRNAs: a new class of regulatory genes affecting metabolism . Cell Metab . 2006 ; 4 ( 1 ): 9 - 12 .
  • 95
    Ross SA , Davis CD . The emerging role of microRNAs and nutrition in modulating health and disease . Ann Rev Nutr . 2014 ; 34 : 305 - 36 .
  • 96
    Yao Q , Chen Y , Zhou X . The roles of microRNAs in epigenetic regulation . Curr Opin Chem Biol . 2019 ; 51 : 11 - 7 .
  • 97
    Chhabra R . miRNA and methylation: a multifaceted liaison . Chembiochem . 2015 ; 16 ( 2 ): 195 - 203 .
  • 98
    Wang S , Wu W , Claret FX . Mutual regulation of microRNAs and DNA methylation in human cancers . Epigenetics . 2017 ; 12 ( 3 ): 187 - 97 .
  • 99
    Catalanotto C , Cogoni C , Zardo G . MicroRNA in control of gene expression: an overview of nuclear functions . Int J Mol Sci . 2016 ; 17 ( 10 ). pii: E 1712 .
  • 100
    Paugh SW , Coss DR , Bao J , Laudermilk LT , Grace CR , Ferreira AM , et al . MicroRNAs form triplexes with double stranded DNA at sequence-specific binding sites; a eukaryotic mechanism via which microRNAs could directly alter gene expression . PLoS Comput Biol . 2016 ; 12 ( 2 ): e1004744 .
  • 101
    Lin S , Gregory RI . MicroRNA biogenesis pathways in cancer . Nat Rev Cancer . 2015 ; 15 ( 6 ): 321 - 33 .
  • 102
    Cloonan N , Wani S , Xu Q , Gu J , Lea K , Heater S , et al . MicroRNAs and their isomiRs function cooperatively to target common biological pathways . Genome Biol . 2011 ; 12 ( 12 ): R126 .
  • 103
    Huntzinger E , Izaurralde E . Gene silencing by microRNAs: contributions of translational repression and mRNA decay . Nat Rev Genet . 2011 ; 12 ( 2 ): 99 - 110 .
  • 104
    Quintanilha B , Reis B , Duarte G , Cozzolino S , Rogero M . Nutrimiromics: role of microRNAs and nutrition in modulating inflammation and chronic diseases . Nutrients . 2017 ; 9 ( 11 ). pii: E 1168 .
  • 105
    Kawaguchi T , Komatsu S , Ichikawa D , Tsujiura M , Takeshita H , Hirajima S , et al . Circulating MicroRNAs: A Next-Generation Clinical Biomarker for Digestive System Cancers . Int J Mol Sci . 2016 ; 17 ( 9 ): 1459 .
  • 106
    Xu J , Zhao J , Evan G , Xiao C , Cheng Y , Xiao J . Circulating microRNAs: novel biomarkers for cardiovascular diseases . J Mol Med . 2012 ; 90 ( 8 ): 865 - 75 .
  • 107
    Pescador N , Pérez-Barba M , Ibarra JM , Corbatón A , Martínez-Larrad MT , Serrano-Ríos M . Serum Circulating microRNA Profiling for Identification of Potential Type 2 Diabetes and Obesity Biomarkers . PLoS One . 2013 ; 8 ( 10 ): e77251 .
  • 108
    Szelenberger R , Kacprzak M , Saluk-Bijak J , Zielinska M , Bijak M . Plasma MicroRNA as a novel diagnostic . Clin Chim Acta . 2019 ; 499 : 98 - 107 .
  • 109
    Friedman RC , Farh KK , Burge CB , Bartel DP . Most mammalian mRNAs are conserved targets of microRNAs . Genome Res . 2009; 19 ( 1 ): 92 - 105 .
  • 110
    Hulsmans M , De Keyzer D , Holvoet P . MicroRNAs regulating oxidative stress and inflammation in relation to obesity and atherosclerosis . FASEB J . 2011 ; 25 ( 8 ): 2515 - 27 .
  • 111
    Ma E , Fu Y , Garvey WT . Relationship of Circulating miRNAs with Insulin Sensitivity and Associated Metabolic Risk Factors in Humans . Metab Syndr Relat Disord . 2018 ; 16 ( 2 ): 82 - 9 .
  • 112
    Aryal B , Singh AK , Rotllan N , Price N , Fernandez-Hernando C . MicroRNAs and lipid metabolism . Curr Opin Lipidol . 2017 ; 28 ( 3 ): 273 - 80 .
  • 113
    Shah R , Murthy V , Pacold M , Danielson K , Tanriverdi K , Larson MG , et al . Extracellular RNAs Are Associated With Insulin Resistance and Metabolic Phenotypes . Diabetes Care . 2017 ; 40 ( 4 ): 546 - 53 .
  • 114
    Cruz KJC , de Oliveira ARS , Morais JBS , Severo JS , do Nascimento Marreiro D . Role of MicroRNAs on Adipogenesis, Chronic Low-Grade Inflammation, and Insulin Resistance in Obesity . Nutrition . 2017 ; 35 : 28 - 35 .
  • 115
    Creemers EE , Tijsen AJ , Pinto YM . Circulating microRNAs: novel biomarkers and extracellular communicators in cardiovascular disease? Circ Res . 2012 ; 110 ( 3 ): 483 - 95 .
  • 116
    Zampetaki A , Willeit P , Drozdov I , Kiechl S , Mayr M . Profiling of circulating microRNAs: from single biomarkers to re-wired networks . Cardiovasc Res . 2012 ; 93 ( 4 ): 555 - 62 .
  • 117
    Tijsen AJ , Pinto YM , Creemers EE . Circulating microRNAs as diagnostic biomarkers for cardiovascular diseases . Am J Physiol. 2012 ; 303 ( 9 ): H1085 - 95 .
  • 118
    Lorente-Cebrián S , González-Muniesa P , Milagro FI , Martínez JA . MicroRNAs and other non-coding RNAs in adipose tissue and obesity: emerging roles as biomarkers and therapeutic targets . Clin Sci . 2019 ; 133 ( 1 ): 23 - 40 .
  • 119
    Li R , Shen Q , Wu N , He M , Liu N , Huang J , et al . MiR-145 improves macrophage-mediated inflammation through targeting Arf6 . Endocrine . 2018 ; 60 ( 1 ): 73 - 82 .
  • 120
    Mehta R , Otgonsuren M , Younoszai Z , Allawi H , Raybuck B , Younossi Z . Circulating miRNA in patients with non-alcoholic fatty liver disease and coronary artery disease . BMJ Open Gastroenterol . 2016 ; 3 ( 1 ): e000096 .
  • 121
    Lozano-Bartolomé J , Llauradó G , Portero-Otin M , Altuna-Coy A , Rojo-Martínez G , Vendrell J , et al . Altered Expression of miR-181a-5p and miR-23a-3p Is Associated With Obesity and TNFα-Induced Insulin Resistance . J Clin Endocrinol Metab . 2018 ; 103 ( 4 ): 1447 - 58 .
  • 122
    Cho YK , Son Y , Kim SN , Song HD , Kim M , Park JH , et al . MicroRNA-10a-5p regulates macrophage polarization and promotes therapeutic adipose tissue remodeling . Mol Metab . 2019 ; 29 : 86 - 98 .
  • 123
    Jiménez-Lucena R , Camargo A , Alcalá-Diaz JF , Romero-Baldonado C , Luque RM , van Ommen B , et al . A plasma circulating miRNAs profile predicts type 2 diabetes mellitus and prediabetes: from the CORDIOPREV study . Exp Mol Med. 2018 ;50(12):1-12.
  • 124
    Quintanilha BJ, Pinto Ferreira LR, Ferreira FM, Neto EC, Sampaio GR, Rogero MM . Circulating plasma microRNAs dysregulation and metabolic endotoxemia induced by a high-fat high-saturated diet . Clin Nutr . 2020 ; 39 ( 2 ): 554 - 62 .
  • 125
    Tomé-Carneiro J , Larrosa M , Yánez-Gascón MJ , Dávalos A , Gil-Zamorano J , Gonzálvez M , et al . One-year supplementation with a grape extract containing resveratrol modulates inflammatory-related microRNAs and cytokines expression in peripheral blood mononuclear cells of type 2 diabetes and hypertensive patients with coronary artery disease . Pharmacol Res . 2013 ; 72 : 69 - 82 .
  • 126
    Ortega FJ , Cardona-Alvarado MI , Mercader JM , Moreno-Navarrete JM , Moreno M , Sabater M , et al . Circulating profiling reveals the effect of a polyunsaturated fatty acid-enriched diet on common microRNAs . J Nutr Biochem . 2015 ; 26 ( 10 ): 1095 - 101 .
  • 127
    Reis BZ , Duarte GBS , Vargas-Mendez E , Ferreira LRP , Barbosa F , Cercato C , et al . Brazil nut intake increases circulating miR-454-3p and miR-584-5p in obese women . Nutr Res . 2019 ; 67 : 40 - 52 .
  • 128
    Marques-Rocha JL , Milagro FI , Mansego ML , Zulet MA , Bressan J , Martínez JA . Expression of inflammation-related miRNAs in white blood cells from subjects with metabolic syndrome after 8 wk of following a Mediterranean diet-based weight loss program . Nutrition . 2016 ; 32 ( 1 ): 48 - 55 .
  • 129
    Bladé C , Baselga-Escudero L , Salvadó MJ , Arola-Arnal A . miRNAs, polyphenols, and chronic disease . Mol Nutr Food Res 2013 ; 57 ( 1 ): 58 - 70 .
  • 130
    Furet JP , Kong LC , Tap J , Poitou C , Basdevant A , Bouillot JL , et al . Differential Adaptation of Human Gut Microbiota to Bariatric Surgery-Induced Weight Loss: links with metabolic and low-grade inflammation markers . Diabetes . 2010 ; 59 ( 12 ): 3049 - 57 .
  • 131
    Ott B , Skurk T , Hastreiter L , Lagkouvardos I , Fischer S , Büttner J , et al . Effect of caloric restriction on gut permeability, inflammation markers, and fecal microbiota in obese women . Sci Rep . 2017 ; 7 ( 1 ):11955.
  • 132
    Derosa G , D’Angelo A , Salvadeo SAT , Ferrari I , Fogari E , Gravina A , et al . Oral glucose tolerance test effects on endothelial inflammation markers in healthy subjects and diabetic patients . Horm Metab Res . 2010 ; 42 ( 01 ): 8 - 13 .
  • 133
    Derosa G , Ferrari I , D’Angelo A , Salvadeo SAT , Fogari E , Gravina A , et al . Oral fat load effects on inflammation and endothelial stress markers in healthy subjects . Heart Vessels . 2009 ; 24 ( 3 ): 204 - 10 .
  • 134
    Razquin C , Martinez JA , Martinez-Gonzalez MA , Bes-Rastrollo M , Fernandez-Crehuet J , Marti A . A 3-year intervention with a Mediterranean diet modified the association between the rs9939609 gene variant in FTO and body weight changes . Int J Obes . 2010 ; 34 ( 2 ): 266 - 72 .
  • 135
    Sánchez-Moreno C , Ordovás JM , Smith CE , Baraza JC , Lee YC , Garaulet M . APOA5 gene variation interacts with dietary fat intake to modulate obesity and circulating triglycerides in a Mediterranean population . J Nutr . 2011 ; 141 ( 3 ): 380 - 5
  • 136
    Garaulet M , Corbalán MD , Madrid JA , Morales E , Baraza JC , Lee YC , et al . CLOCK gene is implicated in weight reduction in obese patients participating in a dietary programme based on the Mediterranean diet . Int J Obes (Lond). 2010 ; 34 ( 3 ): 516 - 23 .
  • 137
    Corella D , Ordovas JM . How does the Mediterranean diet promote cardiovascular health? Current progress toward molecular mechanisms: Gene‐diet interactions at the genomic, transcriptomic, and epigenomic levels provide novel insights into new mechanisms . Bioessays . 2014 ; 36 ( 5 ): 526 - 37 .
  • 138
    Corella D , Ortega-Azorín C , Sorlí JV , Covas MI , Carrasco P , Salas-Salvadó J , et al . Statistical and biological gene-lifestyle interactions of MC4R and FTO with diet and physical activity on obesity: new effects on alcohol consumption . PloS One . 2012 ; 7 ( 12 ): e52344 .
  • 139
    Roswall N , Ängquist L , Ahluwalia TS , Romaguera D , Larsen SC , Østergaard JN , et al . Association between Mediterranean and Nordic diet scores and changes in weight and waist circumference: influence of FTO and TCF7L2 loci . Am J Clin Nutr . 2014 ; 100 ( 4 ): 1188 - 97 .
  • 140
    de Luis DA , Izaola O , Primo D , Aller R . Association of the rs10830963 polymorphism in melatonin receptor type 1B (MTNR1B) with metabolic response after weight loss secondary to a hypocaloric diet based in Mediterranean style . Clin Nutr . 2018 ; 37 ( 5 ): 1563 - 8 .
  • 141
    Garaulet M , Smith CE , Hernandez-Gonzalez T , Lee YC , Ordovas JM. PPARga mma Pro12Ala interacts with fat intake for obesity and weight loss in a behavioural treatment based on the Mediterranean diet . Mol Nutr Food Res . 2011 ; 55 ( 12 ): 1771 - 9 .
  • 142
    Barchitta M, Quattrocchi A, Adornetto V, Marchese AE, Agodi A. Tumor Necrosis Factor-Alpha -308 G>A Polymorphism, Adherence to Mediterranean Diet, and Risk of Overweight/Obesity in Young Women. BioMed Res Int. 2014 ;2014:742620.
  • 143
    Garaulet M, Tardido AE, Lee YC, Smith CE, Parnell LD, Ordovas JM. SIRT1 and CLOCK 3111T> C combined genotype is associated with evening preference and weight loss resistance in a behavioral therapy treatment for obesity. Int J Obes (Lond). 2012 ;36(11):1436-41.
  • 144
    Frankwich KA , Egnatios J , Kenyon ML , Rutledge TR , Liao PS , Gupta S , et al. Differences in weight loss between persons on standard balanced vs nutrigenetic diets in a randomized controlled trial . Clin Gastroenterol Hepatol . 2015 ; 13 ( 9 ):1625-32.
  • 145
    Ding M , Ellervik C , Huang T , Jensen MK , Curhan GC , Pasquale LR , et al . Diet quality and genetic association with body mass index: results from 3 observational studies . Am J Clin Nutr . 2018 ; 108 ( 6 ): 1291 - 300 .
  • 146
    Hennein R , Liu C , McKeown NM , Hoffmann U , Long MT , Levy D , et al . Increased Diet Quality is Associated with Long-Term Reduction of Abdominal and Pericardial Fat . Obesity . 2019 ; 27 ( 4 ): 670 - 7 .

Publication Dates

  • Publication in this collection
    12 June 2020
  • Date of issue
    May-Jun 2020

History

  • Received
    10 Oct 2019
  • Accepted
    13 Apr 2020
Sociedade Brasileira de Endocrinologia e Metabologia Rua Botucatu, 572 - Conjuntos 81/83, 04023-061 São Paulo SP Brasil, Tel: (55 11) 5575-0311 - São Paulo - SP - Brazil
E-mail: aem.editorial.office@endocrino.org.br