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Skoracka K, Hryhorowicz S, Schulz P, Zawada A, Ratajczak-Pawłowska AE, Rychter AM, Słomski R, Dobrowolska A, Krela-Kaźmierczak I. The role of leptin and ghrelin in the regulation of appetite in obesity. Peptides 2025; 186:171367. [PMID: 39983918 DOI: 10.1016/j.peptides.2025.171367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Revised: 02/12/2025] [Accepted: 02/13/2025] [Indexed: 02/23/2025]
Abstract
Leptin and ghrelin are two key hormones that play opposing roles in the regulation of appetite and energy balance. Ghrelin stimulates appetite and food intake following binding to receptors and the subsequent activation of orexigenic neurons in the arcuate nucleus. Leptin, conversely, has been demonstrated to suppress appetite and reduce food intake. This occurs through the inhibition of ghrelin-activated neurons, while simultaneously activating those that promote satiety and increase energy expenditure. A lack of biological response despite elevated leptin levels, which is known as leptin resistance, is observed in individuals with excess body weight and represents a significant challenge. As the dysregulation of ghrelin and leptin signalling has been linked to the development of obesity and other metabolic disorders, an in-depth understanding of the genetic determinants affecting these two hormones may facilitate a more comprehensive grasp of the intricate interactions that underpin the pathogenesis of obesity.
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Affiliation(s)
- Kinga Skoracka
- Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Przybyszewski 49, Poznan 60-355, Poland; Doctoral School, Poznan University of Medical Sciences, Bukowska 70, Poznan 60-812, Poland.
| | - Szymon Hryhorowicz
- Institute of Human Genetics, Polish Academy of Sciences, Strzeszynska 32, Poznan 60-479, Poland
| | - Piotr Schulz
- Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Przybyszewski 49, Poznan 60-355, Poland
| | - Agnieszka Zawada
- Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Przybyszewski 49, Poznan 60-355, Poland
| | - Alicja Ewa Ratajczak-Pawłowska
- Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Przybyszewski 49, Poznan 60-355, Poland; Laboratory of Nutrigenetics, Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Poznan 60-355, Poland
| | - Anna Maria Rychter
- Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Przybyszewski 49, Poznan 60-355, Poland; Laboratory of Nutrigenetics, Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Poznan 60-355, Poland
| | - Ryszard Słomski
- Institute of Human Genetics, Polish Academy of Sciences, Strzeszynska 32, Poznan 60-479, Poland
| | - Agnieszka Dobrowolska
- Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Przybyszewski 49, Poznan 60-355, Poland
| | - Iwona Krela-Kaźmierczak
- Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Przybyszewski 49, Poznan 60-355, Poland; Laboratory of Nutrigenetics, Department of Gastroenterology, Dietetics and Internal Diseases, Poznan University of Medical Sciences, Poznan 60-355, Poland.
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Collet TH, Schwitzgebel V. Exploring the therapeutic potential of precision medicine in rare genetic obesity disorders: a scientific perspective. Front Nutr 2024; 11:1509994. [PMID: 39777073 PMCID: PMC11705004 DOI: 10.3389/fnut.2024.1509994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2024] [Accepted: 11/25/2024] [Indexed: 01/11/2025] Open
Abstract
The prevalence of obesity is increasing worldwide, affecting both children and adults. This obesity epidemic is mostly driven by an increase in energy intake (abundance of highly palatable energy-dense food and drinks) and to a lesser degree a decrease in energy expenditure (sedentary lifestyle). A small proportion of individuals with obesity are affected by genetic forms of obesity, which often relate to mutations in the leptin-melanocortin pathway or are part of syndromes such as the Bardet-Biedl syndrome. These rare forms of obesity have provided valuable insights into the genetic architecture of obesity. Recent advances in understanding the molecular mechanisms that control appetite, hunger, and satiety have led to the development of drugs that can override genetic defects, enabling precision treatment. Leptin deficiency is uniquely treated with recombinant human metreleptin, while those with LEPR, PCSK1, or POMC deficiency can now be treated with the MC4R agonist setmelanotide. This review highlights the most frequent monogenic and syndromic forms of obesity, and the future outlook of precision treatment for these conditions.
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Affiliation(s)
- Tinh-Hai Collet
- Service of Endocrinology, Diabetes, Nutrition, and Therapeutic Education, Geneva University Hospitals, Geneva, Switzerland
- Faculty of Medicine, Diabetes Center, University of Geneva, Geneva, Switzerland
| | - Valerie Schwitzgebel
- Faculty of Medicine, Diabetes Center, University of Geneva, Geneva, Switzerland
- Pediatric Endocrine and Diabetes Unit, Department of Pediatrics, Obstetrics, and Gynecology, Geneva University Hospitals, Geneva, Switzerland
- Institute of Genetics and Genomics in Geneva (iGE3), University of Geneva, Geneva, Switzerland
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3
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Delplanque J, Le Collen L, Loiselle H, Leloire A, Toussaint B, Vaillant E, Charpentier G, Franc S, Balkau B, Marre M, Henriques E, Buse Falay E, Derhourhi M, Froguel P, Bonnefond A. Monoallelic pathogenic variants in LEPR do not cause obesity. Am J Hum Genet 2024; 111:2668-2674. [PMID: 39561769 PMCID: PMC11639077 DOI: 10.1016/j.ajhg.2024.10.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Revised: 10/23/2024] [Accepted: 10/23/2024] [Indexed: 11/21/2024] Open
Abstract
Individuals with obesity caused by biallelic pathogenic LEPR (leptin receptor) variants can benefit from setmelanotide, the novel MC4R agonist. An ongoing phase 3 clinical trial (NCT05093634) includes individuals with obesity who carry a heterozygous LEPR variant, although the obesogenic impact of these variants remains incompletely evaluated. The aim of this study was to functionally assess heterozygous variants in LEPR and to evaluate their effect on obesity. We sequenced LEPR in ∼10,000 participants from the French RaDiO study. We found 86 rare heterozygous variants. Each identified variant was then investigated in vitro using luciferase and western blot assays. Using the criteria of the American College of Medical Genetics and Genomics (ACMG), including the strong criterion related to functional assays, we found 12 pathogenic LEPR variants. Most heterozygotes did not present with obesity, and we found no association between these pathogenic variants and body mass index (BMI). This lack of association between pathogenic LEPR variants and obesity risk or BMI was confirmed using exome data from 200,000 individuals in the UK Biobank. In the literature, among 55 reported heterozygotes for of a rare pathogenic LEPR variant, only 27% had obesity. In conclusion, monoallelic pathogenic LEPR variants were functionally tested, and they do not elevate the risk of obesity or BMI levels. This raises questions about the use of setmelanotide, a costly drug with potential side effects, based solely on the presence of a heterozygous LEPR variant.
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Affiliation(s)
- Jérôme Delplanque
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France
| | - Lauriane Le Collen
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France; Department of Molecular Medicine, Division of Biochemistry, Molecular Biology, Nutrition, Nancy University Hospital, Nancy, France; Department of Metabolism, Nancy University Hospital, Nancy, France
| | - Hélène Loiselle
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France
| | - Audrey Leloire
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France
| | - Bénédicte Toussaint
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France
| | - Emmanuel Vaillant
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France
| | - Guillaume Charpentier
- CERITD (Centre d'Étude et de Recherche pour l'Intensification du Traitement du Diabète), Evry, France
| | - Sylvia Franc
- CERITD (Centre d'Étude et de Recherche pour l'Intensification du Traitement du Diabète), Evry, France
| | - Beverley Balkau
- Paris-Saclay University, Paris-Sud University, University of Versailles Saint-Quentin-en-Yvelines, Center for Research in Epidemiology and Population Health, Inserm U1018 Clinical Epidemiology, Villejuif, France
| | - Michel Marre
- Necker-Enfants Malades Institute, Inserm, University of Paris, Paris, France; Ambroise Paré Clinic, Neuilly-sur-Seine, France
| | - Emma Henriques
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France
| | - Emmanuel Buse Falay
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France
| | - Mehdi Derhourhi
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France
| | - Philippe Froguel
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France; Department of Metabolism, Imperial College London, Hammersmith Hospital, London, UK.
| | - Amélie Bonnefond
- Inserm/CNRS UMR 1283/8199, Institut Pasteur de Lille, EGID, Lille University Hospital, Lille, France; University of Lille, Lille, France; Department of Metabolism, Imperial College London, Hammersmith Hospital, London, UK.
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Morandi A, Fornari E, Corradi M, Umano GR, Olivieri F, Piona C, Maguolo A, Panzeri C, Emiliani F, Cirillo G, Cavarzere P, Miraglia Del Giudice E, Maffeis C. Variant reclassification over time decreases the level of diagnostic uncertainty in monogenic obesity: Experience from two centres. Pediatr Obes 2024; 19:e13183. [PMID: 39462520 DOI: 10.1111/ijpo.13183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Revised: 10/04/2024] [Accepted: 10/15/2024] [Indexed: 10/29/2024]
Abstract
BACKGROUND The diagnosis of monogenic obesity is burdened by frequent variants of uncertain significance (VUS). We describe our real-life approach of variant reassessment over time and we assess whether inconclusive variants are decreasing in monogenic obesity. METHODS We tested for monogenic obesity (genes: LEPR, POMC, ADCY3, PCSK1, CARTPT, SIM1, MRAP2, LEP, NTRK2, BDNF, KSR2, MAGEL2, SH2B1, MC4R, MC3R) in 101 children/adolescents (11.7 [7.3-13.7] years, 3.6 [3.3-4.0] z-BMI) in Verona and 183 (11.3 [8.4-12.2] years, 3.2 [2.7-3.9] z-BMI) in Naples from January 2020 to February 2023. In March-July 2024 we reassessed the baseline variants by updated software interpretation and literature renavigation. RESULTS We initially found 20 VUS, 4 Likely Pathogenic (LP), 5 Likely Benign (LB) and 1 benign variant in 33 individuals. At follow-up, 6 VUS were reclassified as benign/LB, one LP as pathogenic and 3 LB as benign. Overall, 10/30 variants (6/18 in Verona, 3/11 in Naples and a variant found in both centres) were reclassified, leading to a less uncertain report for 13 of 33 variant-carrying patients. Monogenic obesity was diagnosed in 3 probands in Verona and 4 in Naples, carrying variants at MC4R or NTRK2. CONCLUSION Our variant reassessment was effective to improve classification certainty for the 39% of patients and suggested that the molecular diagnosis of monogenic obesity is becoming more accurate over time.
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Affiliation(s)
- Anita Morandi
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
| | - Elena Fornari
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
| | - Massimiliano Corradi
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
| | - Giuseppina Rosaria Umano
- Department of Woman, Child and of General and Specialized Surgery, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Francesca Olivieri
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
| | - Claudia Piona
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
| | - Alice Maguolo
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
- Epigenetics and Diabetes Unit, Department of Clinical Sciences in Malmö, Lund University Diabetes Centre, Scania University Hospital, Malmö, Sweden
| | - Carola Panzeri
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
| | - Federica Emiliani
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
| | - Grazia Cirillo
- Department of Woman, Child and of General and Specialized Surgery, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Paolo Cavarzere
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
| | - Emanuele Miraglia Del Giudice
- Department of Woman, Child and of General and Specialized Surgery, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Claudio Maffeis
- Section of Pediatric Diabetes and Metabolism, Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy
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Qamar S, Mallik R, Makaronidis J. Setmelanotide: A Melanocortin-4 Receptor Agonist for the Treatment of Severe Obesity Due to Hypothalamic Dysfunction. TOUCHREVIEWS IN ENDOCRINOLOGY 2024; 20:62-71. [PMID: 39526054 PMCID: PMC11548362 DOI: 10.17925/ee.2024.20.2.9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 09/27/2023] [Indexed: 11/16/2024]
Abstract
Obesity is a silent global pandemic. It is a condition associated with multiple risk factors and adverse outcomes that arise from the intertwined relationship between environmental factors and genetics. The genetic factors that cause phenotypic expression are variable. Monogenic obesity is a severe early-onset and rarer form of obesity, which presents with co-morbidities such as abnormal feeding behaviour. Monogenic obesity causes impaired weight regulation in the hypothalamus due to defects in the leptin-melanocortin signalling pathway. The emergence of a new therapeutic treatment, the melanocortin-4 receptor agonist setmelanotide (originally RM-493), has represented a breakthrough in the management of monogenic obesity and has raised hope in managing complex obesity. This review provides an overview of the setmelanotide trials that have taken place, as well as its mechanism of action, side effects and weight loss outcomes that led to its approval in the treatment of pro-opiomelanocortin (POMC) deficiency and proprotein convertase subtilisin/kexin type 1 (PCSK1) deficiency. It also explores setmelanotide's role in other genetic forms of obesity, such as hypothalamic obesity, Prader-Willi syndrome, Alström syndrome and other rare genetic conditions that are being investigated. This review aims to help to understand the pathophysiology of genetic obesity and aid in future treatment options for people with severe, complex genetic obesity.
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Affiliation(s)
- Sulmaaz Qamar
- Centre for Obesity Research, Rayne Institute, Department of Medicine, University College London, London, UK
- UCLH Bariatric Centre for Weight Management and Metabolic Surgery, University College London Hospital, London, UK
- National Institute of Health Research, UCLH Biomedical Research Centre, London, UK
| | - Ritwika Mallik
- Centre for Obesity Research, Rayne Institute, Department of Medicine, University College London, London, UK
- UCLH Bariatric Centre for Weight Management and Metabolic Surgery, University College London Hospital, London, UK
- National Institute of Health Research, UCLH Biomedical Research Centre, London, UK
| | - Janine Makaronidis
- Centre for Obesity Research, Rayne Institute, Department of Medicine, University College London, London, UK
- UCLH Bariatric Centre for Weight Management and Metabolic Surgery, University College London Hospital, London, UK
- National Institute of Health Research, UCLH Biomedical Research Centre, London, UK
- Department of Diabetes and Metabolism, Barts Health NHS Trust, London, UK
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Dittmann MT, Lakatos G, Wainwright JF, Mokrosinski J, Cross E, Farooqi IS, Wallis NJ, Halsey LG, Wilson R, O’Rahilly S, Yeo GS, Raffan E. Low resting metabolic rate and increased hunger due to β-MSH and β-endorphin deletion in a canine model. SCIENCE ADVANCES 2024; 10:eadj3823. [PMID: 38446876 PMCID: PMC10917344 DOI: 10.1126/sciadv.adj3823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 01/31/2024] [Indexed: 03/08/2024]
Abstract
Mutations that perturb leptin-melanocortin signaling are known to cause hyperphagia and obesity, but energy expenditure has not been well studied outside rodents. We report on a common canine mutation in pro-opiomelanocortin (POMC), which prevents production of β-melanocyte-stimulating hormone (β-MSH) and β-endorphin but not α-MSH; humans, similar to dogs, produce α-MSH and β-MSH from the POMC propeptide, but rodents produce only α-MSH. We show that energy expenditure is markedly lower in affected dogs, which also have increased motivational salience in response to a food cue, indicating increased wanting or hunger. There was no difference in satiety at a modified ad libitum meal or in their hedonic response to food, nor disruption of adrenocorticotropic hormone (ACTH) or thyroid axes. In vitro, we show that β-MSH signals comparably to α-MSH at melanocortin receptors. These data implicate β-MSH and β-endorphin as important in determining hunger and moderating energy expenditure and suggest that this role is independent of the presence of α-MSH.
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Affiliation(s)
- Marie T. Dittmann
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Gabriella Lakatos
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Jodie F. Wainwright
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Jacek Mokrosinski
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Eloise Cross
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - I. Sadaf Farooqi
- University of Cambridge Metabolic Research Laboratories and NIHR Cambridge Biomedical Research Centre, Wellcome-MRC Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, UK
| | - Natalie J. Wallis
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Lewis G. Halsey
- School of Life and Health Sciences, University of Roehampton, London, UK
| | - Rory Wilson
- Department of Biosciences, Swansea University, Swansea, UK
| | - Stephen O’Rahilly
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Giles S.H. Yeo
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Eleanor Raffan
- MRC Metabolic Diseases Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
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7
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Chamoso-Sanchez D, Rabadán Pérez F, Argente J, Barbas C, Martos-Moreno GA, Rupérez FJ. Identifying subgroups of childhood obesity by using multiplatform metabotyping. Front Mol Biosci 2023; 10:1301996. [PMID: 38174068 PMCID: PMC10761426 DOI: 10.3389/fmolb.2023.1301996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 11/30/2023] [Indexed: 01/05/2024] Open
Abstract
Introduction: Obesity results from an interplay between genetic predisposition and environmental factors such as diet, physical activity, culture, and socioeconomic status. Personalized treatments for obesity would be optimal, thus necessitating the identification of individual characteristics to improve the effectiveness of therapies. For example, genetic impairment of the leptin-melanocortin pathway can result in rare cases of severe early-onset obesity. Metabolomics has the potential to distinguish between a healthy and obese status; however, differentiating subsets of individuals within the obesity spectrum remains challenging. Factor analysis can integrate patient features from diverse sources, allowing an accurate subclassification of individuals. Methods: This study presents a workflow to identify metabotypes, particularly when routine clinical studies fail in patient categorization. 110 children with obesity (BMI > +2 SDS) genotyped for nine genes involved in the leptin-melanocortin pathway (CPE, MC3R, MC4R, MRAP2, NCOA1, PCSK1, POMC, SH2B1, and SIM1) and two glutamate receptor genes (GRM7 and GRIK1) were studied; 55 harboring heterozygous rare sequence variants and 55 with no variants. Anthropometric and routine clinical laboratory data were collected, and serum samples processed for untargeted metabolomic analysis using GC-q-MS and CE-TOF-MS and reversed-phase U(H)PLC-QTOF-MS/MS in positive and negative ionization modes. Following signal processing and multialignment, multivariate and univariate statistical analyses were applied to evaluate the genetic trait association with metabolomics data and clinical and routine laboratory features. Results and Discussion: Neither the presence of a heterozygous rare sequence variant nor clinical/routine laboratory features determined subgroups in the metabolomics data. To identify metabolomic subtypes, we applied Factor Analysis, by constructing a composite matrix from the five analytical platforms. Six factors were discovered and three different metabotypes. Subtle but neat differences in the circulating lipids, as well as in insulin sensitivity could be established, which opens the possibility to personalize the treatment according to the patients categorization into such obesity subtypes. Metabotyping in clinical contexts poses challenges due to the influence of various uncontrolled variables on metabolic phenotypes. However, this strategy reveals the potential to identify subsets of patients with similar clinical diagnoses but different metabolic conditions. This approach underscores the broader applicability of Factor Analysis in metabotyping across diverse clinical scenarios.
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Affiliation(s)
- David Chamoso-Sanchez
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
| | | | - Jesús Argente
- Department of Pediatrics and Pediatric Endocrinology, Hospital Infantil Universitario Niño Jesús, Instituto de Investigación Sanitaria La Princesa, Universidad Autónoma de Madrid, Madrid, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
- IMDEA Food Institute, Madrid, Spain
| | - Coral Barbas
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
| | - Gabriel A. Martos-Moreno
- Department of Pediatrics and Pediatric Endocrinology, Hospital Infantil Universitario Niño Jesús, Instituto de Investigación Sanitaria La Princesa, Universidad Autónoma de Madrid, Madrid, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | - Francisco J. Rupérez
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
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