Abstract
Introduction. Obesity can no longer be adequately described by body mass index alone. Similar BMI values may coexist with different fat distribution, inflammatory burden, neuroendocrine dysregulation, psychobehavioral traits, and risks of organ dysfunction.
Objective. To systematize current knowledge on the molecular heterogeneity of obesity and to show why a personalized approach should include not only drug selection, but also diagnostic stratification, phenotyping, assessment of psychobiological drivers, and prediction of treatment response.
Material and methods. An analytical review of publications indexed in PubMed/MEDLINE and peer-reviewed journals from 2021 to 2026 was performed, with emphasis on studies from 2024 to 2026 addressing clinical obesity, adipose tissue heterogeneity, neuroendocrine and immune-inflammatory mechanisms, precision obesity medicine, incretin-based therapy, and clinically meaningful outcomes. The review also integrates the authors’ concept of an integral personalized obesity index and a draft clinical case of a patient who declined GLP-1 receptor agonist therapy.
Results. Molecular heterogeneity of obesity is driven by differences in adipose tissue cellular composition, immune profile, fibrosis, epigenetic memory, central leptin resistance, hypothalamic-pituitary-adrenal axis activation, gut-brain communication, and psychobehavioral phenotypes. The efficacy of anti-obesity therapy is likewise heterogeneous and depends on the complication phenotype, body composition, adherence, risk of lean mass loss, and treatment duration.
Conclusion. Personalized obesity care should rely on multidimensional assessment, including anthropometry, body composition, molecular and inflammatory features, psychobiological factors, organ-specific complications, and expected treatment response. Moving from a BMI-centered model toward phenotype- and endotype-guided care is a key trajectory for molecular medicine of obesity.
Keywords
Authors and affiliations
https://elibrary.ru/bhtzbg
V.B. Grinevich(1), V.V. Zakrevsky(1), Yu.A. Kravchuk(1), S.P. Salikova(1),, P.V. Seliverstov(1),
K.A. Dikinova(2), I.N. Khupsergenova(3), D.I. Gorbunova(4), M.M. Khabibulina(5)
1-S.M. Kirov Military Medical Academy, Ministry of Defence of the Russian Federation, Lebedeva St., 6, Saint-Petersburg, 194044,
Russian Federation; 2-Pirogov Russian National Research Medical University (Pirogov University), Ostrovityanova str., 1, building 6,
Moscow, 117513, Russian Federation; 3-Patrice Lumumba Peoples’ Friendship University of Russia, Miklukho-Maklaya str., 6, Moscow,
117198, Russian Federation; 4-Federal State Budgetary Educational Institution of Higher Medical Education of the Ministry of Health
of the Russian Federation, Sovetskaya str., 6, Orenburg, 460000, Russian Federation; 5-Ural State Medical University,
Ministry of Health of the Russian Federation, Repina St., 3, Yekaterinburg, 620028, Russian Federation
References
Bray G.A., Kim K.K., Wilding J.P.H.; World Obesity Federation. Obesity: a chronic relapsing progressive disease process. A position statement of the World Obesity Federation. Obes Rev. 2017;18 (7): 715–23. DOI: 10.1111/obr.12551.
González-Muniesa P., Mártinez-González M.A., Hu F.B., Després J.P., Matsuzawa Y., Loos R.J.F., Moreno L.A., Bray G.A., Martinez J.A. Obesity. Nat Rev Dis Primers. 2017; 3: 17034. DOI: 10.1038/nrdp.2017.34.
Rubino F., Cummings D.E., Eckel R.H., Cohen R.V., Wilding J.P.H., Brown W.A., Stanford F.C., Batterham R.L., Farooqi I.S., Farpour-Lambert N.J., et al. Definition and diagnostic criteria of clinical obesity. Lancet Diabetes Endocrinol. 2025; 13 (3): 221–62. DOI: 10.1016/S2213-8587(24)00316-4.
Bray G.A. Obesity: a 100-year perspective. Int. J. Obes (Lond). 2025; 49 (2): 159–67. DOI: 10.1038/s41366-024-01530-6.
Misra A., Bajaj H.S., Chowbey P., Mohan V., Sattar N., Sharma M., Gupta R., Khandelwal D., Khadgawat R., Saboo B., et al. Revised definition of obesity in Asian Indians living in India. Diabetes Metab Syndr. 2025; 19 (1): 102989. DOI: 10.1016/j.dsx.2024.102989.
. Loft A., Emont M.P., Weinstock A., Divoux A., Ghosh A., Wagner A., Hertzel A.V., et al. Towards a consensus atlas of human and mouse adipose tissue at single-cell resolution. Nat Metab. 2025; 7 (5): 875–94. DOI: 10.1038/s42255-025-01296-9.
Miranda A.M.A., McAllan L., Skelly H., Davy C., Campbell E., Welford H.J., et al. Selective remodelling of the adipose niche in obesity and weight loss. Nature. 2025; 644 (8077): 769–79. DOI: 10.1038/s41586-025-09233-2.
Hinte L.C., Castellano-Castillo D., Yang Y.H., et al. Adipose tissue retains an epigenetic memory of obesity after weight loss. Nature. 2024; 636 (8042): 457–65. DOI: 10.1038/s41586-024-08165-7.
Peng C., Xu P., Liu Y., Li T., Huang J., Ran J. Unraveling the complex roles of macrophages in obese adipose tissue: an overview. Front Med. 2024; 18 (2): 205–36. DOI: 10.1007/s11684-023-1033-7.
. Kang H., Lee J. Adipose tissue macrophage heterogeneity in the single-cell genomics era. Mol Cells. 2024; 47 (1): 100031. DOI: 10.1016/j.mocell.2024.100031.
. Bapat S.P., Suh J.M., Fang S., Liu S., Zhang Y., Cheng A., Zhou C., et al. Obesity alters pathology and treatment response in inflammatory disease. Nature. 2022; 604 (7905): 337–42. DOI: 10.1038/s41586-022-04536-0.
. Mao H., Kim G.H., Pan L., Qi L. Regulation of leptin signaling and diet-induced obesity by SEL1L-HRD1 ER-associated degradation in POMC-expressing neurons. Nat Commun. 2024; 15 (1): 8435. DOI: 10.1038/s41467-024-52743-2.
. Lengton R., Schoenmakers M., Penninx B.W.J.H., Boon M.R., van Rossum E.F.C. Glucocorticoids and HPA axis regulation in the stress-obesity connection: A comprehensive overview of biological, physiological and behavioural dimensions. Clin Obes. 2025; 15 (2): e12725. DOI: 10.1111/cob.12725.
. Jiang C., Zhan Q., Zeng C. The 5-HT-related gut-brain axis in obesity. Life Sci. 2024; 358: 123171. DOI: 10.1016/j.lfs.2024.123171.
15. Selman A., Dai J., Driskill J., Reddy A.P., Reddy P.H. Depression and obesity: Focus on factors and mechanistic links. Biochim Biophys Acta Mol Basis Dis. 2025; 1871 (1): 167561. DOI: 10.1016/j.bbadis.2024.167561.
. Sacoto D., Hurtado M.D., Acosta A. Precision Medicine and Obesity. Handb Exp Pharmacol. 2022; 274: 467–85. DOI: 10.1007/164_2021_566
. Acosta A., Camilleri M., Abu Dayyeh B., Acosta J., Calderon G., Gonzalez D., et al. Selection of Antiobesity Medications Based on Phenotypes Enhances Weight Loss: A Pragmatic Trial in an Obesity Clinic. Obesity (Silver Spring). 2021; 29 (4): 662–71. DOI: 10.1002/oby.23120.
. Anazco D., Acosta A. Precision medicine for obesity: current evidence and insights for personalization of obesity pharmacotherapy. Int. J. Obes (Lond). 2025; 49 (3): 452–63. DOI: 10.1038/s41366-024-01599-z.
Tuccinardi D., Masi D., Watanabe M., Zanghi Buffi V., De Domenico F., Berti S., Cipriani V., Manco M., Manfrini S., Pagotto U. Precision obesity medicine: A phenotype-guided framework for pharmacologic therapy across the lifespan. J. Endocrinol Invest. 2025; 48 (12): 2761–98. DOI: 10.1007/s40618-025-02700-7.
. Woolf E.K., Diktas H.E., Acosta A., Apolzan J.W., Ard J.D., Boyle K.E., Gilbert J.A., Katzmarzyk P.T., Laurienti P.J., Lobstein T. et al. Precision Prevention, Diagnostics, and Treatment of Obesity: Pipedream or Reality? Obesity (Silver Spring). 2025; 33 (11): 2029–45. DOI: 10.1002/oby.70015.
. Ulusoy-Gezer H.G., Rakicioğlu N. The Future of Obesity Management through Precision Nutrition: Putting the Individual at the Center. Curr Nutr Rep. 2024; 13: 455–77. DOI: 10.1007/s13668-024-00550-y.
. Liu X., Batal M., Bifaretti V., et al. Integrating Precision Medicine and Digital Health in Personalized Weight Management: The Central Role of Nutrition. Nutrients. 2025; 17 (16): 2695. DOI: 10.3390/nu17162695.
. Fox C.K., Molitor S., Vock D.M., et al. Appetitive and psychological phenotypes of pediatric patients with obesity. Pediatr Obes. 2024; 19 (4): e13101. DOI: 10.1111/ijpo.13101.
. Collet T.H., Schwitzgebel V.M. Exploring the therapeutic potential of precision medicine in rare genetic obesity disorders: a scientific perspective. Front Nutr. 2024; 11: 1509994. DOI: 10.3389/fnut.2024.1509994.
. Zuccaro M.V., LeDuc C.A., Lustig R.H., Chung W.K. Updates on Rare Genetic Variants, Genetic Testing, and Gene Therapy in Individuals With Obesity. Curr Obes Rep. 2024; 13 (3): 626–41. DOI: 10.1007/s13679-024-00567-y.
. Wilding J.P.H., Batterham R.L., Calanna S., Davies M., Van Gaal L.F., Lingvay I., et al. Once-Weekly Semaglutide in Adults with Overweight or Obesity. N. Engl. J. Med. 2021; 384 (11): 989–1002. DOI: 10.1056/NEJMoa2032183.
. Davies M., Færch L., Jeppesen O.K., Pakseresht A., Pedersen S.D., Perreault L., Rosenstock J., Shimomura I., Viljoen A., Wadden T.A., et al. Semaglutide 2.4 mg once a week in adults with overweight or obesity, and type 2 diabetes (STEP 2): a randomised, double-blind, double-dummy, placebo-controlled, phase 3 trial. Lancet. 2021; 397 (10278): 971–84. DOI: 10.1016/S0140-6736(21)00213-0.
. Jastreboff A.M., Aronne L.J., Ahmad N.N., Wharton S., Connery L., Alves B. et al. Tirzepatide Once Weekly for the Treatment of Obesity. N. Engl. J. Med. 2022; 387 (3): 205–16. DOI: 10.1056/NEJMoa2206038.
. Garvey W.T., Frias J.P., Jastreboff A.M., le Roux C.W., Sattar N., Aizenberg D., et al. Tirzepatide once weekly for the treatment of obesity in people with type 2 diabetes (SURMOUNT-2): a double-blind, randomised, multicentre, placebo-controlled, phase 3 trial. Lancet. 2023; 402 (10402): 613–26. DOI: 10.1016/S0140-6736(23)01200-X.
. Lincoff A.M., Brown-Frandsen K., Colhoun H.M., Deanfield J., Emerson S.S., Esbjerg S., et al. Semaglutide and Cardiovascular Outcomes in Obesity without Diabetes. N. Engl. J. Med. 2023; 389 (24): 2221–32. DOI:10.1056/NEJMoa2307563.
Kosiborod M.N., Abildstrøm S.Z., Borlaug B.A., Butler J., Rasmussen S., Davies M. et al. Semaglutide in Patients with Heart Failure with Preserved Ejection Fraction and Obesity. N. Engl. J. Med. 2023; 389 (12): 1069–84. DOI: 10.1056/NEJMoa2306963.
. Packer M., Butler J., Zannad F., Filippatos G., Ferreira J.P., Pocock S.J. et al. Tirzepatide for Heart Failure with Preserved Ejection Fraction and Obesity. N. Engl. J. Med. 2025; 392 (5): 427–37. DOI: 10.1056/NEJMoa2410027.
Malhotra A., Hedner J., Owens R.L., Pepin J.L., Catcheside P., Chai-Coetzer C.L. et al. Tirzepatide for the Treatment of Obstructive Sleep Apnea and Obesity. N. Engl. J. Med. 2024; 391 (13): 1193–205. DOI: 10.1056/NEJMoa2404881.
. Sanyal A.J., Ratziu V., Loomba R., Anstee Q.M., Kowdley K.V., Rinella M. et al. Phase 3 Trial of Semaglutide in Metabolic Dysfunction-Associated Steatohepatitis. N. Engl. J. Med. 2025; 392 (21): 2089–99. DOI: 10.1056/NEJMoa2413258.
Colhoun H.M., Lingvay I., Brown P.M., Deanfield J., Brown-Frandsen K., Kahn S.E. et al. Long-term kidney outcomes of semaglutide in obesity and cardiovascular disease in the SELECT trial. Nat Med. 2024; 30 (7): 2058–66. DOI: 10.1038/s41591-024-03015-5.
. Wilding J.P.H., Batterham R.L., Davies M., Van Gaal L.F., Kandler K., Konakli K. et al. Weight regain and cardiometabolic effects after withdrawal of semaglutide: the STEP 1 trial extension. Diabetes Obes Metab. 2022; 24 (8): 1553–64. DOI: 10.1111/dom.14725.
. Bikou A.G., Dermiki-Gkana F., Penteris M., Constantinides T.K., Kontogiorgis C. A systematic review of the effect of semaglutide on lean mass: insights from clinical trials. Expert Opin Pharmacother. 2024; 25 (6): 611–9. DOI: 10.1080/14656566.2024.2343092.
Look M., Dunn J.P., Kushner R.F. et al. Body composition changes during weight reduction with tirzepatide in the SURMOUNT-1 study of adults with obesity or overweight. Diabetes Obes Metab. 2025; 27: 2720–9. DOI: 10.1111/dom.16275.
Aronne L.J., Horn D.B., le Roux C.W., Ho W., Falcon B.L., Gomez Valderas E., Das S., Lee C.J., Glass L.C., Senyucel C., Dunn J.P. SURMOUNT-5 Trial Investigators. Tirzepatide as Compared with Semaglutide for the Treatment of Obesity. N. Engl. J. Med. 2025; 393 (1): 26–36. DOI: 10.1056/NEJMoa2416394.
. Rodriguez P.J., Goodwin Cartwright B.M., Gratzl S., Brar R., Baker C., Gluckman T.J., Stucky N.L. Semaglutide vs Tirzepatide for Weight Loss in Adults With Overweight or Obesity. JAMA Intern Med. 2024; 184 (9): 1056–64. DOI: 10.1001/jamainternmed.2024.2525.
Амлаев К.Р., Атоева М.А., Жарилкасынова Г.Ж. Ожирение как медико-социальная проблема. Врач. 2024 (11): 34–37. doi:10.29296/25877305-2024-11-06. [Amlaev K.R., Atoeva M.A., Zharilkasynova G.Zh. Obesity as a medical and social problem. Vrach. 2024 (11): 34–37. doi:10.29296/25877305-2024-11-06 (in Russian)].
