Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Article
  • Published:

Clinical Research

Cumulative effect of obesity phenotypes on body weight and body mass index

Abstract

Background

Obesity originates from an imbalance between energy intake and expenditure. Changes in energy intake components (satiation, postprandial satiety, emotional eating) and energy expenditure have been linked to obesity and are referred to as obesity phenotypes. We aim to study if these obesity phenotypes have a cumulative effect on body weight and body mass index (BMI).

Subject/methods

This is a cross-sectional study of adult patients with obesity (BMI > 30 kg/m2) who completed the validated tests to measure the obesity phenotypes. A total of 464 were included in this study.

Interventions/methods

We defined higher calories to fullness during an ad libitum meal as abnormal satiation, accelerated time to half gastric emptying with scintigraphy as abnormal postprandial satiety, higher anxiety score on the Hospital Anxiety and Depression Scale as hedonic eating behavior, and decreased percentage of measured resting energy expenditure as abnormal energy expenditure. The primary analysis was done on the number of phenotypes ( ≤ 1 and ≥ 2) with body weight and BMI using an independent t-test.

Results

Our cohort included 464 patients (mean [SD] age 42.0 [10.9] years, 79% females, weight 111.2 [22.9] kg, BMI 38.9 [7.0] kg/m2). There were 294 patients who had ≤ 1 phenotype, and 170 patients with ≥ 2 phenotypes with no baseline demographical differences (i.e., age and sex). Having ≥ 2 phenotypes was associated with higher body weight (115 [25] kg vs. 109 [21] kg; p = 0.004), BMI (40 [8] kg/m2 vs. 38 [7] kg/m2; p = 0.02) and waist (118 [15] cm vs. 115 [13] cm; p = 0.04) and hip (129 [14] cm vs. 125 [13] cm; p = 0.01) circumferences compared to ≤ 1 phenotype.

Conclusion

Obesity phenotypes are associated with an additive effect on the body weight and BMI. Patients who have multiple obesity phenotypes may require a more aggressive approach to enhance weight loss.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Clinical tests to classify obesity phenotypes.
Fig. 2: Association between number of obesity phenotypes and clinical parameters.
Fig. 3: Association between number of obesity phenotypes and clinical parameters.

Similar content being viewed by others

Data availability

Deidentified data will be made available for the journal upon request.

References

  1. Conway B, Rene A. Obesity as a disease: no lightweight matter. Obes Rev. 2004;5:145–51.

    Article  CAS  PubMed  Google Scholar 

  2. Lobstein TBH, Neveux M. World obesity atlas 2022. In, 2022. https://www.worldobesity.org/resources/resource-library/world-obesity-atlas-2022.

  3. Gala K, Ghusn W, Fansa S, Abu Dayyeh BK, Ghanem OM, Kellogg T, et al. Effects of heterozygous variants in the leptin-melanocortin pathway on transoral outlet reduction after roux-en-y gastric bypass: a case-control study and review of literature. Obes Surg. 2023;33:1284–8.

    Article  PubMed  Google Scholar 

  4. Apovian CM. Obesity: definition, comorbidities, causes, and burden. Am J Manag Care. 2016;22:s176–85.

    PubMed  Google Scholar 

  5. Hagan S, Niswender KD. Neuroendocrine regulation of food intake. Pediatr Blood Cancer. 2012;58:149–53.

    Article  PubMed  Google Scholar 

  6. Blundell JE, Finlayson G. Is susceptibility to weight gain characterized by homeostatic or hedonic risk factors for overconsumption? Physiol Behav. 2004;82:21–5.

    Article  CAS  PubMed  Google Scholar 

  7. Camilleri M. Peripheral mechanisms in appetite regulation. Gastroenterology. 2015;148:1219–33.

    Article  CAS  PubMed  Google Scholar 

  8. Espel-Huynh HM, Muratore AF, Lowe MR. A narrative review of the construct of hedonic hunger and its measurement by the power of food scale. Obes Sci Pract. 2018;4:238–49.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. Hopkins M, Blundell JE. Energy balance, body composition, sedentariness and appetite regulation: pathways to obesity. Clin Sci. 2016;130:1615–28.

    Article  CAS  Google Scholar 

  10. Acosta A, Camilleri M, Abu Dayyeh B, Calderon G, Gonzalez D, McRae A, et al. Selection of antiobesity medications based on phenotypes enhances weight loss: a pragmatic trial in an obesity clinic. Obesity. 2021;29:662–71.

    Article  PubMed  Google Scholar 

  11. Acosta A, Camilleri M, Burton D, O’Neill J, Eckert D, Carlson P, et al. Exenatide in obesity with accelerated gastric emptying: a randomized, pharmacodynamics study. Physiol Rep. 2015;3:e12610.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Acosta A, Camilleri M, Shin A, Vazquez-Roque MI, Iturrino J, Burton D, et al. Quantitative gastrointestinal and psychological traits associated with obesity and response to weight-loss therapy. Gastroenterology. 2015;148:537–46.e4.

    Article  PubMed  Google Scholar 

  13. Gonzalez-Izundegui D, Campos A, Calderon G, Ricardo-Silgado ML, Cifuentes L, Decker PA, et al. Association of gastric emptying with postprandial appetite and satiety sensations in obesity. Obesity. 2021;29:1497–507.

    Article  CAS  PubMed  Google Scholar 

  14. Cifuentes L, Hurtado AM, Eckel-Passow J, Acosta A. Precision medicine for obesity. Dig Dis Interv. 2021;5:239–48.

    Article  PubMed  PubMed Central  Google Scholar 

  15. Ghusn W, Cifuentes L, Campos A, Sacoto D, De La Rosa A, Feris F, et al. Association between food intake and gastrointestinal symptoms in patients with obesity. Gastro Hep Adv. 2023;2:121–8.

    Article  PubMed  Google Scholar 

  16. Cifuentes L, Ghusn W, Feris F, Campos A, Sacoto D, De la Rosa A, et al. Phenotype tailored lifestyle intervention on weight loss and cardiometabolic risk factors in adults with obesity: a single-centre, non-randomised, proof-of-concept study. eClinicalMedicine. 2023;58:101923.

    Article  PubMed  PubMed Central  Google Scholar 

  17. Cifuentes L, Campos A, Silgado MLR, Kelpin S, Stutzman J, Hurtado MD, et al. Association between anxiety and eating behaviors in patients with obesity. Obesity Pillars. 2022;3:100021.

    Article  PubMed  PubMed Central  Google Scholar 

  18. BouSaba J, Busciglio I, Burton D, Ryks M, Sannaa W, Zheng T, et al. Comparison of gastric emptying T-half estimates using linear interpolation based on two, four, or nine data points. Neurogastroenterol Motil. 2022;34:e14445.

    Article  PubMed  Google Scholar 

  19. Meyer-Gerspach AC, Wölnerhanssen B, Beglinger B, Nessenius F, Napitupulu M, Schulte FH, et al. Gastric and intestinal satiation in obese and normal weight healthy people. Physiol Behav. 2014;129:265–71.

    Article  CAS  PubMed  Google Scholar 

  20. Pajot G, Camilleri M, Calderon G, Davis J, Eckert D, Burton D, et al. Association between gastrointestinal phenotypes and weight gain in younger adults: a prospective 4-year cohort study. Int J Obes. 2020;44:2472–8.

    Article  Google Scholar 

  21. Halawi H, Khemani D, Eckert D, O’Neill J, Kadouh H, Grothe K, et al. Effects of liraglutide on weight, satiation, and gastric functions in obesity: a randomised, placebo-controlled pilot trial. Lancet Gastroenterol Hepatol. 2017;2:890–9.

    Article  PubMed  Google Scholar 

  22. Maselli D, Atieh J, Clark MM, Eckert D, Taylor A, Carlson P, et al. Effects of liraglutide on gastrointestinal functions and weight in obesity: a randomized clinical and pharmacogenomic trial. Obesity. 2022;30:1608–20.

    Article  CAS  PubMed  Google Scholar 

  23. Tu X, Weier Q, Darren R, Lars H, Yi-Ting C, Parker V. Treatment response of cotadutide a dual GLP-1 glucagon receptor agonist in obesity phenotypes, oral abstracts. Obesity. 2022;30:4–54.

    Google Scholar 

  24. Vargas EJ, Bazerbachi F, Calderon G, Prokop LJ, Gomez V, Murad MH, et al. Changes in time of gastric emptying after surgical and endoscopic bariatrics and weight loss: a systematic review and meta-analysis. Clin Gastroenterol Hepatol. 2020;18:57–68.e5.

    Article  PubMed  Google Scholar 

  25. Vargas EJ, Storm AC, Bazerbachi F, Abu Dayyeh BK. Accelerated gastric emptying is associated with improved aspiration efficiency in obesity. BMJ Open Gastroenterol. 2019;6:e000273.

    Article  PubMed  PubMed Central  Google Scholar 

  26. Abu Dayyeh BK, Acosta A, Camilleri M, Mundi MS, Rajan E, Topazian MD, et al. Endoscopic sleeve gastroplasty alters gastric physiology and induces loss of body weight in obese individuals. Clinical Gastroenterol Hepatol. 2017;15:37–43.e1.

    Article  Google Scholar 

  27. Gomez V, Woodman G, Abu Dayyeh BK. Delayed gastric emptying as a proposed mechanism of action during intragastric balloon therapy: results of a prospective study. Obesity. 2016;24:1849–53.

    Article  PubMed  Google Scholar 

  28. Lopez-Nava G, Jaruvongvanich V, Storm AC, Maselli DB, Bautista-Castano I, Vargas EJ, et al. Personalization of endoscopic bariatric and metabolic therapies based on physiology: a prospective feasibility study with a single fluid-filled intragastric balloon. Obes Surg. 2020;30:3347–53.

    Article  PubMed  Google Scholar 

  29. Barrichello S, Badurdeen D, Hedjoudje A, Neto MG, Yance R, Veinert A, et al. The effect of the intra-gastric balloon on gastric emptying and the demeester score. Obes Surg. 2020;30:38–45.

    Article  PubMed  Google Scholar 

  30. Ghusn W, De la Rosa A, Sacoto D, Cifuentes L, Campos A, Feris F, et al. Weight loss outcomes associated with semaglutide treatment for patients with overweight or obesity. JAMA Network Open. 2022;5:e2231982.

    Article  PubMed  PubMed Central  Google Scholar 

  31. De la Rosa A, Ghusn W, Sacoto D, Campos A, Cifuentes L, Feris F, et al. A comparison between weight loss outcomes with anti-obesity medications before and during Covid-19 pandemic at a tertiary weight management center. Obesity Pillars. 2022;4:100046.

    Article  PubMed  PubMed Central  Google Scholar 

  32. Sacoto D, Hurtado MD, Acosta A. Precision medicine and obesity. Handb Exp Pharmacol. 2022;274:467–85.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. Hurtado MD, Cifuentes L, Campos A, De La Rosa A, Kapoor E, Faubion SS, et al. Sex as an independent variable in the measurement of satiation: a retrospective cohort study. Int J Obes. 2022;46:2156–62.

    Article  Google Scholar 

Download references

Funding

Dr. Acosta is supported by NIH (K23-DK114460).

Author information

Authors and Affiliations

Authors

Contributions

All authors had full access to all the data and statistical analyses. AA had full access to all the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis. WG, LC, DA, SF, ET, AL, KG, DH, AA were responsible of writing the first draft and reviewing the manuscript. WG and LC performed the analysis. AA and DH supervised the manuscript writing.

Corresponding author

Correspondence to Andres Acosta.

Ethics declarations

Competing interests

Dr. Acosta is a stockholder in Gila Therapeutics, Phenomix Sciences; he served as a consultant for Rhythm Pharmaceuticals, Nestle, Structure Therapeutics and Amgen Pharmaceuticals. There are no other disclosures. All other authors declare no competing financial interests.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ghusn, W., Cifuentes, L., Anazco, D. et al. Cumulative effect of obesity phenotypes on body weight and body mass index. Int J Obes (2024). https://doi.org/10.1038/s41366-024-01492-9

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1038/s41366-024-01492-9

Search

Quick links