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.

  • Review Article
  • Published:

Dose response relationship between breast cancer and somatotypes during childhood: a systematic review and meta-analysis

Abstract

Objectives

This study aims to evaluate the relationship between breast cancer and somatotypes during early life by meta-analysis and give the corresponding advice.

Methods

Observational studies till April 5, 2021, which explore women with/without breast cancer who used the Stunkard Figure Rating Scale/Sørensen Somatotypes to evaluate their somatotype before 18 years of age and distant breast cancer risk were included. Using random/fixed-effect models, the pooled relative risks (RRs) and 95% confidence intervals (CIs) were estimated. Then a nonlinear dose–response meta-analysis was conducted using restricted cubic spline analysis.

Results

Six articles involving 15,211 breast cancer patients from 341,905 individuals were included for performing a meta-analysis of early somatotype and breast cancer risk. The pooled results showed that the protection became stronger with the increase of somatotype until it reached 6. The restricted cubic spline model indicated a linear relationship between somatotypes and breast cancer (P-nonlinearity = 0.533). Subgroup analysis of menopausal status showed that increasing somatotype during childhood was increasingly protective against postmenopausal breast cancer from somatotype 3 to somatotype 6, with a 0.887-fold (RR = 0.887, 95% CI: 0.842, 0.934) to 0.759-fold (RR = 0.759, 95% CI: 0.631, 0.913) decreased risk of breast cancer (P-nonlinearity = 0.880), but this association was not found in the population with premenopausal breast cancer (P-nonlinearity = 0.757). When stratified by age, among people younger than 10 years of age, an increase in somatotype was associated with a statistically significant reduction in breast cancer risk. From somatotype 3 to somatotype 6, the risk of breast cancer was reduced by 9.7–27.7% (P-nonlinearity = 0.175).

Conclusions

With early-life adiposity, our data support an inverse association with breast cancer risk, especially age less than 10 years and in postmenopausal women. Since girls with overweight likely remain overweight or even develop obesity in adulthood. While adults with overweight and obese are at increased risk of breast cancer and other types of cancer and various chronic diseases. Hence, we recommend that children should maintain a normal or slightly fat somatotype throughout all periods of life.

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: The figure shows the flow of information through the different phases our meta-analysis.
Fig. 2: Based on somatotype 1, the combined effects of other somatotypes and breast cancer were analyzed separately.
Fig. 3

Similar content being viewed by others

Data availability

Not applicable.

References

  1. Breast cancer. 2021. https://www.who.int/news-room/fact-sheets/detail/breast-cancer.

  2. DeSantis CE, Bray F, Ferlay J, Lortet-Tieulent J, Anderson BO, Jemal A. International variation in female breast cancer incidence and mortality rates. Cancer Epidemiol Biomark Prev. 2015;24:1495–506.

    Article  Google Scholar 

  3. Manni A, El-Bayoumy K, Thompson H. Docosahexaenoic acid in combination with dietary energy restriction for reducing the risk of obesity related breast cancer. Int J Mol Sci. 2017;19:28.

    Article  PubMed  PubMed Central  Google Scholar 

  4. Wang Y, Xue H, Huang Y, Huang L, Zhang D. A systematic review of application and effectiveness of mHealth interventions for obesity and diabetes treatment and self-management. Adv Nutr. 2017;8:449–62.

    Article  PubMed  PubMed Central  Google Scholar 

  5. Picon-Ruiz M, Morata-Tarifa C, Valle-Goffin JJ, Friedman ER, Slingerland JM. Obesity and adverse breast cancer risk and outcome: mechanistic insights and strategies for intervention. CA Cancer J Clin. 2017;67:378–97.

    Article  PubMed  PubMed Central  Google Scholar 

  6. Schoemaker MJ, Nichols HB, Wright LB, Brook MN, Jones ME, O’Brien KM, et al. Association of body mass index and age with subsequent breast cancer risk in premenopausal women. JAMA Oncol. 2018;4:e181771.

    Article  PubMed  PubMed Central  Google Scholar 

  7. Coates RJ, Uhler RJ, Hall HI, Potischman N, Brinton LA, Ballard-Barbash R, et al. Risk of breast cancer in young women in relation to body size and weight gain in adolescence and early adulthood. Br J Cancer. 1999;81:167–74.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Tehard B, Kaaks R, Clavel-Chapelon F. Body silhouette, menstrual function at adolescence and breast cancer risk in the E3N cohort study. Br J Cancer. 2005;92:2042–8.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. Ahlgren M, Melbye M, Wohlfahrt J, Sorensen TI. Growth patterns and the risk of breast cancer in women. N Engl J Med. 2004;351:1619–26.

    Article  CAS  PubMed  Google Scholar 

  10. Rosner B, Eliassen AH, Toriola AT, Chen WY, Hankinson SE, Willett WC, et al. Weight and weight changes in early adulthood and later breast cancer risk. Int J Cancer. 2017;140:2003–14.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Shawon M, Eriksson M, Li J. Body size in early life and risk of breast cancer. Breast Cancer Res. 2017;19:84.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Simmonds M, Llewellyn A, Owen CG, Woolacott N. Predicting adult obesity from childhood obesity: a systematic review and meta-analysis. Obes Rev. 2016;17:95–107.

    Article  CAS  PubMed  Google Scholar 

  13. Cole TJ, Bellizzi MC, Flegal KM, Dietz WH. Establishing a standard definition for child overweight and obesity worldwide: international survey. BMJ. 2000;320:1240–3.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  14. Kuczmarski RJ, Ogden CL, Guo SS, Grummer-Strawn LM, Flegal KM, Mei Z, et al. 2000 CDC growth charts for the United States: methods and development. Vital- Health Stat. 2002;11:1–190.

    Google Scholar 

  15. de Onis M, Onyango AW, Borghi E, Siyam A, Nishida C, Siekmann J. Development of a WHO growth reference for school-aged children and adolescents. Bull World Health Organ. 2007;85:660–7.

    Article  PubMed  PubMed Central  Google Scholar 

  16. Garn SM, Leonard WR, Hawthorne VM. Three limitations of the body mass index. Am J Clin Nutr. 1986;44:996–7.

    Article  CAS  PubMed  Google Scholar 

  17. Flegal KM, Shepherd JA, Looker AC, Graubard BI, Borrud LG, Ogden CL, et al. Comparisons of percentage body fat, body mass index, waist circumference, and waist-stature ratio in adults. Am J Clin Nutr. 2009;89:500–8.

    Article  CAS  PubMed  Google Scholar 

  18. Griffiths C, Gately P, Marchant PR, Cooke CB. Cross-sectional comparisons of BMI and waist circumference in British children: mixed public health messages. Obesity. 2012;20:1258–60.

    Article  PubMed  Google Scholar 

  19. Energici MA, Acosta E, Huaiquimilla M, Bórquez F. Feminización de la gordura: estudio cualitativo en Santiago de Chile. Rev de Psicolía. 2016;25:01–17.

    Google Scholar 

  20. Must A, Willett WC, Dietz WH. Remote recall of childhood height, weight, and body build by elderly subjects. Am J Epidemiol. 1993;138:56–64.

    Article  CAS  PubMed  Google Scholar 

  21. Koprowski C, Coates RJ, Bernstein L. Ability of young women to recall past body size and age at menarche. Obes Res. 2001;9:478–85.

    Article  CAS  PubMed  Google Scholar 

  22. Stroup DF, Berlin JA, Morton SC, Olkin I, Williamson GD, Rennie D, et al. Meta-analysis of observational studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epidemiology (MOOSE) group. J Am Med Assoc. 2000;283:2008–12.

    Article  CAS  Google Scholar 

  23. Chen X, Wang Q, Zhang Y, Xie Q, Tan X. Physical activity and risk of breast cancer: a meta-analysis of 38 cohort studies in 45 study reports. Value Health. 2019;22:104–28.

    Article  PubMed  Google Scholar 

  24. Khalis M, Dossus L, Rinaldi S, Biessy C, Moskal A, Charaka H, et al. Body size, silhouette trajectory and the risk of breast cancer in a Moroccan case-control study. Breast Cancer. 2020;27:748–58.

    Article  PubMed  Google Scholar 

  25. Zhang J, Yu KF. What’s the relative risk? A method of correcting the odds ratio in cohort studies of common outcomes. J Am Med Assoc. 1998;280:1690–1.

    Article  CAS  Google Scholar 

  26. Greenland S, Longnecker MP. Methods for trend estimation from summarized dose-response data, with applications to meta-analysis. Am J Epidemiol. 1992;135:1301–9.

    Article  CAS  PubMed  Google Scholar 

  27. Byun D, Hong S, Ryu S, Nam Y, Jang H, Cho Y, et al. Early-life body mass index and risks of breast, endometrial, and ovarian cancers: a dose-response meta-analysis of prospective studies. Br J Cancer. 2022;126:664–72.

    Article  PubMed  Google Scholar 

  28. Fagherazzi G, Guillas G, Boutron-Ruault M, Clavel-Chapelon F, Mesrine S. Body shape throughout life and the risk for breast cancer at adulthood in the French E3N cohort. Eur J Cancer Prev. 2013;22:29–37.

    Article  PubMed  Google Scholar 

  29. Li J, Eriksson M, He W, Hall P, Czene K. Associations between childhood body size and seventeen adverse outcomes: analysis of 65,057 European women. Sci Rep. 2017;7:16917.

    Article  PubMed  PubMed Central  Google Scholar 

  30. Magnusson C, Baron J, Persson I, Wolk A, Bergstrom R, Trichopoulos D, et al. Body size in different periods of life and breast cancer risk in post-menopausal women. Int J Cancer. 1998;76:29–34.

    Article  CAS  PubMed  Google Scholar 

  31. Baer HJ, Tworoger SS, Hankinson SE, Willett WC. Body fatness at young ages and risk of breast cancer throughout life. Am J Epidemiol. 2010;171:1183–94.

    Article  PubMed  PubMed Central  Google Scholar 

  32. Sangaramoorthy M, Phipps AI, Horn-Ross PL, Koo J, John EM. Early-life factors and breast cancer risk in Hispanic women: the role of adolescent body size. Cancer Epidemiol Biomark Prev. 2011;20:2572–82.

    Article  Google Scholar 

  33. Xue F, Rosner B, Eliassen H, Michels KB. Body fatness throughout the life course and the incidence of premenopausal breast cancer. Int J Epidemiol. 2016;45:1103–12.

    PubMed  PubMed Central  Google Scholar 

  34. Berkey CS, Frazier AL, Gardner JD, Colditz GA. Adolescence and breast carcinoma risk. Cancer-Am Cancer Soc. 1999;85:2400–9.

    CAS  Google Scholar 

  35. Colditz GA, Frazier AL. Models of breast cancer show that risk is set by events of early life: prevention efforts must shift focus. Cancer Epidemiol Biomark Prev. 1995;4:567–71.

    CAS  Google Scholar 

  36. Baer HJ, Colditz GA, Willett WC, Dorgan JF. Adiposity and sex hormones in girls. Cancer Epidemiol Biomark Prev. 2007;16:1880–8.

    Article  CAS  Google Scholar 

  37. Potischman N, Swanson CA, Siiteri P, Hoover RN. Reversal of relation between body mass and endogenous estrogen concentrations with menopausal status. J Natl Cancer Inst. 1996;88:756–8.

    Article  CAS  PubMed  Google Scholar 

  38. Thomas HV, Key TJ, Allen DS, Moore JW, Dowsett M, Fentiman IS, et al. Re: Reversal of relation between body mass and endogenous estrogen concentrations with menopausal status. J Natl Cancer Inst. 1997;89:396–8.

    Article  CAS  PubMed  Google Scholar 

  39. Renehan AG, Zwahlen M, Minder C, O’Dwyer ST, Shalet SM, Egger M. Insulin-like growth factor (IGF)-I, IGF binding protein-3, and cancer risk: systematic review and meta-regression analysis. Lancet. 2004;363:1346–53.

    Article  CAS  PubMed  Google Scholar 

  40. Ruan W, Catanese V, Wieczorek R, Feldman M, Kleinberg DL. Estradiol enhances the stimulatory effect of insulin-like growth factor-I (IGF-I) on mammary development and growth hormone-induced IGF-I messenger ribonucleic acid. Endocrinology. 1995;136:1296–302.

    Article  CAS  PubMed  Google Scholar 

  41. Hankinson SE, Willett WC, Colditz GA, Hunter DJ, Michaud DS, Deroo B, et al. Circulating concentrations of insulin-like growth factor-I and risk of breast cancer. Lancet. 1998;351:1393–6.

    Article  CAS  PubMed  Google Scholar 

  42. Juul A, Bang P, Hertel NT, Main K, Dalgaard P, Jorgensen K, et al. Serum insulin-like growth factor-I in 1030 healthy children, adolescents, and adults: relation to age, sex, stage of puberty, testicular size, and body mass index. J Clin Endocrinol Metab. 1994;78:744–52.

    CAS  PubMed  Google Scholar 

  43. Tanner JM, Whitehouse RH. Clinical longitudinal standards for height, weight, height velocity, weight velocity, and stages of puberty. Arch Dis Child. 1976;51:170–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  44. Renehan AG, Tyson M, Egger M, Heller RF, Zwahlen M. Body-mass index and incidence of cancer: a systematic review and meta-analysis of prospective observational studies. Lancet. 2008;371:569–78.

    Article  PubMed  Google Scholar 

  45. Mellemkjaer L, Bigaard J, Tjonneland A, Christensen J, Thomsen B, Johansen C, et al. Body composition and breast cancer in postmenopausal women: a Danish prospective cohort study. Obesity. 2006;14:1854–62.

    Article  PubMed  Google Scholar 

  46. Boyd NF, Martin LJ, Sun L, Guo H, Chiarelli A, Hislop G, et al. Body size, mammographic density, and breast cancer risk. Cancer Epidemiol Biomark Prev. 2006;15:2086–92.

    Article  Google Scholar 

  47. Chen L, Cook LS, Tang MT, Porter PL, Hill DA, Wiggins CL, Li CI. Body mass index and risk of luminal, HER2-overexpressing, and triple negative breast cancer. Breast Cancer Res Treat. 2016;157:545–54.

  48. Hilakivi-Clarke L, Forsen T, Eriksson JG, Luoto R, Tuomilehto J, Osmond C, et al. Tallness and overweight during childhood have opposing effects on breast cancer risk. Br J Cancer. 2001;85:1680–4.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  49. Pryor M, Slattery ML, Robison LM, Egger M. Adolescent diet and breast cancer in Utah. Cancer Res. 1989;49:2161–7.

    CAS  PubMed  Google Scholar 

  50. Batty GD, Calvin CM, Brett CE, Cukic I, Deary IJ. Childhood body weight in relation to cause-specific mortality: 67 year follow-up of participants in the 1947 Scottish Mental Survey. Medicine. 2016;95:e2263.

    Article  PubMed  PubMed Central  Google Scholar 

  51. Slattery ML, Sweeney C, Edwards S, Herrick J, Baumgartner K, Wolff R, et al. Body size, weight change, fat distribution and breast cancer risk in Hispanic and non-Hispanic white women. Breast Cancer Res Treat. 2007;102:85–101.

    Article  PubMed  Google Scholar 

Download references

Funding

None.

Author information

Authors and Affiliations

Authors

Contributions

Each author is expected to have made substantial contributions to the work. Conceptualisation: DM and YD; methodology: DM and YD; software: YD; validation: DM; formal analysis: YD; investigation: YD, BC, XY and QX; resources: DM; data curation: DM; writing–original draft preparation: YD; writing—review and editing: DM; visualisation: YD and BC; supervision: DM; project administration: DM and YD; funding acquisition: DM. All authors have read and agreed to the published version of the manuscript. YD and DM participated in the design of this manuscript. YD, BC, XY, QX and DM participated in performing the research and statistical analysis. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Defu Ma.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethics approval and consent to participate

Not applicable.

Consent for publication

Not applicable.

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

Dou, Y., Chen, B., Yu, X. et al. Dose response relationship between breast cancer and somatotypes during childhood: a systematic review and meta-analysis. Br J Cancer 129, 1432–1441 (2023). https://doi.org/10.1038/s41416-023-02376-x

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/s41416-023-02376-x

Search

Quick links