Investigating the correlation between body temperature and body mass index: a meta-analysis

Authors

  • Ali Akbar Shafikhani Department of Occupational Health and Safety Engineering, School of Public Health and Safety, Shahid Beheshti University of Medical Sciences, Tehran, Iran

Keywords:

Meta-analysis, Body Temperature, Body Mass Index, Correlation

Abstract

Background: The relationship between body temperature and body mass index is controversial. Objective: The purpose of this study was to determine the relationship between these two variables in various studies. Methods: A systematic review was conducted in Google Scholar, PubMed, Scopus, ProQuest, Web of Science, and Elsevier databases. Studies were searched and collected from May 9, 1980 to April 19, 2019. The preliminary steps before data extraction included the selection of the study and the qualitative evaluation of the studies. Mesh database was used for all search keywords. The quality of studies was assessed according to ’Cochrane’s checklist, related articles and literature. This led to the inclusion of five articles. Next, all the effect sizes were converted into correlations; then, the relationship between temperature and Body Mass Index was estimated. An appropriate model was selected according to ’Cochran’s Q Test. Sensitivity analysis was used to assess the stability and heterogeneity of the findings. All analyses were performed through Comprehensive CMA software, version 3. Results: Overall, the analysis showed a positive correlation between body temperature and body mass index at a 95% confidence interval (r=0.58 95% CI: 0.05-0.85). The effect of the age variable was significant in explaining inter-group variance (p<0.05, R2 =0.43). For men, a positive and significant relationship was found between changes in body temperature and body mass index (r=0.158 95% CI: 0.11-0.19, p≤0.05). However, there was no significant relationship for women (r=0.32, 95% CI: -0.1-0.64, p=0.13). Conclusion: A relationship between body temperature and BMI was found in the total population and men. The lack of a significant relationship in women may be due to sudden and severe secretion of luteinizing hormone (LH) in the menstrual cycle.

References

Followay BN, Vaughan JA, Arroyo E, et al. Effects of Environmental Condition and Body Fat Percentage on Substrate Utilization during and following Exercise: 1050: Board# 284 May 29 2: 00 PM-3: 30 PM. Med Sci Sports Exerc. 2019;51(6):279. doi: 10.1249/01.mss.0000561340.73983.35 2)te Kulve M, Schlangen L, Schellen L, et al. Correlated colour temperature of morning light influences alertness and body temperature. PHYSIOL BEHAV. 2018;185:1-13. doi: 10.1016/j.physbeh.2017.12.004, PMid: 29223712 3)Schmidt M, Komagata N, Latifi B. 0064 Lateral Hypothalamic Control of REM Sleep Expression During Ambient Temperature Warming. Sleep. 2018;41:A26. doi: 10.1093/sleep/zsy061.063 4)Tan CL, Knight ZA. Regulation of body temperature by the nervous system. Neuron. 2018;98(1):31-48. doi: 10.1016/j.neuron.2018.02.022, PMid: 29621489, PMCid: PMC6034117 5)Chudecka M, Lubkowska A, Kempinska-Podhorodecka A. Body surface temperature distribution in relation to body composition in obese women. Journal of thermal biology. 2014 Jul;43:1-6. PubMed PMID:24956951. Epub 2014/06/25. eng. doi: 10.1016/j.jtherbio.2014.03.001 6)Prentice AM, Black A, Coward W, et al. High levels of energy expenditure in obese women. Br Med J (Clin Res Ed). 1986;292(6526):983-7. doi: 10.1136/bmj.292.6526.983 PMid: 3083978, PMCid: PMC1339917 7)Berger RJ, Phillips NH. Comparative aspects of energy metabolism, body temperature and sleep. Acta Physiol Scand Suppl. 1988;574: 21-7. PubMed PMID: 3072836. Epub 1988/01/01. eng. 8)Garami A, Székely M. Body temperature: Its regulation in framework of energy balance. Temperature (Austin) [Internet]. 2014 Apr-Jun; 1(1):28-9. doi: 10.4161/temp.29060, PMid: 27583277, PMCid: PMC4972507 9)Eriksson H, Svardsudd K, Larsson B, et al. Body temperature in general population samples. The study of men born in 1913 and 1923. Acta Med Scand. 1985;217(4):347-52. PubMed PMID: 4013825. Epub 1985/01/01. eng. doi: 10.1111/j.0954-6820.1985.tb02708.x 10)Hoffmann ME, Rodriguez SM, Zeiss DM, et al. 24-h core temperature in obese and lean men and women. Obesity (Silver Spring, Md). 2012 Aug;20(8):1585-90. PubMed PMID: 22240727. Epub 2012/01/14. eng. doi: 10.1038/oby.2011.380 11)Waalen J, Buxbaum JN. Is older colder or colder older? The association of age with body temperature in18,630 individuals. J Gerontol A Biol Sci. 2011;66(5):487-92. doi: 10.1093/gerona/glr001, PMid: 21324956, PMCid: PMC3107024 12)Heikens MJ, Gorbach AM, Eden HS, et al. Core body temperature in obesity. Am J Clin Nutr. 2011;93(5):963-7. doi: 10.3945/ajcn.110.006270, PMid: 21367952, PMCid: PMC3076651 13)Rising R, Keys A, Ravussin E, et al. Concomitant interindividual variation in body temperature and metabolic rate. American Journal of Physiology-Endocrinology and Metabolism. 1992;263(4):E730-E734. doi: 10.1152/ajpendo.1992.263.4.E730, PMid: 141569214)Adam K. Human body temperature is inversely correlated with body mass. Eur J Appl Physiol Occup Physiol. 1989 1989/03/01;58(5):471-5. doi: 10.1007/BF02330699, PMid: 2759072 15)Basu R, Feng W-Y, Ostro BD. Characterizing temperature and mortality in nine California counties. Epidemiol. 2008:138-45. doi: 10.1097/EDE.0b013e31815c1da7, PMid: 18091422 16)Barnett AG, Tong S, Clements AC. What measure of temperature is the best predictor of mortality? Environ Res. 2010;110(6):604-11. doi: 10.1016/j.envres.2010.05.006, PMid: 20519131 17)Hajat S, Kosatky T. Heat-related mortality: a review and exploration of heterogeneity. J EPIDEMIOL COMMUN H. 2010;64(9):753-60. doi: 10.1136/jech.2009.087999, PMid: 19692725 18)Moher D, Liberati A, Tetzlaff J, et al. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. Annals of internal medicine. 2009;151(4):264-9. doi: 10.7326/0003-4819-151-4-200908180-00135, PMid: 19622511 19)Wells G, Parkash R, Healey JS, et al. Cardiac resynchronization therapy: a meta-analysis of randomizedcontrolled trials. Cmaj. 2011;183(4):421-9. doi: 10.1503/cmaj.101685, PMid: 21282316, PMCid: PMC3050946 20)Pieters N, Plusquin M, Cox B, et al. An epidemiological appraisal of the association between heart rate variability and particulate air pollution: a meta-analysis. Heart. 2012;98(15):1127-35. doi: 10.1136/heartjnl-2011-301505, PMid: 22628541, PMCid: PMC3392690 21)Borenstein M, Hedges LV, Higgins JP, et al. Introduction to meta-analysis: John Wiley & Sons; 2011. 22)Saedpanah K, Aliabadi M, Motamedzade M, et al. Study of Exposure to Cold Stress and Physiological Responses in Auto Mechanics in Hamadan, Iran. J OCCUP ENVIRON HYG. 2017;4(2):7-17. doi: 10.21859/johe.4.2.7 23)Pretorius T, Lix L, Giesbrecht G. Shivering heat production and body fat protect the core from coolingduring body immersion, but not during head submersion: A structural equation model. Comput Biol Med. 2011;41(3):154-8. doi: 10.1016/j.compbiomed.2011.01.005, PMid: 21295291 24)O’Brien C, Castellani JW, Sawka MN. Thermal face protection delays finger cooling and improves thermalcomfort during cold air exposure. Eur J Appl Physiol. 2011;111(12):3097-3105. doi: 10.1007/s00421-011-1931-2, PMid: 21461929 25)Fehring RJ, Schneider M, Raviele K. Variability in the phases of the menstrual cycle. Journal of obstetric, gynecologic, and neonatal nursing : JOGNN. 2006 May-Jun;35(3):376-384. PubMed PMID: 16700687. Epub 2006/05/17. eng. doi: 10.1111/j.1552-6909.2006.00051.x 26)Bastardot F, Marques-Vidal P, Vollenweider P. Association of body temperature with obesity. The CoLausstudy. Int J Obes. 2019;43(5):1026-33. doi: 10.1038/s41366-018-0218-7, PMid: 30250242, PMCid: PMC6760582 27)Neff LM, Hoffmann ME, Zeiss DM, et al. Core body temperature is lower in postmenopausal women than premenopausal women: potential implications for energy metabolism and midlife weight gain. Cardiovasc Endocrinol. 2016;5(4):151. doi: 10.1097/XCE.0000000000000078, PMid: 28111609, PMCid: PMC5242227 28)Ruggiero G, Rapuano M, Iachini T. Perceived temperature modulates peripersonal and interpersonal spaces differently in men and women. J Environ Psychol. 2019;63:52-9. doi: 10.1016/j.jenvp.2019.04.004 29)Moshirian Farahi SM. The Relationship between Body Mass Index, Depression and Age in Individuals Referring to the Health Center in Norabad Delfan City in 2013. J Ilam Uni Med Sci. 2014;22(1):130-8. 30)Ng TP, Jin A, Chow KY, et al. Age-dependent relationships between body mass index and mortality: Singapore longitudinal ageing study. PLoS One. 2017;12(7). doi: 10.1371/journal.pone.0180818, PMid: 28738068, PMCid: PMC5524359 31)Reas DL, Nygård JF, Svensson E, et al. Changes in body mass index by age, gender, and socio-economic status among a cohort of Norwegian men and women (1990–2001). BMC Public Health. 2007;7(1):269. doi: 10.1186/1471-2458-7-269, PMid: 17903273, PMCid: PMC2222164 32)Öner N, Sari A, Ekuklu G, et al. Prevalence of underweight, overweight and obesity in Turkish adolescents. Swiss Med Wkly. 2004;134(3536).

Downloads

Published

2021-12-11