数据挖掘与时间序列分析:肥胖症体温研究的两种互补方法

R. Fossion, Christopher R. Stephens, Karla P. García-Pelagio, Lorena García-Iglesias
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引用次数: 9

摘要

肥胖正在成为一种世界性的流行病,但导致肥胖的机制还没有得到很好的理解。一种可能是瘦人和肥胖者之间的代谢差异,体温可能是一个相对容易测量的替代指标。在目前的贡献中,我们介绍了两种互补的方法方法来测量皮肤温度作为体重的函数的结果:在第一项研究中,研究人员在一个时间点收集了1073名不同年龄的国立大学Autónoma de msamxico (UNAM)的男女雇员的腋下温度和人体测量数据,而在第二项研究中,对22名年轻男性的非主手腕皮肤温度进行了为期一周的连续监测。尽管研究方法不同,但两项研究都表明,肥胖者的平均体温高于瘦子,这可能反映了肥胖者是如何通过向环境传递更高的热量来抵消多余的卡路里摄入的。另一方面,关于体重过轻、正常体重、超重和肥胖受试者组之间的温度差异,第一项研究是在受控环境下进行的,并没有发现组间的任何差异,而第二项研究中发现的差异可能表明了组间的行为差异,比如身体活动水平。
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Data Mining and Time-Series Analysis as Two Complementary Approaches to Study Body Temperature in Obesity
Obesity is becoming a pandemic worldwide but the mechanisms that cause obesity are not well understood. One possibility are metabolic differences between lean and obese people, for which body temperature may offer a proxy which is relatively easy to measure. In the present contribution, we present results from two complementary methodological approaches to measure skin temperature as a function of body weight: in the first study temperature at the axilla and anthropometric measures were collected at a single time point in 1,073 male and female employees of all ages of the Universidad Nacional Autónoma de México (UNAM), whereas in the second study a 1-week continuous monitoring was realized of the skin temperature of the non-dominant wrist of 22 male young adults. In spite of the methodological differences, both studies indicate a higher mean temperature of the obese with respect to the lean subjects, possibly reflecting how obese people offset excess calorie intake by a higher heat transfer to the environment. On the other hand, with respect to the variance of the temperature over groups of underweight, normal weight, overweight and obese subjects, the first study that was realized in controlled circumstances did not detect any differences between groups, whereas the differences that were detected in the second study probably indicate behavioural differences between groups such as the level of physical activity.
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