Brown Nicholas J L, MacDonald Douglas A, Samanta Manoj Pratim, Friedman Harris L, Coyne James C
New School of Psychotherapy and Counselling, London NW6 1DF, United Kingdom;
Department of Psychology, University of Detroit Mercy, Detroit, MI 48221-3038;
Proc Natl Acad Sci U S A. 2014 Sep 2;111(35):12705-9. doi: 10.1073/pnas.1407057111. Epub 2014 Aug 25.
Fredrickson et al. [Fredrickson BL, et al. (2013) Proc Natl Acad Sci USA 110(33):13684-13689] claimed to have observed significant differences in gene expression related to hedonic and eudaimonic dimensions of well-being. Having closely examined both their claims and their data, we draw substantially different conclusions. After identifying some important conceptual and methodological flaws in their argument, we report the results of a series of reanalyses of their dataset. We first applied a variety of exploratory and confirmatory factor analysis techniques to their self-reported well-being data. A number of plausible factor solutions emerged, but none of these corresponded to Fredrickson et al.'s claimed hedonic and eudaimonic dimensions. We next examined the regression analyses that purportedly yielded distinct differential profiles of gene expression associated with the two well-being dimensions. Using the best-fitting two-factor solution that we identified, we obtained effects almost twice as large as those found by Fredrickson et al. using their questionable hedonic and eudaimonic factors. Next, we conducted regression analyses for all possible two-factor solutions of the psychometric data; we found that 69.2% of these gave statistically significant results for both factors, whereas only 0.25% would be expected to do so if the regression process was really able to identify independent differential gene expression effects. Finally, we replaced Fredrickson et al.'s psychometric data with random numbers and continued to find very large numbers of apparently statistically significant effects. We conclude that Fredrickson et al.'s widely publicized claims about the effects of different dimensions of well-being on health-related gene expression are merely artifacts of dubious analyses and erroneous methodology.
弗雷德里克森等人[弗雷德里克森·B·L等人(2013年),《美国国家科学院院刊》110(33):13684 - 13689]声称观察到与幸福的享乐维度和自我实现维度相关的基因表达存在显著差异。在仔细审查了他们的主张和数据后,我们得出了截然不同的结论。在识别出他们论证中的一些重要概念和方法缺陷后,我们报告了对其数据集进行一系列重新分析的结果。我们首先对他们自我报告的幸福数据应用了各种探索性和验证性因素分析技术。出现了一些合理的因素解决方案,但这些都与弗雷德里克森等人声称的享乐维度和自我实现维度不对应。接下来,我们检查了那些据称产生了与两个幸福维度相关的不同基因表达差异图谱的回归分析。使用我们确定的最佳拟合双因素解决方案,我们得到的效应几乎是弗雷德里克森等人使用他们有问题的享乐和自我实现因素所发现效应的两倍。然后,我们对心理测量数据的所有可能双因素解决方案进行了回归分析;我们发现其中69.2%的方案对两个因素都给出了具有统计学意义的结果,而如果回归过程真的能够识别独立的差异基因表达效应,预计只有0.25%会如此。最后,我们用随机数替换了弗雷德里克森等人的心理测量数据,仍然发现大量明显具有统计学意义的效应。我们得出结论,弗雷德里克森等人关于幸福不同维度对健康相关基因表达影响的广泛宣传的主张仅仅是可疑分析和错误方法的产物。