Identification and ranking of genetic and laboratory environment factors influencing a behavioral trait, thermal nociception, via computational analysis of a large data archive

被引:258
作者
Chesler, EJ
Wilson, SG
Lariviere, WR
Rodriguez-Zas, SL
Mogil, JS
机构
[1] McGill Univ, Dept Psychol, Montreal, PQ H3A 1B1, Canada
[2] Univ Illinois, Dept Psychol, Champaign, IL 61820 USA
[3] Univ Illinois, Dept Anim Sci, Urbana, IL 61801 USA
关键词
mice; genetic; environment; nociception; pain; CART; data mining;
D O I
10.1016/S0149-7634(02)00103-3
中图分类号
B84 [心理学]; C [社会科学总论]; Q98 [人类学];
学科分类号
03 [法学]; 0303 [社会学]; 030303 [人类学]; 04 [教育学]; 0402 [心理学];
摘要
Laboratory conditions in biobehavioral experiments are commonly assumed to be 'controlled', having little impact on the outcome. However, recent studies have illustrated that the laboratory environment has a robust effect on behavioral traits. Given that environmental factors can interact with trait-relevant genes, some have questioned the reliability and generalizability of behavior genetic research designed to identify those genes. This problem might be alleviated by the identification of the most relevant environmental factors, but the task is hindered by the large number of factors that typically vary between and within laboratories. We used a computational approach to retrospectively identify and rank sources of variability in nociceptive responses as they occurred in a typical research laboratory over several years. A machine-learning algorithm was applied to an archival data set of 8034 independent observations of baseline thermal nociceptive sensitivity. This analysis revealed that a factor even more important than mouse genotype was the experimenter performing the test, and that nociception can be affected by many additional laboratory factors including season/humidity, cage density, time of day, sex and within-cage order of testing. The results were confirmed by linear modeling in a subset of the data, and in confirmatory experiments, in which we were able to partition the variance of this complex trait among genetic (27%), environmental (42%) and genetic X environmental (18%) sources. (C) 2003 Published by Elsevier Science Ltd.
引用
收藏
页码:907 / 923
页数:17
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