Animal model residual value
Thank you for you response, I am trying to study plastic phenotypic response of life-history trait in a human population, age at first reproduction, through historical data, so I cannot use experimental design. I have two variables which are proxies of resource availability, a climactic variable and a demographic variable. The major problem that I don't seem to find an answer to is that since my trait is non-labile then it would be difficult to study its plasticity since there is no repeatability within the individual. One solution was to try to use the breeding values already obtained for this trait instead of the phenotypic values and check their distribution along the environmental gradient. I won't prolong this, since this list is mostly about mixed models, I only wanted to see that if I explicitly include the environmental variable in my model, can I interpret the residual variance I estimate as capturing some of the phenotypic plasticity from this variable. Thank you again, -- Walid Mawass Maitrise en Biologie Cellulaire et Mol?culaire Laboratoire de G?n?tique des Populations D?partement de Chimie, Biochimie et Physique Universit? du Quebec ? Trois-Rivi?res 3351, Boul. des Forges, C.P.500 Tel. (819)-376-5011 poste 3384
On 5/9/2017 6:52 AM, timothee.bonnet at ieu.uzh.ch wrote:
Hi all, As a co-author of the van Benthem & al. (2016) paper, let me try and clarify what was meant here. I agree with Pierre that this is a semantic problem, more than a modelling assumption. We defined plasticity as the non-heritable component of a trait (i.e., 1 - heritability ; or the ability of a genotype to produce different phenotypes). This definition is probably animal modeler slang, but I think it conveys the idea that there is no "truly random" phenotypic variation, only numerous environmental influences, observed or unobserved. The residual variance from an animal model like the one used in our paper would capture the plasticity in response to all environmental influences (including what you could call developmental noise or random phenotypic variability). If instead you are interested in the plastic response to a specific environmental variable (a "reaction-norm" definition of plasticity), you will probably have to include this variable explicitly in your model (but difficult to tell how without more details). Cheers, Timoth?e ***************************************************** Timoth?e Bonnet Post-Doctoral researcher Department of Evolutionary Biology and Environmental Studies University of Z?rich-Irchel Winterthurerstrasse 190 CH-8057 Z?rich Switzerland Office Y13-J-34 phone: +41 (0)44 635 47 66 e.mail: timothee.bonnet at ieu.uzh.ch ***************************************************** Hi, It depends on what you call "plasticity". Most often, plasticity is defined as the part of phenotypic variability that varies according to environment. Without an experimental settings or environmental replications, it's very hard to distinguish from random phenotypic variability. I've heard people considering that the environmental variance is a measure of plasticity, but it seems to me that this is a huge assumption that random variability is negligible, especially if you have only 1 environment. Cheers, Pierre. On Monday, 8 May 2017 11:25:59 NZST Walid wrote:
Hi everyone, I have a question on a certain assumption made regarding the 'animal' model when implemented in a quantitative genetic study for a trait. While reading van Benthem et al. (2016), the author mentions that the residual (environmental) value, in the additive partitioning assumed by the model, captures plasticity. Does this assumption always hold? or only in the case where we model the maternal, permanent environment and common environment? My question is for the purpose of estimating the plasticity of a fixed heritable life-history trait (occurs only once during individual lifetime). Since there are no explicit methods to estimate individual plasticity in a non-labile trait, I am attempting to see if I can circumvent this by using the 'animal' model based on the assumption mentioned above. Thank you
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Walid Mawass Maitrise en Biologie Cellulaire et Mol?culaire Laboratoire de G?n?tique des Populations D?partement de Chimie, Biochimie et Physique Universit? du Quebec ? Trois-Rivi?res 3351, Boul. des Forges, C.P.500 Tel. (819)-376-5011 poste 3384