Hi All,

I find this allometry-ecomorphology topic very interesting and wanted to chime 
in the philosophical discussion. From my point of view, the main question being 
asked is how to test the influence of an environmental variable on shape?, 
given the additional situation that species display significantly different 
allometric trajectories. In this perspective, phylogenetic relationships and 
the evolutionary divergence of the 'allometric trajectory' (very well exposed 
in Esquerre et al.'s article) is less relevant than the actual relationship 
between environment and shape in the contemporary specimen that you have 
measured. For instance, I would not find it standardized to use climatic data 
from, let's say, a thousand years ago to use as a covariate with shape of a 
contemporary animal, although that might be an appropriate approach if you are 
using fossil specimens. For this question I think we have to integrate a bit 
from the field of developmental biology, and ask ourselves when (in ontogeny) 
does shape react/respond to the environment in a biologically meaningful way. I 
am not an expert in developmental biology, but I would bet that phenotypic 
plasticity potential is progressively lost with age. For example, if I feed an 
adult fish that specializes in suction feeding hard food items, say for several 
years, it will not change shape and probably die; however, if I rear that same 
fish from larva, it may develop shape changes that facilitate it feeding on the 
non-specialized food item. Conceptually, it's as if developmental spandrels 
appear as age progresses; when a certain anatomical element reaches a certain 
size, it limits the potential range of changes in interconnected elements. What 
I'm actually trying to get at here is that even if you use adult shapes, these 
shapes result from the previous environmental conditions to when you captured 
the specimens.

So now, what could be a proper methodology to go about the initial question? 
The most obvious solution is to rear your own ontogenetic series of specimens 
in controlled conditions; however, we all know that this is almost prohibitive 
due to space and monetary limitations, and considering the best case scenario 
of a species with easy access and care. However, I personally don't find it 
necessary to take into account the allometric-phylogenetic relationship between 
species to test differences in their response to an environmental variable. 
Moreover, I believe that the influence of the environmental variable on the 
phenotype, specially if made to fluctuate beyond natural conditions in the 
laboratory, will affect the contemporary manifestation of a species' 
macroevolutionary shape-size relationship. I think that size variation is a 
non-phylogenetic part of the environment*shape interaction that is inseparable, 
the interaction effect will depend on what age/size the specimen experienced 
the measured environmental effect. Nevertheless, the previously known 
evolutionary relationships may be used to determine what developmental stages 
are adequate to compare given the presence of heterochronies in a clade. From 
everything said beforehand, I think that the best way to proceed would be to 
capture individuals of different developmental stages, trying to cover the 
largest size range as possible, and during different environmental conditions 
(probably best to cover the extremes of the environmental variable's range), 
e.g. different seasons. Later you can do a PLS with the obtained data and see 
whether the species' response to the environmental variable is different at 
different stages of its ontogeny (rather than correcting for allometric 
trajectory); and afterwards compare the same between species. Maybe shape is 
only responding to the environmental variable meaningfully at a certain time in 
ontogeny, and then only certain aspects of shape. Apart from the inherent size 
standardization of the GPA, for these comparisons it maybe interesting to 
create a new categorical variable for age/developmental stage. If this data is 
not available, but you have data on the species' growth because of rearing 
experiments, you could also try to delimit developmental stages using 
species-specific size ranges. It's also important to point out here that there 
are different size measurements; and that a large CS does not necessarily 
correspond (proportionately) to a large length (e.g. SL or SVL). For example, 
an environmental effect may induce an increase in CS in a species during the 
juvenile stage that is not accompanied by a proportionate increase in SL or 
other biometric variable of interest.

I also wanted to comment on what Ian said that ontogenetic allometries often 
have non-linear relationships. I have observed something similar in my own work 
and wanted to know the opinion of others on the matter. In one of my works I 
studied the phenotypic development of three fish species, for which I 
determined (three) developmental stages based on the SL increase in one year 
observed in rearing experiments. Said differently, I had individuals of all 
three taxa spanning from 1-12cm SL, at the end of which they had achieved 
sexual maturity and were adults. When I regress shape variables (e.g. 
interlandmark distances) on logSL, I observe that these present more of a 
polynomial relationship within developmental stage groups than the linear 
relationship you would expect from a typical regression (although I obtain 
relatively high linear R2 values, they are even larger when adjusting a 
polynomial). My point here is that the transition between developmental stages 
is not stepwise.  I'm not an expert in math/physics and really don't have the 
knowledge or vocabulary to go into technical details, but I wanted to ask the 
community about the possibility of fitting a wave function to the allometric 
trajectory (or other plots), maybe based on its var-covar structure or other 
parameter? I have been exploring leisurely for some time now performing 
ecomorphology on featureless shapes using EFA and may be mixing up theories 
seriously, but I thought I would ask the mathematical experts in GMM about this 
crazy idea...

I put out a lot of stuff here and hopefully I have explained myself clearly, 
but I'm sure I'm probably leaving out more than one different perspective and 
would like to know what others think about the issues raised. Look forward to 
the responses!


Best wishes,
Javier

________________________________
From: [email protected] <[email protected]> on behalf of Ian 
Dworkin <[email protected]>
Sent: Wednesday, July 15, 2020 04:43
To: Damien Esquerre <[email protected]>
Cc: Mauro Cavalcanti <[email protected]>; Hugo Benítez 
<[email protected]>; Morphmet <[email protected]>
Subject: Re: [MORPHMET2] allometric correction

Damien

I should also say that given the range of size variation you are suggesting 
(i.e. where there is no overlap in size distributions between the focal species 
for instance ) then I would not use the approach I suggested. You would be in a 
position of extrapolating the shape ~ size relationship likely too far away 
from where you would be comfortable with the prediction (and uncertainty in the 
prediction).

Also if your intraspecific shape ~ size models are for ontogenetic allometries 
I am even more skittish (because ontogenetic allometries so often have 
non-linear relationships). So it may be that what I advocated is not useful for 
your questions.

On Tue, 14 Jul 2020 at 21:32, Damien Esquerre 
<[email protected]<mailto:[email protected]>> wrote:
Dear all,
thanks for the excellent feedback. I need to maybe clarify some things:

I am definitely aware and agree that interspecies comparisons need to be done 
in a phylogenetic context. However, when you have multiple individuals per 
species, and are comparing intraspecific vectors such as allometric slopes 
between species (I know it sounds contradictory but hopefully you know what I 
mean) I am not aware of any method that can incorporate phylogenetic 
information (these usually rely on species means, or one value per species). We 
sort of explored a bit of that issue in the attached paper. I guess I can think 
of ways around it, like including 'clade' as a factor in the model, but that 
doesn't fully account for the relationships between species. I think Dean and 
Mike have been working on this?

I like Ian's suggestion of using species means at a comparable size. However, 
that wouldn't work when we are talking about species with orders of magnitude 
in size difference.

Something I can think of, even if ontogenetic trajectories are different 
between species, one could compute the evolutionary allometric trajectory of 
the mean adult shape of a group of species, and then extract the residuals from 
that regression. I guess there could be many arguments against doing this if 
those species have different ontogenetic trajectories, but would love to open a 
discussion about this.

Another option is just not performing any allometric corrections and accept 
there will be a confounded allometric component to variation with the 
evolutionary (interspecific variation).

In the end, what would you do if you wanted to detect mode of evolution, 
convergence and or adaptation (effect of environment) in a clade that displays 
heterogeneous allometric slopes? In particular, when you dont have 
comprehensive ontogenetic series and that is not the focus of your question.

This is something I've been thinking about for years, and it fascinates me, but 
have never arrived at a satisfactory answer.

Thanks again!
Damien

On Wed, Jul 15, 2020 at 6:04 AM Mauro Cavalcanti 
<[email protected]<mailto:[email protected]>> wrote:
Dear Hugo,

>shape of one particular species. Now regarding the Ian example in Drosophila, 
>I tested allometry into 60 species across the genus and there is definitely a 
>>pattern (indeed a beautiful one across the genus looking into the different 
>clades) but looking into one particular group of species the "size" is indeed 
>a very

Have you already published this work? If so, could you please provide a 
reference? It looks truly great.

With best wishes,

Em ter., 14 de jul. de 2020 às 16:57, Hugo Benítez 
<[email protected]<mailto:[email protected]>> escreveu:
Fantastic line of discussion

I'm absolutely agree with Joe, when there is not a Phylogenetic context maybe 
the allometric correction would not have very much sense, because we are 
looking into only one generation so we really don't know very well if the shape 
we are looking for is product of environmental condition (that can be connected 
with plenty of variables like nutrition, stress, etc...)  now as you asked 
there is multiple group of species so definitely in your idea there is some 
"historic factor" that provide the shape of one particular species. Now 
regarding the Ian example in Drosophila, I tested allometry into 60 species 
across the genus and there is definitely a pattern (indeed a beautiful one 
across the genus looking into the different clades) but looking into one 
particular group of species the "size" is indeed a very good trait to explain 
differences (like species from island, marsh or the typical cosmopolitan) 
cosmopolitan Drosophila have the simple small wing (very small). On the other 
hand, where maybe "makes sense"  is in one single species after doing some 
quantitative genetics experiments and controlling the factors that could 
influence the size depending on your question...   But I think if there is a 
simple species in the game the factors in one generation are indeed just the 
real biological meaning of your differences and I dont think a correction will 
have a very biological meaning...   Now of course could be some exception to 
the rule and a Biogeographical question like bergmann rule, or another rule 
like that where the relationship is directly related to size maybe a correction 
could be ok to see how big there are the differences when the factor is 
included...

I would love to see more replies,  nice topic to discuss Damien

Best
Hugo Benítez


El mar., 14 jul. 2020 a las 14:55, Damien Esquerre 
(<[email protected]<mailto:[email protected]>>) escribió:
Dear morpho community,
I have a philosophical question on size correction that should start an 
interesting discussion.
When we are interested in seeing the effects of species or environmental 
variables for example, on shape, people often first remove allometric variation 
by computing the residuals of a shape ` size regression. This of course, 
doesn't make sense if there are heterogeneous slopes and species have different 
allometric trajectories (i.e. if the species*size term is significant).
What do you think would be the most appropriate way to deal with this situation 
then, if you are interested in environmental effects on shape?
Best regards,
Damien Esquerré

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