Hi  Philipp,

Thanks a lot, although the phenotypic traits measured in the paper were not 
shape variation or multi-dimensional based, it is good to check how they 
build up the analyses!

Best,
Han

在2022年11月4日星期五 UTC 14:42:17<[email protected]> 写道:

> Hi,
>
> Maybe this is of interest in this context:
>
> Mitteroecker P, Cheverud JM, Pavlicev M (2016) Multivariate analysis of 
> genotype-phenotype association. *Genetics *202(4), 1345-1363 
>
> It is about multivariate methods to explore associations between genetic 
> variation and shape/form variation.
>
> Best,
>
> Philipp 
>
> [email protected] schrieb am Mittwoch, 2. November 2022 um 02:24:31 
> UTC+1:
>
>> Dear morpho people,
>>
>> I am writing to ask a rarely discussed question, which is to test 
>> associations between genomic data and shape variation.
>>
>> To describe my system and bit first, I am working with four sympatric 
>> fish morphs in a lake. I have both genetic data (SNP generated by ddRADSeq, 
>> around 12000 SNPs) and shape data (landmarks and semilandmarks-based GM for 
>> the head shape) of the same fish samples. The genetics indicate that three 
>> morphs are genetically distinct, while one is of hybridization origin 
>> between two morphs with different degrees of introgression. I like to ask 
>> the question: for the three related morphs (two parental morphs and one 
>> hybrid morph) there any correlation between the degree of genetic 
>> introgression and the shape variation? 
>>
>> I was suggested to apply a 2b-PLS to test it. Then I searched for some 
>> literature and find a few cases. However, the studies vary for the input 
>> data of both genetics and morphometrics. For genetics, people have used 
>> genetic distances (calculated as Fst/(1-Fst), Fst is a measurement of 
>> genetic differentiation), Prevosti distance, allele frequencies (a few 
>> microsatellites), and expression results (numeric and continuous). For the 
>> shape data, people used Eucidean distances, GPA coordinates, centroid 
>> sizes, etc.
>>
>> So my questions are:
>> 1. Do you all agree that sb-PLS should also make sense for such a 
>> comparison?
>> 2. What you will suggest for the input files? (I do have some 
>> considerations to discuss)
>> 3. Is there any other analysis you will recommend? 
>>
>> I know normally people will use GWAS to search for associations, however, 
>> I am looking for something that can tolerate a smaller sample size (30 fish 
>> per morph). Also, the potential transgressive shape of hybrids may be a 
>> confounding factor, especially there is different allometry observed.
>>
>> I appreciate all kinds of suggestions and comments.
>>
>> Best regards,
>> Han Xiao
>>
>

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