A recent analysis of some fish COI data revealed these really odd branch tips going backwards on the tree. I'd never heard of this before and neither had most people I asked. So what are they, what causes them, and how do I get rid of them?
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| NJ phylogram of cyprinid COI sequences |
Well they seem to be an artefact of the stepwise NJ clustering algorithm and how it adds new branches. I don't pretend to know the details, but it seems to occur on most analytical platforms (e.g. R, MEGA, PAUP*). These negative branches don't really have any biological meaning, so it is best to remove them before the tree is presented. Ideally they are redistributed to adjacent branches, but practically this isn't feasible. Apparently, PAUP* is able to deal with this, but I didn't have any joy when I tried. Setting them to zero seems the most justified approach at this stage. Of course the original distance matrix on which the NJ tree is based remains the same, so identifications should obviously be checked against the data, rather than by looking at just the tree.
Using the ape package in R, my simple workaround is to generate a neighbour-joining tree as usual with the nj() function. Next I save this tree object to file (in Newick parenthetical format) using the write.tree() command, and open the Newick text file in a text editor (I use SciTE). To remove all the negative branch numbers and replace them with zero, you need to use a regular expression search and replace. This is quite a powerful feature if you know how to use it. As well as normal negative numbers (e.g. -0.0005558445244), ape also adds negative exponents for really short branches (e.g. -5.199093188e-17), so these need to be dealt with too. First off you need to replace the exponent string by entering:
EDIT 18.10.10 ...
And sure enough, yes, there is a much easier way of doing this straight in R. Simply create or load your tree object, and then access the branch (edge) lengths with the $ command, replacing all with zero.
Using the ape package in R, my simple workaround is to generate a neighbour-joining tree as usual with the nj() function. Next I save this tree object to file (in Newick parenthetical format) using the write.tree() command, and open the Newick text file in a text editor (I use SciTE). To remove all the negative branch numbers and replace them with zero, you need to use a regular expression search and replace. This is quite a powerful feature if you know how to use it. As well as normal negative numbers (e.g. -0.0005558445244), ape also adds negative exponents for really short branches (e.g. -5.199093188e-17), so these need to be dealt with too. First off you need to replace the exponent string by entering:
-\d\.\d*e-\d\dNext, the normal negative number can be addressed with:
-\d\.\d*I won't go into the details of how these instructions work, but a good tutorial on regular expressions can be found here. Make sure you have no other hyphens in your Newick file that may interfere (e.g. in the taxon labels), and always test it first with just find before you replace all and save. Now your modified Newick file can be reloaded into R and printed using the respective read.tree() and plot() commands. Hopefully someone will eventually develop a more sophisticated way of dealing with this natively in R.
EDIT 18.10.10 ...
And sure enough, yes, there is a much easier way of doing this straight in R. Simply create or load your tree object, and then access the branch (edge) lengths with the $ command, replacing all with zero.
TREEOBJECT$edge.length[TREEOBJECT$edge.length<0]<-0Many thanks to Samuel Brown for pointing this out. For the R-phobic, the more long-winded approach posted above can still be used for trees produced in other programs such as MEGA or PAUP*.
