Phylogenetic reconstruction from DNA or amino acid sequences relies heavily
on suitable distance measures. A number of new distance measures (asynchro
nous, LogDet, and paralinear distances) which possess the desired property
of tree additivity under fairly general models of sequence evolution have b
een proposed recently, but they are not well understood from a mechanistic
point of view. We review them here in a unifying framework, which is the su
bstitution process in continuous time. The emerging interpretation will als
o clarify the relationship among these distance measures. We also tackle si
tuations with site-to-site variation of substitution rates which is well kn
own to cause non-additive distances and inconsistent branch lengths. For ho
mogeneous, stationary, time-reversible models, this may be repaired provide
d that the distribution of rates is known, In contrast, we will show that,
for non-stationary models, different tree topologies may produce identical
joint distributions of letters in pairs of sequences, given the same distri
bution of rates. This precludes the existence of any tree-additive pairwise
distance measure, (C) 1999 Academic Press.