“…Bias in the phylogeny of the alignment can result in poor prediction of evolutionary couplings, and thus deeper alignments, which can have less phylogenetic bias, generally improve predictive power [7,163,164]. In contrast, explicitly modeling phylogeny in an alignment, such as with evolutionary trace methods [56,58,59] and other phylogeny-based covariation methods [57], can help identify gene-wide covariation. Although in sequence coevolution methods phylogeny of the alignment is typically not modeled directly, correcting for the similarity of sequences in an alignment has been used to improve SCA, MI and direct methods [52,60,163], which accounts for experimental sampling bias.…”