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The presence of missing data in large-scale phylogenomic datasets has negative effects on the phylogenetic inference process. One effect that is caused by alignments with missing per-gene or per-partition sequences is that the inferred phylogenies may exhibit extremely long branch lengths.
(Darriba et al., 2016) Prediction of missing sequences and branch lengths in phylogenomic data. Bioinformatics.