Conserved noncoding RNA genes were annotated using the Infernal pipeline95 (link). To gain insights into the evolution of conserved miRNA families along the bat lineages, we performed two analyses that investigate (i) expansion or contraction of members with miRNA gene families, and (ii) gain or loss of miRNA gene families. To explore variation in miRNA sequence unique to bats, we aligned and investigated single-copy miRNA genes across these 48 taxa. We developed a pipeline to predict the gene targets of candidate miRNAs and the biological processes in which they are potentially engaged. To identify novel miRNAs evolved in bats, we sequenced small RNA libraries from brain, kidney and liver for all six bat species using Illumina miRNA-seq. We carried out a comprehensive pipeline to identify novel miRNA commonly shared by the ancestral bat lineage. We further used luciferase assays96 (link),97 (link) to test the functionality of candidate miRNAs in vitro. A full description is provided in Supplementary Note 5.
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