“…If knowledge of causal alleles is available, then one must demonstrate that a given site has been under repeated and independent selection in each replicate pair (Lee & Coop, 2017, 2019. Typically, these analyses are undertaken comparing individual replicate pairs (e.g., Roda et al, 2013b;Lamichhaney et al, 2017;Cassin-Sackett et al, 2019), although some studies detect broad, or 'global' outliers by comparing the aggregate of all populations within each ecotype (e.g., Jones et al, 2012;Kautt et al, 2012). In the absence of repeated selection on the same allele or gene, parallelism can be manifested at the functional level, such that different genes under selection participating in the same predicted biological function contribute to the pattern of phenotypic parallelism in a system.…”