2019
DOI: 10.1126/sciadv.aaw4967
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Deep learning on butterfly phenotypes tests evolution’s oldest mathematical model

Abstract: Traditional anatomical analyses captured only a fraction of real phenomic information. Here, we apply deep learning to quantify total phenotypic similarity across 2468 butterfly photographs, covering 38 subspecies from the polymorphic mimicry complex of Heliconius erato and Heliconius melpomene. Euclidean phenotypic distances, calculated using a deep convolutional triplet network, demonstrate significant convergence between interspecies co-mimics. This quantitatively validates a key prediction of Müllerian mim… Show more

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Cited by 45 publications
(62 citation statements)
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“…There has been considerable interest in whether the H. erato and H. melpomene co-mimics have co-diverged and simultaneously converged onto the same colour pattern [88][89][90][91] or whether one species evolved towards diverse phenotypes of the other, i.e., advergence [67,[92][93][94]. Homologous genes control corresponding phenotypes [30,35,95,96], but there is no allele sharing between the melpomene and erato clade [67,68].…”
Section: Parallel Selective Sweep Signatures Between Mimetic Speciesmentioning
confidence: 99%
“…There has been considerable interest in whether the H. erato and H. melpomene co-mimics have co-diverged and simultaneously converged onto the same colour pattern [88][89][90][91] or whether one species evolved towards diverse phenotypes of the other, i.e., advergence [67,[92][93][94]. Homologous genes control corresponding phenotypes [30,35,95,96], but there is no allele sharing between the melpomene and erato clade [67,68].…”
Section: Parallel Selective Sweep Signatures Between Mimetic Speciesmentioning
confidence: 99%
“…Images were obtained through the authors' collections and collections made publicly available by Cuthill et al 2019 [22] and Jiggins et al 2019 [23]. Individual genders were determined based on sexual dimorphism in the androconial region [24].…”
Section: (A) Sampling and Landmark Analysismentioning
confidence: 99%
“…H. e. hydara versus H. m. melpomene from French Guiana). As H. erato is often suggested to be the more abundant co-mimic and, thus, the model which H. melpomene mimics [21,22], the evolution of better mimetic signals in this case may reflect a melpomene populations from French Guiana [20]. The potentially recent evolutionary change of the H. e. hydara mid-forewing band phenotype from French Guiana also crosses the developmental boundary identified in the H. e. demophoon CRISPR/Cas9 KO's, which suggests the gene regulatory network that underlies this similar wing phenotype may be diverging even within the H. erato lineage (Figure 3).…”
Section: (B) Evidence Of Gene Regulatory Network Divergence Within Spmentioning
confidence: 99%
“…On the other hand, the paucity of empirical evidence for coevolution in Müllerian mimicry systems may simply be due to the fact that coevolution is notoriously difficult to demonstrate. Perhaps the most compelling evidence for coevolutionary convergence in Müllerian mimicry used machine learning and phylogenetic methods to demonstrate colour and pattern matching across multiple co-ocurring populations of Heliconius erato and Heliconius melpomene butterflies (Hoyal Cuthill et al, 2019). In one focussed case study, they demonstrate that the wing colour of H. erato has remained unchanged from the ancestral form while the wing colour of its H. melpomene co-mimic has changed to match that of H. erato.…”
Section: (3) Absolute Abundance and Phenotypic Inertiamentioning
confidence: 99%