Identifying the genomic changes that underlie phenotypic adaptations is a key challenge in evolutionary biology and genomics. Loss of protein-coding genes is one type of genomic change with the potential to affect phenotypic evolution. Here, we develop a genomics approach to accurately detect gene losses and investigate their importance for adaptive evolution in mammals. We discover a number of gene losses that likely contributed to morphological, physiological, and metabolic adaptations in aquatic and flying mammals. These gene losses shed light on possible molecular and cellular mechanisms that underlie these adaptive phenotypes. In addition, we show that gene loss events that occur as a consequence of relaxed selection following adaptation provide novel insights into species’ biology. Our results suggest that gene loss is an evolutionary mechanism for adaptation that may be more widespread than previously anticipated. Hence, investigating gene losses has great potential to reveal the genomic basis underlying macroevolutionary changes.

Annotating coding genes and inferring orthologs are two classical challenges in genomics and evolutionary biology that have traditionally been approached separately, limiting scalability. We present TOGA (Tool to infer Orthologs from Genome Alignments), a method that integrates structural gene annotation and orthology inference. TOGA implements a different paradigm to infer orthologous loci, improves ortholog detection and annotation of conserved genes compared with state-of-the-art methods, and handles even highly fragmented assemblies. TOGA scales to hundreds of genomes, which we demonstrate by applying it to 488 placental mammal and 501 bird assemblies, creating the largest comparative gene resources so far. Additionally, TOGA detects gene losses, enables selection screens, and automatically provides a superior measure of mammalian genome quality. TOGA is a powerful and scalable method to annotate and compare genes in the genomic era.

The transition from land to water in whales and dolphins (cetaceans) was accompanied by remarkable adaptations. To reveal genomic changes that occurred during this transition, we screened for protein-coding genes that were inactivated in the ancestral cetacean lineage. We found 85 gene losses. Some of these were likely beneficial for cetaceans, for example, by reducing the risk of thrombus formation during diving (F12 and KLKB1), erroneous DNA damage repair (POLM), and oxidative stress–induced lung inflammation (MAP3K19). Additional gene losses may reflect other diving-related adaptations, such as enhanced vasoconstriction during the diving response (mediated by SLC6A18) and altered pulmonary surfactant composition (SEC14L3), while loss of SLC4A9 relates to a reduced need for saliva. Last, loss of melatonin synthesis and receptor genes (AANAT, ASMT, and MTNR1A/B) may have been a precondition for adopting unihemispheric sleep. Our findings suggest that some genes lost in ancestral cetaceans were likely involved in adapting to a fully aquatic lifestyle.

The repeated evolution of dietary specialization represents a hallmark of mammalian ecology. To detect genomic changes that are associated with dietary adaptations, we performed a systematic screen for convergent gene losses associated with an obligate herbivorous or carnivorous diet in 31 placental mammals. For herbivores, our screen discovered the repeated loss of the triglyceride lipase inhibitor PNLIPRP1, suggesting enhanced triglyceride digestion efficiency. Furthermore, several herbivores lost the pancreatic exocytosis factor SYCN, providing an explanation for continuous pancreatic zymogen secretion in these species. For carnivores, we discovered the repeated loss of the hormone-receptor pair INSL5–RXFP4 that regulates appetite and glucose homeostasis, which likely relates to irregular feeding patterns and constant gluconeogenesis. Furthermore, reflecting the reduced need to metabolize plant-derived xenobiotics, several carnivores lost the xenobiotic receptors NR1I3 and NR1I2. Finally, the carnivore-associated loss of the gastrointestinal host defense gene NOX1 could be related to a reduced gut microbiome diversity. By revealing convergent gene losses associated with differences in dietary composition, feeding patterns, and gut microbiomes, our study contributes to understanding how similar dietary specializations evolved repeatedly in mammals. Significance Mammals repeatedly adapted to specialized diets, including plant-based diets for herbivores and meat- or insect-based diets for carnivores. Apart from consuming diets with different nutritional compositions, obligate herbivores and carnivores differ in other aspects, such as the time spent feeding, regularity of pancreatic juice secretion, exposure to toxic plant-derived compounds, and gut microbiome diversity. To better understand how diet-related changes evolved, we performed genome-wide screens for convergent gene losses that happened preferentially in herbivores or in carnivores. We discovered repeated losses of genes involved in fat digestion, pancreatic juice secretion, glucose homeostasis, appetite regulation, detoxification, and gut microbiome diversity. Our results reveal genomic changes associated with dietary specialization and illuminate metabolic and physiological changes in herbivorous and carnivorous mammals.