Table 3.

Phenotype-based gene sets from the Mammalian Phenotype Ontology that are significantly enriched for genes associated with carnivory score

PhenotypeEnrichment statisticParametric P-valueParametric Q-valuePermulation P-valuePermulation Q-value
MP:0002223 lymphoid hypoplasia−0.3048.60 × 10−40.076<7.00 × 10−5 a<0.057a
MP:0003949 abnormal circulating lipid level−0.2353.30 × 10−50.0117.00 × 10−50.057
MP:0001547 abnormal lipid level−0.1703.62 × 10−91.20 × 10−58.00 × 10−50.057
MP:0005441 increased urine calcium level−0.3117.74 × 10−88.53 × 10−58.00 × 10−50.057
MP:0002988 decreased urine osmolality−0.1811.01 × 10−50.0068.00 × 10−50.057

[i] Permulation P-values represent the proportion of 100,000 permulations that produced a stronger enrichment statistic than the observed value for each gene set. Multiple hypothesis testing corrections were performed by generating Q-values using Storey's correction method (Storey et al. 2020) (FDR = 0.1). A negative enrichment statistic signifies the following pattern: the greater the decrease in carnivory, the higher the rate of evolution of the gene.

[ii] aAfter generating 100,000 null statistics, none produced a stronger correlation with diet than the observed values for MP:0002223. However, if the P-values are adjusted to the smallest observed nonzero P-value (7.00 × 10−5), they would produce a significant empirical Q-value (FDR = 0.1).