Appendix S1: Dataset of the present study and selection criteria In addition to the selection criteria mentioned in the main paper (fish in the study needed to be post-larval, unstressed, unfed, etc.), we only accepted data from studies in which the body-size range that was used to determine b was >5% of the total ontogenetic body mass range of a given species. Caveats to this criteria were made, however, in the case of some relatively large species in which size ranges spanning less than 5% of the total ontogenetic size range were still substantial (e.g. Cyprinus carpio, the dataset for which covered two orders of magnitude but still only comprised about 3% of the total ontogenetic size range of this species). Ordinary least squares regression between the size range encompassed by each study (ln body size range in g) and b showed no effect of size range on estimates of b (r2 = 0.037). Furthermore, the residuals of this plot were evenly distributed, indicating that the variance in b was independent of the size range used in specific studies. The ideal dataset for a study of this nature would be one that covers the total ontogenetic size range for a large number of species. Unfortunately, this does not exist, and the size range in most studies of the scaling of metabolic rate in fish cover only a small proportion of ontogeny (<10%). With such imperfect data, we needed to ensure that there was no biased coverage of particular ontogenetic phases among the lifestyle groups being compared. This is potentially important because b is known to change during ontogeny in several species of animals, including many fish species (although for fish, it is mainly the larval stage that has been observed to scale differently than the juvenile and adult stages (Post and Lee 1996), and in our study we did not include data collected for larvae). Among the studies included in the present analysis which provided information on the lifestages that were examined, the percent of studies that included only adults was similar between lifestyle groupings and showed no clear pattern that could explain the observed trends with regard to b and L (pelagic = 62.5%; benthopelagic = 45.45%; benthic = 34.48%; bathyal = 57.14%), as was the case for the percent of studies that included only juveniles (pelagic = 12.5%; benthopelagic = 18.18%; benthic = 17.24%; bathyal = 0.00%), and those which included data for both adults and juvenile (pelagic = 25.0%; benthopelagic = 36.36%; benthic = 48.28%; bathyal = 42.86%). We therefore assume that the differences between lifestyle groupings for b and L were not being biased by different representations on lifestages between groupings. The pelagic lifestyle grouping did contain a larger mean midpoint body mass (873.54±256.10 g) than the other groups (benthopelagic = 409.60±108.74 g; benthic = 210.64±43.99 g; bathyal = 194.28±91.81 g; ANOVA, Tukey-Kramer, p = 0.0006), but differences in body mass among the benthopelagic, benthic, and bathyal groups were not significantly different. It is unlikely that the differences in body size between the pelagic lifestyle group and the other groups affected the results because increased body mass generally results in lower mass-specific metabolic rates. In spite of this, even though the pelagic lifestyle group contained the largest species (in terms of body mass), it still had the highest values for L among all groups (i.e. if the mean midpoint body mass of the pelagic group was decreased, L would likely be even higher). A modification of the acceptance criteria (in terms of the fish being relatively unstressed) was necessary to estimate resting metabolic rates of obligate ram ventilators (tunas and dolphinfish Coryphaena hippurus) that require a constant flow of water across the gills for blood gas exchange (normally achieved by swimming). In these species, we accepted data from studies that applied anaesthetics or neuromuscular blockers (potential physiological stressors) to immobilize the fish, coupled with irrigation of the gills with a flow of water during the measurement of oxygen consumption (Brill 1987; Benetti et al. 1995). These measures were deemed acceptable as they gave values similar to those obtained by extrapolating measurements of metabolism at several swim speeds to that at zero activity (Brill 1987; Dewar and Graham 1994). Selection criteria for metabolic data on bathyal species were also relaxed to account for the near-impossibility of avoiding some degree of stress in the fish during measurements of oxygen consumption – individuals raised to the surface are often in poor condition due to changes in external pressure, while in situ measurements are sometimes performed under potential hypoxia (due to the oxygen consumption of the fish in closed respirometers at depths where oxygen concentrations may already be low). Still, data for bathyal species allowed us to see if any trends present across pelagic, benthopelagic, and benthic lifestyles could be extended to the limited data available for deep-sea fishes. For one bathyal species (Coryphaenoides armatus), data from two separate studies were combined to produce an overall estimate for b (after adjustment to a common temperature of 5oC). Table S1. Dataset used in the present study. The data are as found in the original references (after unit conversion), and have not been adjusted for differences in temperature. Information on lifestyle and swimming mode categories were obtained from www.fishbase.org. Order Species Lifestyle Swimming Mode Min. Mass (g) Max. Mass (g) Temp. (oC) b L ref (mg kg-1 h-1) Clupeiformes Alosa sapidissima Pelagic carangiform 465 1762 Anguilliformes Anguilla anguilla Benthic anguilliform 10 480 17.5 0.695 111.222 1 18 1.291 19.829 2 Scorpaeniformes Artediellus atlanticus Benthic . 0.7 51.4 0 0.920 14.638 3 Scorpaeniformes Artediellus uncinatus Benthic . 0.1 577 -1.5 0.909 25.680 4 Perciformes Austrolycus depressiceps Benthic . 1 12.18 4 0.957 9.221 5 Osmeriformes Bathylagus antarcticus Bathyal . 13 53 0.5 0.889 20.350 6 Gadiformes Boreogadus saida Benthic subcarangiform 0.7 122.1 -1.5 0.830 44.198 4 Pleuronectiformes Brachirus aspilos Benthic . 1.5 100 28 0.682 103.844 7 Clupeiformes Brevoortia tyrannus Pelagic carangiform 6.98 80.86 25 0.816 328.576 8 Cypriniformes Carassius auratus Benthic subcarangiform 10 450 10 0.882 14.213 9 Cypriniformes Catostomus commersonii Benthic . 30 295 20 0.903 62.861 10 Perciformes Chaenocephalus aceratus Benthic . 566 2160 1 0.780 26.976 11 Cypriniformes Cirrhinus mrigala Benthopelagic subcarangiform 5 198 21.5 0.796 88.062 12 Characiformes Colossoma macropomum Benthopelagic carangiform 0.6 2086 30 0.640 126.971 13 Salmoniformes Coregonus albula Pelagic . 14.1 76.2 15 0.712 145.194 14 Perciformes Coryphaena hippurus Pelagic thunniform 1395 4125 25 0.384 192.515 15 Gadiformes Coryphaenoides armatus Bathyal subcarangiform 100 1500 5 0.973 5.848 16,1 7 Mugiliformes Crenimugil labrosus Benthic subcarangiform 3 20 18 0.976 171.638 18 Scorpaeniformes Cyclopterus lumpus Benthopelagic . 0.16 2800 11 0.821 58.409 19 Pleuronectiformes Cynoglossus sp Benthic anguilliform 1.5 150 28 0.734 117.660 7 79 1370 25.1 0.781 86.287 20 . 5 68.5 20 0.454 105.376 21 Bathyal . 1 13.8 0.5 0.946 56.546 6 Eleginops maclovinus benthopelagic . 6.05 54.60 10 0.786 47.220 5 Gadiformes Eleginus gracilis Benthic subcarangiform 100 200 2.5 0.700 47.598 22 Ophidiiformes Encheliophis homei Benthic anguilliform 0.16 7.5 30 0.730 125.955 23 Perciformes Euthynnus affinis Pelagic thunniform 540 2153 25 0.496 337.855 24 Gadiformes Gadus macrocephalus Benthic subcarangiform 17 2400 6.5 0.787 49.841 25 Gadiformes Gadus morhua Benthopelagic subcarangiform 220 2880 3 0.791 52.770 26 Gasterosteiformes Gasterosteus aculeatus Benthopelagic . 0.29 3.29 5 168.784 27 Perciformes Genyagnus monopterygius Benthic . 54 276 17 0.808 19.510 28 Perciformes Glossogobius giuris Benthopelagic anguilliform 8.3 20 22 0.556 172.067 29 Perciformes Gymnelis viridis Benthic anguilliform 0.1 147 -1.5 0.815 16.255 4 Scorpaeniformes Gymnocanthus tricuspis Benthic . 0.1 577 -1.5 0.909 25.680 4 Mycotphiformes Gymnoscopelus braueri Bathyal . 1.5 21.3 0.5 1.029 36.486 6 Mycotphiformes Gymnoscopelus opisthopterus Bathyal . 7.1 40 0.5 0.942 29.973 6 Perciformes Harpagifer bispinis Benthic . 4.48 9.03 4 0.892 15.458 5 Perciformes Harpagifer georgianus Benthic . 0.2 8 3 0.768 54.062 30 Pleuronectiformes Hippoglossoides platessoides Benthic anguilliform 30 1000 3 0.794 16.301 31 Cypriniformes Cyprinus carpio Benthopelagic subcarangiform Clupeiformes Dorosoma cepedianum Pelagic Mycotphiformes Electrona antarctica Perciformes 1.008 Scorpaeniformes Icelus spatula Benthic . 0.1 577 -1.5 0.909 25.680 4 Siluriformes Ictalurus nebulosus Benthic subcarangiform 30 200 10 0.994 34.018 10 Perciformes Katsuwonus pelamis Pelagic thunniform 300 5000 25 0.563 269.104 32 Perciformes Kuhlia sandvicensis Benthopelagic . 15 80 23 0.790 63.567 33 Cypriniformes Labeobarbus aeneus Benthopelagic . 7.4 325.5 20 0.610 59.318 34 Perciformes Lepomis gibbosus Benthopelagic . 1.8 66.5 25 0.710 38.073 35 Perciformes Lepomis macrochirus Benthopelagic . 1.4 116 25 0.717 34.111 35 Pleuronectiformes Limanda limanda Benthic anguilliform 62.4 500 10 0.782 28.372 36 Mugiliformes Liza dumerili Benthic subcarangiform 4.5 212 23 0.900 157.746 37 Mugiliformes Liza richardsonii Benthic subcarangiform 5.2 33.8 18 0.852 150.762 37 Perciformes Lycodes eudipleurostictus Benthic anguilliform 3.3 226.1 0 0.890 10.684 3 Perciformes Lycodes mucosus Benthic anguilliform 0.1 147 -1.5 0.815 16.255 4 Perciformes Lycodes pallidus Benthic anguilliform 3.2 65.2 0 0.750 9.924 3 Perciformes Lycodes reticulatus Bathyal anguilliform 3.0 377.3 0 1.040 25.905 3 Perciformes Lycodes seminudus Bathyal anguilliform 40.3 228.7 0 0.840 12.781 3 Perciformes Lycodes turneri Benthic anguilliform 0.1 147 -1.5 0.815 16.255 4 Perciformes Macrazoarces americanus Benthic anguilliform 0.2 1500 8 0.834 70.456 19 Osmeriformes Mallotus villosus villosus Pelagic . 12.6 54.1 25 0.864 114.203 38 Lophiiformes Melanocetus johnsoni Bathyal . 1.2 99.9 5 1.104 12.948 39 Pleuronectiformes Microstomus kitt Benthic anguilliform 2.19 271.24 10 0.717 39.036 36 Mugiliformes Mugil cephalas Benthopelagic subcarangiform 12.2 920 23 0.855 177.570 37 Scorpaeniformes Myoxocephalus octodecemspinosus Benthic . 15.3 341 10 0.688 48.111 40 Scorpaeniformes Myoxocephalus scorpius Benthic . 0.1 577.0 -1.5 0.909 43.596 4 Siluriformes Mystus cavasius Benthic anguilliform 4.0 56 29 0.662 243.907 41 Perciformes Notothenia angustifrons Benthic . 0.1 44 3 0.838 82.390 30 Perciformes Notothenia neglecta Benthopelagic . 30.0 2000 0.6 0.785 53.049 42 Perciformes Notothenia nudifrons Benthic . 0.2 36 3 0.902 73.790 30 Perciformes Notothenia rossii Benthic . 300.0 900 0.6 0.958 38.984 42 Salmoniformes Onchorhynchus mykiss Benthopelagic subcarangiform 2.7 1343 11 0.789 82.767 43 Salmoniformes Oncorhynchus nerka Pelagic subcarangiform 5 2000 15 0.847 54.195 44 Perciformes Oreochromis alcalicus grahami Benthopelagic . 0.8 10.2 37 0.748 685.443 45 Perciformes Oreochromis mossambicus Benthopelagic carangiform 10 150 28 0.656 116.572 47 Perciformes Oreochromis niloticus Benthopelagic carangiform 47 1720 25 0.754 45.797 46 Perciformes Pagothenia borchgrevinki Pelagic . 13 130 0 0.825 53.054 48 Perciformes Paranotothenia magellanica Pelagic . 66.68 244.7 4 0.814 14.860 5 Pleuronectiformes Platichthys flesus Benthic anguilliform 6 800 5 0.827 19.483 49 Pleuronectiformes Pleuronectes platessa Benthic anguilliform 2 326 14 0.782 63.163 50 Perciformes Pseudocrenilabrius multicolor Benthic . 0.9 3.6 27 0.690 248.870 51 Salmoniformes Salmo trutta Pelagic subcarangiform 78.0 400.0 10 0.877 72.401 10 Salmoniformes Salvelinus alpinus Benthopelagic subcarangiform 0.2 286.0 6 0.748 32.635 52 Salmoniformes Salvelinus fontinalis Benthic subcarangiform 26 280 20 1.036 148.618 10 Perciformes Sander vitreus Benthopelagic . 74 674 20 0.882 69.587 53 Scorpaeniformes Scorpaena guttata Benthic . 39 743 18 0.848 34.713 54 Scorpaeniformes Sebastolobus alascanus Bathyal . 113 883 5 0.674 8.456 54 Perciformes Seriola lalandi Pelagic carangiform 10.3 2340 20 0.632 76.256 55 Pleuronectiformes Synaptura aspilos Benthic anguilliform 2.5 80 28 0.682 110.918 7 Gadiformes Theragra chalcogramma Benthopelagic subcarangiform 6 300 5.5 0.778 67.534 56 Perciformes Thunnus albacares Pelagic thunniform 585 3890 25 0.573 203.326 24 Perciformes Trachurus trachurus Pelagic carangiform 1.41 384 13 0.725 53.652 57 Perciformes Trematomus hansoni Benthic . 0.1 90 3 0.727 32.180 30