Phylogenetic Analysis of Covariance by Computer Simulation
Abstract
Biologists often compare average phenotypes of groups of species defined cladistically or on behavioral, ecological, or physiological criteria (e.g., carnivores vs. herbivores, social vs. nonsocial species, endotherms vs. ectotherms). Hypothesis testing typically is accomplished via analysis of variance (ANOVA) or covariance (ANCOVA; often with body size as a covariate). Because of the hierarchical nature of phylogenetic descent, however, species may not represent statistically independent data points, degrees of freedom may be inflated, and significance levels derived from conventional tests cannot be trusted. As one solution to this degrees of freedom problem, we propose using empirically scaled computer simulation models of continuous traits evolving along “known” phylogenetic trees to obtain null distributions of F statistics for ANCOVA of comparative data sets. These empirical null distributions allow one to set critical values for hypothesis testing that account for nonindependence due to specified phylogenetic topology, branch lengths, and model of character change. Computer programs that perform simulations under a variety of evolutionary models (gradual and speciational Brownian motion, Ornstein-Uhlenbeck, punctuated equilibrium; starting values, trends, and limits to phenotypic evolution can also be specified) and that will analyze simulated data by ANCOVA are available from the authors on request. We apply the proposed procedures to the analysis of differences in h…
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The tracing of female horn evolution on the composite tree has strong phylogenetic signal (p < 0.001).
“We determined that the tracing of female horn evolution on this composite tree has strong phylogenetic signal (Blomberg et al. 2003; p < 0.001) using PDAP 6.0 software (Garland et al. 1993); therefore, related species tend to resemble each other in their tendency for females to have horns.”
From Evolution of weaponry in female bovids (2009) · cites this paper as Garland et al. 1993
Statistical significance as measured by a phylogenetic ANOVA was found for agility of the main prey (F= 11.564; p = 0.001), hunting habitat (F= 7.987; p = 0.038) and nesting territoriality (F= 7.239; p = 0.015).
“Statistical significance as measured by a phylogenetic ANOVA (Garland et al. 1993) was found for agility of the main prey (F= 11.564; p = 0.001), hunting habitat (F= 7.987; p = 0.038) and, nesting territoriality (F= 7.239; p = 0.015).”
From Structural complexity of hunting habitat and territoriality increase the reversed sexual size dimorphism in diurnal raptors (2018) · cites this paper as Garland et al. 1993
Cites
Phylogenies and the Comparative Method
Felsenstein, J. (1985) · The American Naturalist · doi:10.1086/284325 · Cited by 9,793 · see citing works
CLADISTIC TESTS OF ADAPTATIONAL HYPOTHESES
Coddington, J. A. (1988) · Cladistics · doi:10.1111/j.1096-0031.1988.tb00465.x · Cited by 438 · see citing works
Amino acid sequence versus morphological data and the interordinal relationships of mammals.
(1987) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a040435 · Cited by 76 · see citing works
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ENERGETICS OF FREE-RANGING MAMMALS, REPTILES, AND BIRDS
Nagy, K. A., Girard, I. A., & Brown, T. K. (1999) · Annual Review of Nutrition · doi:10.1146/annurev.nutr.19.1.247 · Cited by 806 · see citing works
SIRT6 is responsible for more efficient DNA double-strand break repair in long-lived species
Tian, X., Firsanov, D., Zhang, Z., Cheng, Y., Luo, L., Tombline, G., Tan, R., Simon, M., Henderson, S., Steffan, J., et al. (2019) · Cell · doi:10.1016/j.cell.2019.03.043 · Cited by 353 · see citing works
The Relationship between Basal Metabolic Rate and Daily Energy Expenditure in Birds and Mammals
Ricklefs, R. E., Konarzewski, M., & Daan, S. (1996) · The American Naturalist · doi:10.1086/285892 · Cited by 311 · see citing works
Montgelard, C., Catzeflis, F. M., & Douzery, E. (1997) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a025792 · Cited by 279 · see citing works
The Allometry of Avian Basal Metabolic Rate: Good Predictions Need Good Data
McKechnie, A. E., & Wolf, B. O. (2004) · Physiological and Biochemical Zoology · doi:10.1086/383511 · Cited by 264 · see citing works
A hierarchical pattern of limiting factors helps explain variation in home range size
Mcloughlin, P. D., & Ferguson, S. H. (2000) · Écoscience · doi:10.1080/11956860.2000.11682580 · Cited by 248 · see citing works
Coevolving avian eye size and brain size in relation to prey capture and nocturnality
Garamszegi, L. Z., Møller, A. P., & Erritzøe, J. (2002) · Proceedings of the Royal Society of London. Series B: Biological Sciences · doi:10.1098/rspb.2002.1967 · Cited by 232 · see citing works
Evolution of weaponry in female bovids
Stankowich, T., & Caro, T. (2009) · Proceedings of the Royal Society B: Biological Sciences · doi:10.1098/rspb.2009.1256 · Cited by 108 · see citing works
Poux, C., & Douzery, E. J. P. (2004) · American Journal of Physical Anthropology · doi:10.1002/ajpa.10322 · Cited by 103 · see citing works
MONTES, L., LE ROY, N., PERRET, M., DE BUFFRENIL, V., CASTANET, J., & CUBO, J. (2007) · Biological Journal of the Linnean Society · doi:10.1111/j.1095-8312.2007.00881.x · Cited by 91 · see citing works
Primate brain architecture and selection in relation to sex
Lindenfors, P., Nunn, C. L., & Barton, R. A. (2007) · BMC Biology · doi:10.1186/1741-7007-5-20 · Cited by 86 · see citing works
Wing bone geometry reveals active flight in Archaeopteryx
Voeten, D. F. A. E., Cubo, J., de Margerie, E., Röper, M., Beyrand, V., Bureš, S., Tafforeau, P., & Sanchez, S. (2018) · Nature Communications · doi:10.1038/s41467-018-03296-8 · Cited by 77 · see citing works
Basal Metabolic Rate of Canidae from Hot Deserts to Cold Arctic Climates
Careau, V., Morand-Ferron, J., & Thomas, D. (2007) · Journal of Mammalogy · doi:10.1644/06-mamm-a-111r1.1 · Cited by 57 · see citing works
Cranial integration in the sciuridae
ROTH, V. L. (1996) · American Zoologist · doi:10.1093/icb/36.1.14 · Cited by 61 · see citing works
Mammalian intestinal allometry, phylogeny, trophic level and climate
Duque-Correa, M. J., Codron, D., Meloro, C., McGrosky, A., Schiffmann, C., Edwards, M. S., & Clauss, M. (2021) · Proceedings of the Royal Society B: Biological Sciences · doi:10.1098/rspb.2020.2888 · Cited by 40 · see citing works
Pérez‐Camacho, L., Martínez‐Hesterkamp, S., Rebollo, S., García‐Salgado, G., & Morales‐Castilla, I. (2018) · Journal of Avian Biology · doi:10.1111/jav.01745 · Cited by 18 · see citing works
- Authors
- Garland, T., Dickerman, A. W., Janis, C. M., & Jones, J. A.
- Affiliations
- University of Wisconsin–Madison (US)
- Brown University (US)
- Venue
- Systematic Biology
- Publisher
- Oxford University Press (OUP)
- Published
- 1993-09-01
- Volume
- 42
- Issue
- 3
- Pages
- 265-292
- ISSN
- 1063-5157 (ISSN-L)
- 1076-836X
- OpenAlex
- W2088262090
- Cited by
- 1,238
- References
- 3
- Citations by year
- 2026: 15 · 2025: 27 · 2024: 29 · 2023: 25 · 2022: 34 · 2021: 49 · 2020: 41 · 2019: 54 · 2018: 36 · 2017: 37 · 2016: 42 · 2015: 39 · 2014: 45 · 2013: 45 · 2012: 39
- FWCI
- 23.09
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Systematic Biology (publishedVersion)
- Topics
- Physical Sciences › Earth and Planetary Sciences › Paleontology › Evolution and Paleontology Studies
- Physical Sciences › Mathematics › Geometry and Topology › Morphological variations and asymmetry
- Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Animal Behavior and Reproduction
- Keywords
- covariance analysis, empirical null distribution, phylogenetic autocorrelation, phylogenetically independent contrasts, Brownian motion, Ornstein-Uhlenbeck process, punctuated equilibrium, home range, Carnivora, ungulates, diet
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