Whither Pst? The approximation of Qst by Pst in evolutionary and conservation biology
Abstract
Local adaptation through natural selection can be inferred in case the additive genetic divergence in a quantitative trait across populations (Q(st)) exceeds the neutral expectation based on differentiation of neutral alleles across these populations (e.g. F(st)). As such, measuring Q(st) in relation to neutral differentiation presents a first-line investigation applicable in evolutionary biology (selection on functional genes) and conservation biology (identification of locally adapted coding genes). However, many species, especially those in need of conservation actions, are not amenable for the kind of breeding design required to estimate either narrow- or broad-sense Q(st). In such cases, Q(st) has been approximated by the phenotypic divergence in a trait across populations (P(st)). I here argue that the critical aspect for how well P(st) approximates Q(st) depends on the extent that additive genetic effects determine variation between populations relative to within populations. I review how the sensitivity of conclusions regarding local adaptation based on P(st) have been evaluated in the literature and find that many studies make a anticonservative null assumption in estimating P(st) and/or use a nonconservative approach to explore sensitivity of their conclusions. Data from two studies that have provided a second, independent assessment of selection in their system suggest that P(st)-F(st) comparisons should be interpreted very conservatively. I conclude with recommendations for improving the robustness of the inferences drawn from comparing P(st) with neutral differentiation.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The notion that Qst takes the minimum value relies on h2 always being less than c, which is anticonservative.
“However, the notion that this takes the minimum value of Qst relies on h2 always being less than c, which is anticonservative as has been noted previously [32].”
From Investigating the case of human nose shape and climate adaptation (2017) · cites this paper as [32]
Cites
Wright, S. (1943) · Genetics · doi:10.1093/genetics/28.2.114 · Cited by 5,620 · see citing works
<i>G</i> <sub>ST</sub> and its relatives do not measure differentiation
JOST, L. (2008) · Molecular Ecology · doi:10.1111/j.1365-294x.2008.03887.x · Cited by 2,435 · see citing works
A STANDARDIZED GENETIC DIFFERENTIATION MEASURE
Hedrick, P. W. (2005) · Evolution · doi:10.1111/j.0014-3820.2005.tb01814.x · Cited by 1,839 · see citing works
Comparison of genetic differentiation at marker loci and quantitative traits
Merilä, J., & Crnokrak, P. (2001) · Journal of Evolutionary Biology · doi:10.1046/j.1420-9101.2001.00348.x · Cited by 1,241 · see citing works
Adaptive population divergence: markers, QTL and traits
McKay, J., & Latta, R. G. (2002) · Trends in Ecology & Evolution · doi:10.1016/s0169-5347(02)02478-3 · Cited by 839 · see citing works
Comparative studies of quantitative trait and neutral marker divergence: a meta‐analysis
Leinonen, T., O’Hara, R. B., Cano, J. M., & Merilä, J. (2007) · Journal of Evolutionary Biology · doi:10.1111/j.1420-9101.2007.01445.x · Cited by 528 · see citing works
Evolutionary inference from <i>Q</i> <sub>ST</sub>
WHITLOCK, M. C. (2008) · Molecular Ecology · doi:10.1111/j.1365-294x.2008.03712.x · Cited by 384 · see citing works
Vasemägi, A., & Primmer, C. R. (2005) · Molecular Ecology · doi:10.1111/j.1365-294x.2005.02690.x · Cited by 368 · see citing works
Genetic basis of fitness differences in natural populations
Ellegren, H., & Sheldon, B. C. (2008) · Nature · doi:10.1038/nature06737 · Cited by 349 · see citing works
Leinonen, T., Cano, J. M., Mäkinen, H., & Merilä, J. (2006) · Journal of Evolutionary Biology · doi:10.1111/j.1420-9101.2006.01182.x · Cited by 240 · see citing works
THE QUANTITATIVE AND MOLECULAR GENETIC ARCHITECTURE OF A SUBDIVIDED SPECIES
Lynch, M., Pfrender, M. E., Spitze, K., Lehman, N., Hicks, J., Allen, D., Latta, L. C., Ottene, M., Bogue, F., & Colbourne, J. K. (1999) · Evolution · doi:10.1111/j.1558-5646.1999.tb05336.x · Cited by 227 · see citing works
Storz, J. F. (2002) · Molecular Ecology · doi:10.1046/j.1365-294x.2002.01636.x · Cited by 195 · see citing works
Bias and Precision in QST Estimates: Problems and Some Solutions
O’Hara, R. B., & Merilä, J. (2005) · Genetics · doi:10.1534/genetics.105.044545 · Cited by 176 · see citing works
Turan, C., Oral, M., Öztürk, B., et al. (2006) · Fisheries Research · doi:10.1016/j.fishres.2006.01.015 · Cited by 168 · see citing works
Saint‐Laurent, R., Legault, M., & Bernatchez, L. (2003) · Molecular Ecology · doi:10.1046/j.1365-294x.2003.01735.x · Cited by 160 · see citing works
Raeymaekers, J. A. M., Houdt, J. K. J. V., Larmuseau, M., et al. (2006) · Molecular Ecology · doi:10.1111/j.1365-294x.2006.03190.x · Cited by 149 · see citing works
Are QST–FST comparisons for natural populations meaningful?
Pujol, B., Wilson, A. J., Ross, R. I. C., & Pannell, J. R. (2008) · Molecular Ecology · doi:10.1111/j.1365-294x.2008.03958.x · Cited by 149 · see citing works
Rapidly developing functional genomics in ecological model systems via 454 transcriptome sequencing
Wheat, C. W. (2008) · Genetica · doi:10.1007/s10709-008-9326-y · Cited by 134 · see citing works
Østbye, K., Næsje, T., Bernatchez, L., Sandlund, O. T., & Hindar, K. (2005) · Journal of Evolutionary Biology · doi:10.1111/j.1420-9101.2004.00844.x · Cited by 129 · see citing works
Antoniazza, S., Burri, R., Fumagalli, L., et al. (2010) · Evolution · doi:10.1111/j.1558-5646.2010.00969.x · Cited by 123 · see citing works
Sæther, S. A., Fiske, P., Kålås, J. A., Kuresoo, A., Luigujõe, L., Piertney, S. B., Sahlman, T., & Höglund, . (2007) · Journal of Evolutionary Biology · doi:10.1111/j.1420-9101.2007.01328.x · Cited by 106 · see citing works
Lehtonen, P. K., Laaksonen, T., Artemyev, A. V., et al. (2009) · Molecular Ecology · doi:10.1111/j.1365-294x.2009.04364.x · Cited by 105 · see citing works
The Quantitative and Molecular Genetic Architecture of a Subdivided Species
Lynch, M. F., Pfrender, M. E., Spitze, K., et al. (1999) · Evolution · doi:10.2307/2640923 · Cited by 98 · see citing works
Quantitative trait and allozyme divergence in the Greenfinch (Carduelis chloris, Aves: Fringillidae)
Merilä, J. (1997) · Biological Journal of the Linnean Society · doi:10.1111/j.1095-8312.1997.tb01789.x · Cited by 81 · see citing works
ALHO, J. S., Herczeg, G., Söderman, F., et al. (2010) · BMC Evolutionary Biology · doi:10.1186/1471-2148-10-317 · Cited by 75 · see citing works
Volis, S., Yakubov, B., Shulgina, I., et al. (2005) · Heredity · doi:10.1038/sj.hdy.6800745 · Cited by 73 · see citing works
Chenoweth, S. F., & Blows, M. W. (2008) · Evolution · doi:10.1111/j.1558-5646.2008.00374.x · Cited by 72 · see citing works
Phillimore, A. B., Owens, I. P. F., BLACK, R. A., Chittock, J., Burke, T. A., & Clegg, S. M. (2008) · Molecular Ecology · doi:10.1111/j.1365-294x.2008.03794.x · Cited by 52 · see citing works
Miller, J. R., Wood, B. P., & Hamilton, M. B. (2008) · Genetics · doi:10.1534/genetics.108.092031 · Cited by 46 · see citing works
Gay, L., Neubauer, G., Zagalska‐Neubauer, M., et al. (2008) · Heredity · doi:10.1038/hdy.2008.99 · Cited by 32 · see citing works
Cano, J. M., Mäkinen, H., Leinonen, T., et al. (2008) · Biological Conservation · doi:10.1016/j.biocon.2008.01.015 · Cited by 31 · see citing works
SELECTION IN A CYCLING POPULATION: DIFFERENTIAL RESPONSE AMONG SKELETAL TRAITS
Wójcik, A. M., Polly, P. D., Sikorski, M. D., et al. (2006) · Evolution · doi:10.1111/j.0014-3820.2006.tb00535.x · Cited by 27 · see citing works
Santure, A. W., Ewen, J. G., Sicard, D., Roff, D. A., & Møller, A. P. (2010) · Biological Journal of the Linnean Society · doi:10.1111/j.1095-8312.2009.01366.x · Cited by 21 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Climate change, adaptation, and phenotypic plasticity: the problem and the evidence
Merilä, J., & Hendry, A. P. (2014) · Evolutionary Applications · doi:10.1111/eva.12137 · Cited by 1,369 · see citing works
Highly heritable and functionally relevant breed differences in dog behaviour
MacLean, E. L., Snyder-Mackler, N., vonHoldt, B. M., & Serpell, J. A. (2019) · Proceedings of the Royal Society B: Biological Sciences · doi:10.1098/rspb.2019.0716 · Cited by 144 · see citing works
Investigating the case of human nose shape and climate adaptation
Zaidi, A. A., Mattern, B. C., Claes, P., McEcoy, B., Hughes, C., & Shriver, M. D. (2017) · PLOS Genetics · doi:10.1371/journal.pgen.1006616 · Cited by 117 · see citing works
Schraiber, J. G., & Edge, M. D. (2024) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2319496121 · Cited by 17 · see citing works
- Authors
- BROMMER, J. E.
- Affiliations
- University of Helsinki (FI)
- Corresponding author
- BROMMER, J. E.
- ORCID
- BROMMER, J. E.
- Venue
- Journal of Evolutionary Biology
- Publisher
- Oxford University Press (OUP)
- Published
- 2011-04-04
- Volume
- 24
- Issue
- 6
- Pages
- 1160-1168
- ISSN
- 1010-061X (ISSN-L)
- OpenAlex
- W1499702437
- Cited by
- 194
- References
- 33
- Citations by year
- 2026: 7 · 2025: 13 · 2024: 9 · 2023: 10 · 2022: 15 · 2021: 15 · 2020: 17 · 2019: 23 · 2018: 16 · 2017: 8 · 2016: 11 · 2015: 13 · 2014: 10 · 2013: 16 · 2012: 7
- FWCI
- 1.24
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Evolutionary Biology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic diversity and population structure
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Evolution and Genetic Dynamics
- Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Animal Behavior and Reproduction
- Keywords
- local adaptation, phenotypic divergence, quantitative sensory testing, PST, FST, selection inference, sensitivity analysis, conservation genetics, quantitative traits
- MeSH terms
- Adaptation, Biological, Conservation of Natural Resources, Biological Evolution, Phenotype, Population Dynamics, Selection, Genetic, Genetic Variation, Uncertainty, Quantitative Trait Loci
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review