The DOI matches its Crossref record; 208 of the 208 references it cites were found in a registry or an index.
A review of long-branch attraction
Abstract
The history of long-branch attraction, and in particular methods suggested to detect and avoid the artifact to date, is reviewed. Methods suggested to avoid LBA-artifacts include excluding long-branch taxa, excluding faster evolving third codon positions, using inference methods less sensitive to LBA such as likelihood, the Aguinaldo et al. approach, sampling more taxa to break up long branches and sampling more characters especially of another kind, and the pros and cons of these are discussed. Methods suggested to detect LBA are numerous and include methodological disconcordance, RASA, separate partition analyses, parametric simulation, random outgroup sequences, long-branch extraction, split decomposition and spectral analysis. Less than 10 years ago it was doubted if LBA occurred in real datasets. Today, examples are numerous in the literature and it is argued that the development of methods to deal with the problem is warranted. A 16 kbp dataset of placental mammals and a morphological and molecular combined dataset of gall waSPS are used to illustrate the particularly common problem of LBA of problematic ingroup taxa to outgroups. The preferred methods of separate partition analysis, methodological disconcordance, and long branch extraction are used to demonstrate detection methods. It is argued that since outgroup taxa almost always represent long branches and are as such a hazard towards misplacing long branched ingroup taxa, phylogenetic analyses should always be run with and without the outgroups included. This will detect whether only the outgroup roots the ingroup or if it simultaneously alters the ingroup topology, in which case previous studies have shown that the latter is most often the worse. Apart from that LBA to outgroups is the major and most common problem; scanning the literature also detected the ill advised comfort of high support values from thousands of characters, but very few taxa, in the age of genomics. Taxon sampling is crucial for an accurate phylogenetic estimate and trust cannot be put on whole mitochondrial or chloroplast genome studies with only a few taxa, despite their high support values. The placental mammal example demonstrates that parsimony analysis will be prone to LBA by the attraction of the tenrec to the distant marsupial outgroups. In addition, the murid rodents, creating the classic "the guinea-pig is not a rodent" hypothesis in 1996, are also shown to be attracted to the outgroup by nuclear genes, although including the morphological evidence for rodents and Glires overcomes the artifact. The gall wasp example illustrates that Bayesian analyses with a partition-specific GTR + Γ + I model give a conflicting resolution of clades, with a posterior probability of 1.0 when comparing ingroup alone versus outgroup rooted topologies, and this is due to long-branch attraction to the outgroup.
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“the inclusion of outgroups very distant from the ingroup can cause reconstruction artifacts by attracting fast-evolving (long-branched) ingroup species toward the root (25, 27 -31)”
From Genomic data do not support comb jellies as the sister group to all other animals (2015) · cites this paper as [25]
Citations
Cites
MrBayes 3: Bayesian phylogenetic inference under mixed models
Ronquist, F., & Huelsenbeck, J. P. (2003) · Bioinformatics · doi:10.1093/bioinformatics/btg180 · Cited by 29,194
MODELTEST: testing the model of DNA substitution.
Posada, D., & Crandall, K. A. (1998) · Bioinformatics · doi:10.1093/bioinformatics/14.9.817 · Cited by 19,820
Cases in which Parsimony or Compatibility Methods Will be Positively Misleading
Felsenstein, J. (1978) · Systematic Biology · doi:10.1093/sysbio/27.4.401 · Cited by 3,261
Wooding, S. (2004) · The American Journal of Human Genetics · doi:10.1086/383584 · Cited by 3,093
Maddison, W. P. (1997) · Systematic Biology · doi:10.1093/sysbio/46.3.523 · Cited by 3,039
A likelihood approach to estimating phylogeny from discrete morphological character data
Lewis, P. O. (2001) · Systematic Biology · doi:10.1080/106351501753462876 · Cited by 2,929
Glacial history and colonization of Europe by the blue tit Parus caeruleus
Kvist, L., Viiri, K. M., Dias, P. C., Rytkönen, S., & Orell, M. I. (2004) · Journal of Avian Biology · doi:10.1111/j.0908-8857.2004.03297.x · Cited by 2,798
Pinceel, J., Jordaens, K., Houtte, N. V., de Winter, A. J., & Backeljau, T. (2004) · Biological Journal of the Linnean Society · doi:10.1111/j.1095-8312.2004.00368.x · Cited by 2,263
Cases in which parsimony or compatibility methods will be positively misleading.
Felsenstein, J. (1978) · Systematic Zoology · doi:10.2307/2412923 · Cited by 2,230
Bayesian Phylogenetic Analysis of Combined Data
Nylander, J. A. A., Ronquist, F., Huelsenbeck, J. P., & Nieves‐Aldrey, J. L. (2004) · Systematic Biology · doi:10.1080/10635150490264699 · Cited by 1,845
Research works printed but not linked: 6
- Bergsten J., 2004, Acilius phylogeny (Coleoptera: Dytiscidae), problems with long‐branch attraction and morphological intersexual coevlution, Cladistics, 20, 76
- Goloboff P., 1999, NONA (NO NAME)
- Goloboff P.A., 2004, Cases in which Bayesian phylogenetic analysis will be positively misleading, Cladistics, 20, 83
- Huelsenbeck J.P., 1996, Parametric Bootstrapping in Molecular Phylogenetics: Application and Performance
- Nixon K., 2002, WinClada
- Pickett K.M., 2004, Do Bayesian support values reflect probability of the truth?, Cladistics, 20, 92
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ÖKOLOOGIA JA MAATEADUSTE INSTITUUT ZOOLOOGIA OSAKOND ZOOLOOGIA ÕPPETOOL
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Mehanna, M. (2010)
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Berman, J. J. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-803781-2.00006-0
Scarborough, J. A. (2016) · USF Scholarship Repository (University of San Francisco)
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Wu, L. L., Song, M., & YANG-Hua, O. U. (2009) · Hereditas (Beijing) · doi:10.3724/sp.j.1005.2009.00689
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Schmidt‐Rhaesa, A. (2007) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780198566687.003.0002
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Schwartz, S. A. (2012) · eScholarship (California Digital Library)
Xiao, D. (2014) · TSpace (University of Toronto)
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Tsai, J. (2008) · TSpace (University of Toronto)
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Chen, W. (2012) · Library and Archives Canada (Government of Canada)
Bartlett, M. C. (2017) · TSpace (University of Toronto)
Berman, J. J. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-817126-4.00009-6
Metadata
- Authors
- Bergsten, J.
- Affiliations
- Umeå University (SE)
- Corresponding author
- Bergsten, Johannes
- ORCID
- Bergsten, Johannes
- Venue
- Cladistics
- Publisher
- Wiley
- Published
- 2005-04
- Volume
- 21
- Issue
- 2
- Pages
- 163-193
- ISSN
- 0748-3007 (ISSN-L)
- 1096-0031
- OpenAlex
- W2101797035
- Cited by
- 1,162
- References
- 203
- Citations by year
- 2026: 32 · 2025: 50 · 2024: 64 · 2023: 54 · 2022: 57 · 2021: 50 · 2020: 71 · 2019: 62 · 2018: 59 · 2017: 72 · 2016: 50 · 2015: 57 · 2014: 69 · 2013: 49 · 2012: 59
- FWCI
- 17.82
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Cladistics (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Physical Sciences › Earth and Planetary Sciences › Paleontology › Evolution and Paleontology Studies
- Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Plant Diversity and Evolution
- Keywords
- long-branch attraction, outgroup rooting, rasa, split decomposition, spectral analysis, taxon sampling, placental mammals, Cynipidae, murid rodents, tenrecs, guinea pig, Glires, parsimony, Bayesian phylogenetics, codon position
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