Arid
DOI10.1111/mec.15663
A young age of subspecific divergence in the desert locust inferred by ABC random forest
Chapuis, Marie-Pierre; Raynal, Louis; Plantamp, Christophe; Meynard, Christine N.; Blondin, Laurence; Marin, Jean-Michel; Estoup, Arnaud
通讯作者Chapuis, MP
来源期刊MOLECULAR ECOLOGY
ISSN0962-1083
EISSN1365-294X
出版年2020
卷号29期号:23页码:4542-4558
英文摘要Dating population divergence within species from molecular data and relating such dating to climatic and biogeographic changes is not trivial. Yet it can help formulating evolutionary hypotheses regarding local adaptation and future responses to changing environments. Key issues include statistical selection of a demographic and historical scenario among a set of possible scenarios, and estimation of the parameter(s) of interest under the chosen scenario. Such inferences greatly benefit from (a) independent information on evolutionary rate and pattern at genetic markers; and (b) new statistical approaches, such as approximate Bayesian computation-random forest (ABC-RF), which provides reliable inference at a low computational cost and the possibility to measure prediction quality at the exact position of the observed data set. Here, we show full potential of the ABC-RF approach including prior knowledge on microsatellite genetic markers to decipher the evolutionary history of the African arid-adapted pest locust,Schistocerca gregaria, with support for a southern colonization of Africa, from a low number of founders of northern origin, dating back 2.6 Ky (90% CI: 0.9-6.6 Ky). We verify that this divergence time estimate accurately reflected true divergence time values by computing accuracy at a local posterior scale from simulated pseudo-observed data sets. The inferred divergence history is better explained by the peculiar biology ofS. gregaria, which involves a density-dependent swarming phase with some exceptional spectacular migrations, rather than a continuous colonization resulting from the continental expansion of open vegetation habitats during more ancient Quaternary glacial climatic episodes.
英文关键词approximate Bayesian computation colonization divergence time Holocene Orthoptera random forest
类型Article
语种英语
收录类别SCI-E
WOS记录号WOS:000579425900001
WOS关键词TRANS-ATLANTIC FLIGHT ; LATE QUATERNARY ; GENETIC DISTANCES ; SOUTHERN AFRICA ; POPULATION HISTORY ; RANGE CONSTRAINTS ; BANTU EXPANSION ; MICROSATELLITE ; HOLOCENE ; MODEL
WOS类目Biochemistry & Molecular Biology ; Ecology ; Evolutionary Biology
WOS研究方向Biochemistry & Molecular Biology ; Environmental Sciences & Ecology ; Evolutionary Biology
来源机构French National Research Institute for Sustainable Development
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/326860
作者单位[Chapuis, Marie-Pierre] CIRAD, CBGP, Montpellier, France; [Chapuis, Marie-Pierre] Univ Montpellier, Montpellier SupAgro, CBGP, CIRAD,INRAE,IRD, Montpellier, France; [Raynal, Louis; Marin, Jean-Michel] Univ Montpellier, CNRS, IMAG, Montpellier, France; [Plantamp, Christophe] ANSES, Lab Lyon, Lyon, France; [Meynard, Christine N.; Estoup, Arnaud] Univ Montpellier, Montpellier SupAgro, CBGP, INRAE,CIRAD,IRD, Montpellier, France; [Blondin, Laurence] CIRAD, BGPI, Montpellier, France
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GB/T 7714
Chapuis, Marie-Pierre,Raynal, Louis,Plantamp, Christophe,et al. A young age of subspecific divergence in the desert locust inferred by ABC random forest[J]. French National Research Institute for Sustainable Development,2020,29(23):4542-4558.
APA Chapuis, Marie-Pierre.,Raynal, Louis.,Plantamp, Christophe.,Meynard, Christine N..,Blondin, Laurence.,...&Estoup, Arnaud.(2020).A young age of subspecific divergence in the desert locust inferred by ABC random forest.MOLECULAR ECOLOGY,29(23),4542-4558.
MLA Chapuis, Marie-Pierre,et al."A young age of subspecific divergence in the desert locust inferred by ABC random forest".MOLECULAR ECOLOGY 29.23(2020):4542-4558.
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