Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1111/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
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ISSN | 0962-1083 |
EISSN | 1365-294X |
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 |
推荐引用方式 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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