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豹变色龙颜色变异的系统发育地理学与支持向量机分类

Phylogeography and support vector machine classification of colour variation in panther chameleons.

作者信息

Grbic Djordje, Saenko Suzanne V, Randriamoria Toky M, Debry Adrien, Raselimanana Achille P, Milinkovitch Michel C

机构信息

Laboratory of Artificial and Natural Evolution (LANE), Department of Genetics and Evolution, University of Geneva, Geneva, Switzerland.

Swiss Institute of Bioinformatics, Geneva, Switzerland.

出版信息

Mol Ecol. 2015 Jul;24(13):3455-66. doi: 10.1111/mec.13241. Epub 2015 May 24.

Abstract

Lizards and snakes exhibit colour variation of adaptive value for thermoregulation, camouflage, predator avoidance, sexual selection and speciation. Furcifer pardalis, the panther chameleon, is one of the most spectacular reptilian endemic species in Madagascar, with pronounced sexual dimorphism and exceptionally large intraspecific variation in male coloration. We perform here an integrative analysis of molecular phylogeography and colour variation after collecting high-resolution colour photographs and blood samples from 324 F. pardalis individuals in locations spanning the whole species distribution. First, mitochondrial and nuclear DNA sequence analyses uncover strong genetic structure among geographically restricted haplogroups, revealing limited gene flow among populations. Bayesian coalescent modelling suggests that most of the mitochondrial haplogroups could be considered as separate species. Second, using a supervised multiclass support vector machine approach on five anatomical components, we identify patterns in 3D colour space that efficiently predict assignment of male individuals to mitochondrial haplogroups. We converted the results of this analysis into a simple visual classification key that can assist trade managers to avoid local population overharvesting.

摘要

蜥蜴和蛇展现出了在体温调节、伪装、躲避捕食者、性选择和物种形成方面具有适应性价值的颜色变化。豹纹变色龙(Furcifer pardalis)是马达加斯加最引人注目的爬行动物特有物种之一,具有明显的两性异形,雄性体色存在极大的种内差异。我们在该物种分布的各个地点收集了324只豹纹变色龙个体的高分辨率彩色照片和血液样本,在此进行了分子系统地理学和颜色变化的综合分析。首先,线粒体和核DNA序列分析揭示了地理上受限的单倍群之间存在强大的遗传结构,表明种群间基因流动有限。贝叶斯合并模型表明,大多数线粒体单倍群可被视为独立物种。其次,我们对五个解剖部位采用监督多类支持向量机方法,在三维颜色空间中识别出能够有效预测雄性个体归属线粒体单倍群的模式。我们将这一分析结果转化为一个简单的视觉分类指南,可协助贸易管理者避免过度捕捞当地种群。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/234a/4755148/998d923f2178/MEC-24-3455-g001.jpg

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