Unsupervised learning for detection of possible sexual dimorphism in larvae of Belgica antarctica Jacobs (Diptera, Chironomidae)

IF 0.5 Q4 ECOLOGY Czech Polar Reports Pub Date : 2022-09-05 DOI:10.5817/cpr2022-1-1
P. Kovalenko, S. Serga, D. Einor, V. Gorobchyshyn, V. Trokhymets, O. Protsenko, I. Kozeretska
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Abstract

Belgica antarctica is one of the two native chironomid species of the Antarctic Peninsula. In this species, adult males and females are considerably different, yet the question of larval sex differences in morphometric parameters remains unanswered. In this paper, we analyze five morphometric parameters: head capsule length, head capsule width, mandible width, mandible length, mentum length of 140 fourth-instar larvae of B. antarctica from seven study plots in the south of Petermann Island, Wilhelm Archipelago, Antarctic Peninsula. To infer possible sexual dimorphism, we use the methods of unsupervised analysis (PCA and hierarchical clusterization). Our results suggest that the selected morphometric features of width and length are highly intercorrelated and cannot differentiate sex in the sampled larvae of B. antarctica.
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无监督学习检测南极扁蝽幼虫性别二型性(双翅目,手蛾科)
南极Belgica antarctica是南极半岛两种原生chironomic物种之一。在这个物种中,成年雄性和雌性有很大的不同,但幼虫在形态计量参数上的性别差异问题仍然没有答案。本文分析了南极半岛威廉群岛彼得曼岛南部7个样地140只四龄南极小蠊的头囊长度、头囊宽度、下颌骨宽度、下颌骨长度、颏长等5个形态计量学参数。为了推断可能的性别二态性,我们使用了无监督分析(PCA)和分层聚类(hierarchical clustering)方法。我们的研究结果表明,在取样的南极小蠊幼虫中,宽度和长度的选择形态特征是高度相关的,不能区分性别。
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来源期刊
Czech Polar Reports
Czech Polar Reports Agricultural and Biological Sciences-Agricultural and Biological Sciences (all)
CiteScore
1.30
自引率
10.00%
发文量
22
期刊介绍: Czech Polar Reports is an international, multidisciplinary, peer-reviewed journal. It is issued 2 times a year. The journal is dedicated to provide original research papers for sciences related to the polar regions and other planets with polar analogues. Czech Polar Reports covers the disciplines listed below. polar paleontology, geology, geochemistry, geomorphology, glaciology, climatology, hydrology, pedology, biochemistry, ecology, environmental science, microbiology, plant and animal biology including marine biology.
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