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Journal of chemical ecology. 2025 Mar 7;51(2):30. doi: 10.1007/s10886-025-01582-6 Q42.22024

Machine Learning Predicts Non-Preferred and Preferred Vertebrate Hosts of Tsetse Flies (Glossina spp.) Based on Skin Volatile Emission Profiles

基于皮肤挥发物谱预测牛虻(角皮蝇属)的非优选和优选脊椎宿主 翻译改进

Olabimpe Y Orubuloye  1  2, David P Tchouassi  3, Abdullahi A Yusuf  4, Christian W W Pirk  4, Daniel K Masiga  3, Edward Kariuki  5, Baldwyn Torto  6  7

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作者单位

  • 1 International Centre of Insect Physiology and Ecology (icipe), P.O. Box 30772-00100, Nairobi, Kenya. orubuloye.olabimpe@tuks.co.za.
  • 2 Department of Zoology and Entomology, University of Pretoria, Private Bag X20, Hatfield, Pretoria, 0028, South Africa. orubuloye.olabimpe@tuks.co.za.
  • 3 International Centre of Insect Physiology and Ecology (icipe), P.O. Box 30772-00100, Nairobi, Kenya.
  • 4 Department of Zoology and Entomology, University of Pretoria, Private Bag X20, Hatfield, Pretoria, 0028, South Africa.
  • 5 Veterinary and Capture Service Department, Kenya Wildlife Service (KWS), Nairobi, Kenya.
  • 6 International Centre of Insect Physiology and Ecology (icipe), P.O. Box 30772-00100, Nairobi, Kenya. btorto@icipe.org.
  • 7 Department of Zoology and Entomology, University of Pretoria, Private Bag X20, Hatfield, Pretoria, 0028, South Africa. btorto@icipe.org.
  • DOI: 10.1007/s10886-025-01582-6 PMID: 40053178

    摘要 Ai翻译

    Tsetse fly vectors of African trypanosomosis preferentially feed on certain vertebrates largely determined by olfactory cues they emit. Previously, we established that three skin-derived ketones including 6-methyl-5-hepten-2-one, acetophenone and geranyl acetone accounted for avoidance of zebra by tsetse flies. Here, we tested the hypothesis that these three ketones serve as biomarkers for tsetse flies to distinguish between non-preferred- and preferred-vertebrate hosts. We used coupled gas chromatography/mass spectrometry to analyze and compare the skin volatile emissions of two non-preferred- (waterbuck and zebra) and four preferred- (buffalo, donkey, horse, warthog) vertebrate hosts in two wildlife parks in Kenya. We detected a total of 96 volatile organic compounds (VOCs) in the skin emissions composed mainly of aldehydes, ketones, alcohols, phenols and alkanes, which varied with the vertebrate host. Using random forest analysis, we found a weak correlation between the three skin-odor repellent ketones and non-preferred and preferred vertebrate hosts. However, we found that the three repellent ketones plus skin background odors may be more sensitive chemical signals for tsetse flies to discriminate vertebrate hosts. These results contribute to understanding tsetse fly vertebrate host preferences in their natural habitat across geographic scales.

    Keywords: African trypanosomosis; Gas chromatography/mass spectrometry; Genus Glossina; Olfaction; Skin odors; Wildlife.

    Keywords:Machine Learning; Predicts; Vertebrate Hosts; Glossina spp.; Volatile Emission Profiles

    Copyright © Journal of chemical ecology. 中文内容为AI机器翻译,仅供参考!

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    期刊名:Journal of chemical ecology

    缩写:J CHEM ECOL

    ISSN:0098-0331

    e-ISSN:1573-1561

    IF/分区:2.2/Q4

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    Machine Learning Predicts Non-Preferred and Preferred Vertebrate Hosts of Tsetse Flies (Glossina spp.) Based on Skin Volatile Emission Profiles