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Electroantennogram and machine learning reveal a volatile blend mediating avoidance behavior by Tuta absoluta females to a wild tomato plant
Tomato cultivation is threatened by the infestation of the nocturnal invasive tomato pinworm, Tuta absoluta . This study was based on field observations that a wild tomato plant, Solanum lycopersicum var. cerasiforme , grown in the Mount Kenya region, Kenya, is less attacked by T. absoluta, unlike t...
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Published in: | Scientific reports 2022-05, Vol.12 (1), p.8965-8965, Article 8965 |
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description | Tomato cultivation is threatened by the infestation of the nocturnal invasive tomato pinworm,
Tuta absoluta
. This study was based on field observations that a wild tomato plant,
Solanum lycopersicum
var.
cerasiforme
, grown in the Mount Kenya region, Kenya, is less attacked by
T. absoluta,
unlike the cultivated tomato plants like
S. lycopersicum
(var. Rambo F1). We hypothesized that the wild tomato plant may be actively avoided by gravid
T. absoluta
females because of the emission of repellent allelochemical constituents. Therefore, we compared infestation levels by the pest in field monocrops and intercrops of the two tomato genotypes, characterized the headspace volatiles, then determined the compounds detectable by the insect through gas chromatography-linked electroantennography (GC-EAG), and finally performed bioassays using a blend of four EAG-active compounds unique to the wild tomato. We found significant reductions in infestation levels in the monocrop of the wild tomato, and intercrops of wild and cultivated tomato plants compared to the monocrop of the cultivated tomato plant. Quantitative and qualitative differences were noted between volatiles of the wild and cultivated tomato plants, and between day and night volatile collections. The most discriminating compounds between the volatile treatments varied with the variable selection or machine learning methods used. In GC-EAG recordings, 16 compounds including hexanal, (
Z
)-3-hexenol,
α
-pinene,
β
-myrcene,
α
-phellandrene,
β
-phellandrene, (
E
)-
β
-ocimene, terpinolene, limonene oxide, camphor, citronellal, methyl salicylate, (
E
)-
β
-caryophyllene, and others tentatively identified as 3,7,7-Trimethyl-1,3,5-cycloheptatriene, germacrene D and
cis
-carvenone oxide were detected by antennae of
T. absoluta
females. Among these EAG-active compounds, (
Z
)-3-hexenol,
α
-pinene,
α
-phellandrene, limonene oxide, camphor, citronellal, (
E
)-
β
-caryophyllene and
β
-phellandrene are in the top 5 discriminating compounds highlighted by the machine learning methods. A blend of (
Z
)-3-hexenol, camphor, citronellal and limonene oxide detected only in the wild tomato showed dose-dependent repellence to
T. absoluta
females in wind tunnel. This study provides some groundwork for exploiting the allelochemicals of the wild tomato in the development of novel integrated pest management approaches against
T. absoluta
. |
doi_str_mv | 10.1038/s41598-022-13125-0 |
format | article |
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Tuta absoluta
. This study was based on field observations that a wild tomato plant,
Solanum lycopersicum
var.
cerasiforme
, grown in the Mount Kenya region, Kenya, is less attacked by
T. absoluta,
unlike the cultivated tomato plants like
S. lycopersicum
(var. Rambo F1). We hypothesized that the wild tomato plant may be actively avoided by gravid
T. absoluta
females because of the emission of repellent allelochemical constituents. Therefore, we compared infestation levels by the pest in field monocrops and intercrops of the two tomato genotypes, characterized the headspace volatiles, then determined the compounds detectable by the insect through gas chromatography-linked electroantennography (GC-EAG), and finally performed bioassays using a blend of four EAG-active compounds unique to the wild tomato. We found significant reductions in infestation levels in the monocrop of the wild tomato, and intercrops of wild and cultivated tomato plants compared to the monocrop of the cultivated tomato plant. Quantitative and qualitative differences were noted between volatiles of the wild and cultivated tomato plants, and between day and night volatile collections. The most discriminating compounds between the volatile treatments varied with the variable selection or machine learning methods used. In GC-EAG recordings, 16 compounds including hexanal, (
Z
)-3-hexenol,
α
-pinene,
β
-myrcene,
α
-phellandrene,
β
-phellandrene, (
E
)-
β
-ocimene, terpinolene, limonene oxide, camphor, citronellal, methyl salicylate, (
E
)-
β
-caryophyllene, and others tentatively identified as 3,7,7-Trimethyl-1,3,5-cycloheptatriene, germacrene D and
cis
-carvenone oxide were detected by antennae of
T. absoluta
females. Among these EAG-active compounds, (
Z
)-3-hexenol,
α
-pinene,
α
-phellandrene, limonene oxide, camphor, citronellal, (
E
)-
β
-caryophyllene and
β
-phellandrene are in the top 5 discriminating compounds highlighted by the machine learning methods. A blend of (
Z
)-3-hexenol, camphor, citronellal and limonene oxide detected only in the wild tomato showed dose-dependent repellence to
T. absoluta
females in wind tunnel. This study provides some groundwork for exploiting the allelochemicals of the wild tomato in the development of novel integrated pest management approaches against
T. absoluta
.</description><identifier>ISSN: 2045-2322</identifier><identifier>EISSN: 2045-2322</identifier><identifier>DOI: 10.1038/s41598-022-13125-0</identifier><identifier>PMID: 35624177</identifier><language>eng</language><publisher>London: Nature Publishing Group UK</publisher><subject>631/443 ; 631/92 ; Agricultural practices ; Allelochemicals ; Avoidance behavior ; Bioassays ; Camphor ; Caryophyllene ; Citronellal ; Cultivation ; Electroantennograms ; Females ; Fruit cultivation ; Gas chromatography ; Genotypes ; Germacrene ; Headspace ; Hexanal ; Humanities and Social Sciences ; Infestation ; Integrated pest management ; Learning algorithms ; Limonene ; Machine learning ; multidisciplinary ; Myrcene ; Ocimene ; Pest control ; Pests ; Salicylic acid ; Science ; Science (multidisciplinary) ; Solanum lycopersicum cerasiforme ; Terpinolene ; Tomatoes ; Tuta absoluta ; Volatiles ; Wind tunnels ; α-Pinene</subject><ispartof>Scientific reports, 2022-05, Vol.12 (1), p.8965-8965, Article 8965</ispartof><rights>The Author(s) 2022</rights><rights>2022. The Author(s).</rights><rights>The Author(s) 2022. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c540t-8a6e428c4662e3d19dee553637800e00d8f9ad784da3827fdd872141a75e91323</citedby><cites>FETCH-LOGICAL-c540t-8a6e428c4662e3d19dee553637800e00d8f9ad784da3827fdd872141a75e91323</cites><orcidid>0000-0002-0027-2546 ; 0000-0003-3399-8439 ; 0000-0001-6836-7528</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2670513881/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2670513881?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,724,777,781,882,25734,27905,27906,36993,36994,44571,53772,53774,74875</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35624177$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Miano, Raphael Njurai</creatorcontrib><creatorcontrib>Ayelo, Pascal Mahukpe</creatorcontrib><creatorcontrib>Musau, Richard</creatorcontrib><creatorcontrib>Hassanali, Ahmed</creatorcontrib><creatorcontrib>Mohamed, Samira A.</creatorcontrib><title>Electroantennogram and machine learning reveal a volatile blend mediating avoidance behavior by Tuta absoluta females to a wild tomato plant</title><title>Scientific reports</title><addtitle>Sci Rep</addtitle><addtitle>Sci Rep</addtitle><description>Tomato cultivation is threatened by the infestation of the nocturnal invasive tomato pinworm,
Tuta absoluta
. This study was based on field observations that a wild tomato plant,
Solanum lycopersicum
var.
cerasiforme
, grown in the Mount Kenya region, Kenya, is less attacked by
T. absoluta,
unlike the cultivated tomato plants like
S. lycopersicum
(var. Rambo F1). We hypothesized that the wild tomato plant may be actively avoided by gravid
T. absoluta
females because of the emission of repellent allelochemical constituents. Therefore, we compared infestation levels by the pest in field monocrops and intercrops of the two tomato genotypes, characterized the headspace volatiles, then determined the compounds detectable by the insect through gas chromatography-linked electroantennography (GC-EAG), and finally performed bioassays using a blend of four EAG-active compounds unique to the wild tomato. We found significant reductions in infestation levels in the monocrop of the wild tomato, and intercrops of wild and cultivated tomato plants compared to the monocrop of the cultivated tomato plant. Quantitative and qualitative differences were noted between volatiles of the wild and cultivated tomato plants, and between day and night volatile collections. The most discriminating compounds between the volatile treatments varied with the variable selection or machine learning methods used. In GC-EAG recordings, 16 compounds including hexanal, (
Z
)-3-hexenol,
α
-pinene,
β
-myrcene,
α
-phellandrene,
β
-phellandrene, (
E
)-
β
-ocimene, terpinolene, limonene oxide, camphor, citronellal, methyl salicylate, (
E
)-
β
-caryophyllene, and others tentatively identified as 3,7,7-Trimethyl-1,3,5-cycloheptatriene, germacrene D and
cis
-carvenone oxide were detected by antennae of
T. absoluta
females. Among these EAG-active compounds, (
Z
)-3-hexenol,
α
-pinene,
α
-phellandrene, limonene oxide, camphor, citronellal, (
E
)-
β
-caryophyllene and
β
-phellandrene are in the top 5 discriminating compounds highlighted by the machine learning methods. A blend of (
Z
)-3-hexenol, camphor, citronellal and limonene oxide detected only in the wild tomato showed dose-dependent repellence to
T. absoluta
females in wind tunnel. This study provides some groundwork for exploiting the allelochemicals of the wild tomato in the development of novel integrated pest management approaches against
T. absoluta
.</description><subject>631/443</subject><subject>631/92</subject><subject>Agricultural practices</subject><subject>Allelochemicals</subject><subject>Avoidance behavior</subject><subject>Bioassays</subject><subject>Camphor</subject><subject>Caryophyllene</subject><subject>Citronellal</subject><subject>Cultivation</subject><subject>Electroantennograms</subject><subject>Females</subject><subject>Fruit cultivation</subject><subject>Gas chromatography</subject><subject>Genotypes</subject><subject>Germacrene</subject><subject>Headspace</subject><subject>Hexanal</subject><subject>Humanities and Social Sciences</subject><subject>Infestation</subject><subject>Integrated pest management</subject><subject>Learning algorithms</subject><subject>Limonene</subject><subject>Machine learning</subject><subject>multidisciplinary</subject><subject>Myrcene</subject><subject>Ocimene</subject><subject>Pest control</subject><subject>Pests</subject><subject>Salicylic acid</subject><subject>Science</subject><subject>Science (multidisciplinary)</subject><subject>Solanum lycopersicum cerasiforme</subject><subject>Terpinolene</subject><subject>Tomatoes</subject><subject>Tuta absoluta</subject><subject>Volatiles</subject><subject>Wind tunnels</subject><subject>α-Pinene</subject><issn>2045-2322</issn><issn>2045-2322</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNp9ks9u1DAQhyMEolXpC3BAkbhwCfhv7FyQUFWgUiUu5WxN4smuV4692NlFfQceGqcppeVALh57vnxxRr-qek3Je0q4_pAFlZ1uCGMN5ZTJhjyrThkRsmGcseeP6pPqPOcdKY9knaDdy-qEy5YJqtRp9evS4zCnCGHGEOImwVRDsPUEw9YFrD1CCi5s6oRHBF9DfYweZuex7j0uIFpX9oWAY3QWwlA6uIWji6nub-ubwww19Dn6pRhxAo-5nmMx_XTelmqCstv7coNX1YsRfMbz-_Ws-v758ubia3P97cvVxafrZpCCzI2GFgXTg2hbhtzSziJKyVuuNCFIiNVjB1ZpYYFrpkZrtWJUUFASO8oZP6uuVq-NsDP75CZItyaCM3cHMW0MpNkNHg0y3mtG6aD4KJgYNSDpoR-BCdVDu7g-rq79oS-zGDDMCfwT6dNOcFuziUfT0eLTugje3QtS_HHAPJvJ5QF9GQjGQzasVZQpqVpS0Lf_oLt4SKGMaqGIpFxrWii2UkOKOSccHy5DiVmyY9bsmJIdc5cds6jfPP6Nh1f-JKUAfAVyaYUNpr_f_o_2N0850RE</recordid><startdate>20220527</startdate><enddate>20220527</enddate><creator>Miano, Raphael Njurai</creator><creator>Ayelo, Pascal Mahukpe</creator><creator>Musau, Richard</creator><creator>Hassanali, Ahmed</creator><creator>Mohamed, Samira A.</creator><general>Nature Publishing Group UK</general><general>Nature Publishing Group</general><general>Nature Portfolio</general><scope>C6C</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>88I</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M2P</scope><scope>M7P</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>Q9U</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-0027-2546</orcidid><orcidid>https://orcid.org/0000-0003-3399-8439</orcidid><orcidid>https://orcid.org/0000-0001-6836-7528</orcidid></search><sort><creationdate>20220527</creationdate><title>Electroantennogram and machine learning reveal a volatile blend mediating avoidance behavior by Tuta absoluta females to a wild tomato plant</title><author>Miano, Raphael Njurai ; Ayelo, Pascal Mahukpe ; Musau, Richard ; Hassanali, Ahmed ; Mohamed, Samira A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c540t-8a6e428c4662e3d19dee553637800e00d8f9ad784da3827fdd872141a75e91323</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>631/443</topic><topic>631/92</topic><topic>Agricultural practices</topic><topic>Allelochemicals</topic><topic>Avoidance behavior</topic><topic>Bioassays</topic><topic>Camphor</topic><topic>Caryophyllene</topic><topic>Citronellal</topic><topic>Cultivation</topic><topic>Electroantennograms</topic><topic>Females</topic><topic>Fruit cultivation</topic><topic>Gas chromatography</topic><topic>Genotypes</topic><topic>Germacrene</topic><topic>Headspace</topic><topic>Hexanal</topic><topic>Humanities and Social Sciences</topic><topic>Infestation</topic><topic>Integrated pest management</topic><topic>Learning algorithms</topic><topic>Limonene</topic><topic>Machine learning</topic><topic>multidisciplinary</topic><topic>Myrcene</topic><topic>Ocimene</topic><topic>Pest control</topic><topic>Pests</topic><topic>Salicylic acid</topic><topic>Science</topic><topic>Science (multidisciplinary)</topic><topic>Solanum lycopersicum cerasiforme</topic><topic>Terpinolene</topic><topic>Tomatoes</topic><topic>Tuta absoluta</topic><topic>Volatiles</topic><topic>Wind tunnels</topic><topic>α-Pinene</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Miano, Raphael Njurai</creatorcontrib><creatorcontrib>Ayelo, Pascal Mahukpe</creatorcontrib><creatorcontrib>Musau, Richard</creatorcontrib><creatorcontrib>Hassanali, Ahmed</creatorcontrib><creatorcontrib>Mohamed, Samira A.</creatorcontrib><collection>Springer Nature OA Free Journals</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Biology Database (Alumni Edition)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Science Database (Alumni Edition)</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Science Database</collection><collection>ProQuest Biological Science Journals</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>Directory of Open Access Journals</collection><jtitle>Scientific reports</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Miano, Raphael Njurai</au><au>Ayelo, Pascal Mahukpe</au><au>Musau, Richard</au><au>Hassanali, Ahmed</au><au>Mohamed, Samira A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Electroantennogram and machine learning reveal a volatile blend mediating avoidance behavior by Tuta absoluta females to a wild tomato plant</atitle><jtitle>Scientific reports</jtitle><stitle>Sci Rep</stitle><addtitle>Sci Rep</addtitle><date>2022-05-27</date><risdate>2022</risdate><volume>12</volume><issue>1</issue><spage>8965</spage><epage>8965</epage><pages>8965-8965</pages><artnum>8965</artnum><issn>2045-2322</issn><eissn>2045-2322</eissn><abstract>Tomato cultivation is threatened by the infestation of the nocturnal invasive tomato pinworm,
Tuta absoluta
. This study was based on field observations that a wild tomato plant,
Solanum lycopersicum
var.
cerasiforme
, grown in the Mount Kenya region, Kenya, is less attacked by
T. absoluta,
unlike the cultivated tomato plants like
S. lycopersicum
(var. Rambo F1). We hypothesized that the wild tomato plant may be actively avoided by gravid
T. absoluta
females because of the emission of repellent allelochemical constituents. Therefore, we compared infestation levels by the pest in field monocrops and intercrops of the two tomato genotypes, characterized the headspace volatiles, then determined the compounds detectable by the insect through gas chromatography-linked electroantennography (GC-EAG), and finally performed bioassays using a blend of four EAG-active compounds unique to the wild tomato. We found significant reductions in infestation levels in the monocrop of the wild tomato, and intercrops of wild and cultivated tomato plants compared to the monocrop of the cultivated tomato plant. Quantitative and qualitative differences were noted between volatiles of the wild and cultivated tomato plants, and between day and night volatile collections. The most discriminating compounds between the volatile treatments varied with the variable selection or machine learning methods used. In GC-EAG recordings, 16 compounds including hexanal, (
Z
)-3-hexenol,
α
-pinene,
β
-myrcene,
α
-phellandrene,
β
-phellandrene, (
E
)-
β
-ocimene, terpinolene, limonene oxide, camphor, citronellal, methyl salicylate, (
E
)-
β
-caryophyllene, and others tentatively identified as 3,7,7-Trimethyl-1,3,5-cycloheptatriene, germacrene D and
cis
-carvenone oxide were detected by antennae of
T. absoluta
females. Among these EAG-active compounds, (
Z
)-3-hexenol,
α
-pinene,
α
-phellandrene, limonene oxide, camphor, citronellal, (
E
)-
β
-caryophyllene and
β
-phellandrene are in the top 5 discriminating compounds highlighted by the machine learning methods. A blend of (
Z
)-3-hexenol, camphor, citronellal and limonene oxide detected only in the wild tomato showed dose-dependent repellence to
T. absoluta
females in wind tunnel. This study provides some groundwork for exploiting the allelochemicals of the wild tomato in the development of novel integrated pest management approaches against
T. absoluta
.</abstract><cop>London</cop><pub>Nature Publishing Group UK</pub><pmid>35624177</pmid><doi>10.1038/s41598-022-13125-0</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0002-0027-2546</orcidid><orcidid>https://orcid.org/0000-0003-3399-8439</orcidid><orcidid>https://orcid.org/0000-0001-6836-7528</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
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issn | 2045-2322 2045-2322 |
language | eng |
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source | Open Access: PubMed Central; Publicly Available Content Database; Free Full-Text Journals in Chemistry; Springer Nature - nature.com Journals - Fully Open Access |
subjects | 631/443 631/92 Agricultural practices Allelochemicals Avoidance behavior Bioassays Camphor Caryophyllene Citronellal Cultivation Electroantennograms Females Fruit cultivation Gas chromatography Genotypes Germacrene Headspace Hexanal Humanities and Social Sciences Infestation Integrated pest management Learning algorithms Limonene Machine learning multidisciplinary Myrcene Ocimene Pest control Pests Salicylic acid Science Science (multidisciplinary) Solanum lycopersicum cerasiforme Terpinolene Tomatoes Tuta absoluta Volatiles Wind tunnels α-Pinene |
title | Electroantennogram and machine learning reveal a volatile blend mediating avoidance behavior by Tuta absoluta females to a wild tomato plant |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-19T13%3A59%3A26IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_doaj_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Electroantennogram%20and%20machine%20learning%20reveal%20a%20volatile%20blend%20mediating%20avoidance%20behavior%20by%20Tuta%20absoluta%20females%20to%20a%20wild%20tomato%20plant&rft.jtitle=Scientific%20reports&rft.au=Miano,%20Raphael%20Njurai&rft.date=2022-05-27&rft.volume=12&rft.issue=1&rft.spage=8965&rft.epage=8965&rft.pages=8965-8965&rft.artnum=8965&rft.issn=2045-2322&rft.eissn=2045-2322&rft_id=info:doi/10.1038/s41598-022-13125-0&rft_dat=%3Cproquest_doaj_%3E2671275760%3C/proquest_doaj_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c540t-8a6e428c4662e3d19dee553637800e00d8f9ad784da3827fdd872141a75e91323%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2670513881&rft_id=info:pmid/35624177&rfr_iscdi=true |