Electrical signalling in tomato — Oidium neolycopersici pathosystem for detection of powdery mildew
Plants are subjected to a plethora of biotic stresses caused by various pathogens; among them, fungal pathogens represent the most destructive ones. In order to preserve the health status of plants, especially under the influence of climate change, the need to develop new sustainable, inexpensive, i...
Saved in:
Published in | Computers and electronics in agriculture Vol. 237; p. 110585 |
---|---|
Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
Elsevier B.V
01.10.2025
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Plants are subjected to a plethora of biotic stresses caused by various pathogens; among them, fungal pathogens represent the most destructive ones. In order to preserve the health status of plants, especially under the influence of climate change, the need to develop new sustainable, inexpensive, in-field and non-destructive diagnostic methods for plant pathogens is of great importance. In this direction, spectroscopic and molecular methods have made progress, while others, such as electrical diagnostic methods are still in the early stages of development. In this work, electrical signals in tomato plants infected with the fungal pathogen Oidium neolycopersici, the causative agent of powdery mildew, were measured. Differences in electrical responses were observed between healthy and infected plants during the entire monitoring period, and infected plants showed overall lower values of the electrical potential in comparison with healthy plants. Measurement of electrical potential allowed the successful differentiation between infected and healthy plants before the onset of symptoms (3.2 days in advance). A significant difference in electrical signals was obtained not only between infected and healthy plants, but also concerning the growing substrate: A stronger electrical potential was measured in plants grown in the peat-based substrate compared to those cultivated in the water substrate allowing a 97.5% discrimination. Based on the results of this study, measurements of electrical signals may become the basis for an alternative non-destructive diagnosis of tomato powdery mildew and other plant diseases. With the possibility of directly applying the technique in the field followed by remote monitoring of electrical signals, it may become useful for supporting timely disease control.
•Electrical potential is different in healthy and powdery mildew-infected plants.•Differentiation is possible at 3.7 days before the visible onset of symptoms.•Plants grown in peat show greater electrical potentials from those grown in water.•Electrical potential can be used as alternative diagnostics for plant diseases. |
---|---|
AbstractList | Plants are subjected to a plethora of biotic stresses caused by various pathogens; among them, fungal pathogens represent the most destructive ones. In order to preserve the health status of plants, especially under the influence of climate change, the need to develop new sustainable, inexpensive, in-field and non-destructive diagnostic methods for plant pathogens is of great importance. In this direction, spectroscopic and molecular methods have made progress, while others, such as electrical diagnostic methods are still in the early stages of development. In this work, electrical signals in tomato plants infected with the fungal pathogen Oidium neolycopersici, the causative agent of powdery mildew, were measured. Differences in electrical responses were observed between healthy and infected plants during the entire monitoring period, and infected plants showed overall lower values of the electrical potential in comparison with healthy plants. Measurement of electrical potential allowed the successful differentiation between infected and healthy plants before the onset of symptoms (3.2 days in advance). A significant difference in electrical signals was obtained not only between infected and healthy plants, but also concerning the growing substrate: A stronger electrical potential was measured in plants grown in the peat-based substrate compared to those cultivated in the water substrate allowing a 97.5% discrimination. Based on the results of this study, measurements of electrical signals may become the basis for an alternative non-destructive diagnosis of tomato powdery mildew and other plant diseases. With the possibility of directly applying the technique in the field followed by remote monitoring of electrical signals, it may become useful for supporting timely disease control.
•Electrical potential is different in healthy and powdery mildew-infected plants.•Differentiation is possible at 3.7 days before the visible onset of symptoms.•Plants grown in peat show greater electrical potentials from those grown in water.•Electrical potential can be used as alternative diagnostics for plant diseases. |
ArticleNumber | 110585 |
Author | Masoero, Giorgio Egidi, Andrea Sosso, Andrea Matić, Slavica Francese, Claudio Capra, Pier Paolo |
Author_xml | – sequence: 1 givenname: Slavica surname: Matić fullname: Matić, Slavica email: slavica.matic@unipa.it organization: Institute for Sustainable Plant Protection (IPSP), National Research Council of Italy (CNR), Strada delle Cacce 73, 10135, Torino, Italy – sequence: 2 givenname: Giorgio surname: Masoero fullname: Masoero, Giorgio organization: Accademia di Agricoltura di Torino, Palazzo Corbetta Bellini di Lessolo, Via Andrea Doria 10, 10100, Torino, Italy – sequence: 3 givenname: Andrea surname: Egidi fullname: Egidi, Andrea organization: Istituto Nazionale di Ricerca Metrologica (INRiM), Strada delle Cacce 91, 10135, Torino, Italy – sequence: 4 givenname: Claudio surname: Francese fullname: Francese, Claudio organization: Istituto Nazionale di Ricerca Metrologica (INRiM), Strada delle Cacce 91, 10135, Torino, Italy – sequence: 5 givenname: Pier Paolo surname: Capra fullname: Capra, Pier Paolo organization: Istituto Nazionale di Ricerca Metrologica (INRiM), Strada delle Cacce 91, 10135, Torino, Italy – sequence: 6 givenname: Andrea orcidid: 0000-0002-4030-6122 surname: Sosso fullname: Sosso, Andrea email: a.sosso@inrim.it organization: Istituto Nazionale di Ricerca Metrologica (INRiM), Strada delle Cacce 91, 10135, Torino, Italy |
BookMark | eNp9kE1OwzAQRr0oEm3hBix8gQQ7P669QUJVgUqVuoG15drj4iqxIztQZcchOCEnIVVYsxp9Gn1PM2-BZj54QOiOkpwSyu5PuQ5tp455QYo6p5TUvJ6h-bjiGWVCXKNFSicyZsFXcwSbBnQfnVYNTu7oVdM4f8TO4z60qg_45-sb751xHy32EJpBhw5ictrhTvXvIQ2phxbbELGBfkS54HGwuAtnA3HArWsMnG_QlVVNgtu_uURvT5vX9Uu22z9v14-7TBf1qs-KsuCW1lRV1erAuKiYIRXjRSk0F4eSalHRA1AitFCM8FIxxpm1JTGsVNqacomqiatjSCmClV10rYqDpERe9MiTnPTIix456RlrD1MNxts-HUSZtAOvwbg4viRNcP8DfgHs8HZH |
Cites_doi | 10.1007/s11229-023-04398-7 10.1007/BF00231871 10.3390/s21062129 10.1080/15592324.2017.1290040 10.1134/S000629792310005X 10.1186/s12870-023-04140-y 10.1371/journal.pone.0123262 10.1186/s12870-022-03565-1 10.1080/15592324.2023.2277578 10.1016/j.cub.2021.06.018 10.1016/j.compag.2023.107832 10.1007/s00442-005-0269-z 10.1016/0968-0004(87)90025-9 10.3389/fpls.2023.1163315 10.1016/j.plantsci.2020.110589 10.1093/jxb/erw099 10.15252/embj.2019101822 10.1016/j.envpol.2020.115590 10.15252/embj.2022110741 10.1109/ACCESS.2024.3409074 10.1002/dro2.22 10.1046/j.1464-6722.2001.00084.x 10.14302/issn.2639-3166.jar-18-2397 10.1016/j.compag.2024.109678 10.1093/jxb/erx403 10.1016/0302-4598(94)01759-T 10.1007/s44211-022-00190-8 10.3390/ijms221910715 10.1016/j.bioelechem.2020.107493 10.1016/j.compag.2024.109285 10.3389/fpls.2024.1458116 10.1371/journal.pone.0002963 10.1038/s41598-019-53675-4 10.1152/physrev.00038.2011 10.1016/j.compag.2025.110036 10.1080/19420889.2016.1197446 10.1016/j.sajb.2015.03.196 10.1016/j.compag.2016.06.027 10.1016/S0168-9452(99)00271-X |
ContentType | Journal Article |
Copyright | 2025 The Authors |
Copyright_xml | – notice: 2025 The Authors |
DBID | 6I. AAFTH AAYXX CITATION |
DOI | 10.1016/j.compag.2025.110585 |
DatabaseName | ScienceDirect Open Access Titles Elsevier:ScienceDirect:Open Access CrossRef |
DatabaseTitle | CrossRef |
DatabaseTitleList | |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Agriculture |
ExternalDocumentID | 10_1016_j_compag_2025_110585 S016816992500691X |
GroupedDBID | --K --M .DC .~1 0R~ 1B1 1RT 1~. 1~5 29F 4.4 457 4G. 5GY 5VS 6I. 6J9 7-5 71M 8P~ 9JM 9JN AAEDT AAEDW AAFTH AAHBH AAIKJ AAKOC AALCJ AALRI AAOAW AAQFI AAQXK AATLK AATTM AAXKI AAXUO AAYFN AAYWO ABBOA ABBQC ABFNM ABFRF ABGRD ABJNI ABKYH ABMAC ABMZM ABRWV ABWVN ABXDB ACDAQ ACGFO ACGFS ACIEU ACIUM ACIWK ACMHX ACNNM ACRLP ACRPL ACVFH ACZNC ADBBV ADCNI ADEZE ADJOM ADMUD ADNMO ADQTV ADSLC AEBSH AEFWE AEIPS AEKER AENEX AEQOU AEUPX AEXOQ AFJKZ AFPUW AFTJW AFXIZ AGCQF AGHFR AGQPQ AGUBO AGWPP AGYEJ AHHHB AHZHX AIALX AIEXJ AIGII AIIUN AIKHN AITUG AJRQY AKBMS AKRWK AKYEP ALMA_UNASSIGNED_HOLDINGS AMRAJ ANKPU ANZVX AOUOD APXCP ASPBG AVWKF AXJTR AZFZN BKOJK BLXMC BNPGV CS3 DU5 EBS EFJIC EFKBS EJD EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA GBOLZ HLV HLZ HVGLF HZ~ IHE J1W KOM LG9 LW9 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. PQQKQ Q38 R2- ROL RPZ SAB SBC SDF SDG SES SEW SNL SPC SPCBC SSA SSH SSV SSZ T5K UHS UNMZH WUQ Y6R ~G- ~KM AAYXX CITATION RIG |
ID | FETCH-LOGICAL-c257t-2328f151a447b68946d0468239c89b31c941be109c9a6083a6686ff30d63acfd3 |
IEDL.DBID | .~1 |
ISSN | 0168-1699 |
IngestDate | Thu Aug 14 00:08:57 EDT 2025 Sat Aug 30 17:16:58 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Keywords | Foliar pH Early diagnosis Electrical potential Tomato PLS-D Powdery mildew |
Language | English |
License | This is an open access article under the CC BY-NC-ND license. |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c257t-2328f151a447b68946d0468239c89b31c941be109c9a6083a6686ff30d63acfd3 |
ORCID | 0000-0002-4030-6122 |
OpenAccessLink | https://www.sciencedirect.com/science/article/pii/S016816992500691X |
ParticipantIDs | crossref_primary_10_1016_j_compag_2025_110585 elsevier_sciencedirect_doi_10_1016_j_compag_2025_110585 |
PublicationCentury | 2000 |
PublicationDate | October 2025 2025-10-00 |
PublicationDateYYYYMMDD | 2025-10-01 |
PublicationDate_xml | – month: 10 year: 2025 text: October 2025 |
PublicationDecade | 2020 |
PublicationTitle | Computers and electronics in agriculture |
PublicationYear | 2025 |
Publisher | Elsevier B.V |
Publisher_xml | – name: Elsevier B.V |
References | Liu, Liu, Sun, An, Zhao, Liu, Tang, Li, Yan, Ma, Zhao (b25) 2024; 225 D’Errico, Forgia, Pisani, Pavan, Noris, Matić (b10) 2023; 14 Liu, Yang, Yue, Zhu, Fan, Fan, Ma, Bian, Chen, Yang, Feng (b26) 2024; 227 Xiang, Sapir, Rouillard, Ferrand, Jiménez-Gómez (b48) 2022; 22 Pachú, Macedo, Malaquias, Ramalho, Oliveira, Godoy, Salustino (b35) 2023; 18 Buja, Sabella, Monteduro, Chiriacò, De Bellis, Luvisi, Maruccio (b3) 2021; 21 Simmi, Dallagnol, Ferreira, Pereira, Souza (b39) 2020; 133 Kwaaitaal, Nielsen, Böhlenius, Thordal-Christensen (b21) 2017; 68 De Loof (b9) 2016; 9 Wspanialy, Moussa (b47) 2016; 127 Karmoker (b18) 1985 Schenk, Bettin (b38) 1990 Volkov, Collins, Mwesigwa (b43) 2000; 153 Hedrich, Schroeder, Fernandez (b14) 1987; 12 Osokin, Ryakin, Moghimi, Patrikeev, Barsky, Osinenko (b34) 2024; 12 Burdon-Sanderson (b4) 1873; 21 Volkov, Haack (b44) 1995; 37 Zaiosc Simmi, José Dallagnol, Oliveira Almeida, da Rosa Dorneles, Maia Souza (b50) 2023; 209 White, Bruns, Lee, Taylor (b46) 1990 Ghasemi, Ebrahimie, Niazi (b11) 2024; 9 Lee, Calvo (b23) 2023; 202 Mudrilov, Ladeynova, Kuznetsova, Vodeneev (b32) 2023; 88 Lu, Nkoh, Abdulaha-Al Baquy, Dong, Li, Xu (b28) 2020; 267 Giorgio, Alberto (b12) 2018; 1 Lebeda, Mieslerová, Jankovics, Kiss, Van der Linde (b22) 2015; 99 Mudrilov, Ladeynova, Grinberg, Balalaeva, Vodeneev (b31) 2021; 22 Bose (b2) 1926 Burdon-Sanderson, Page (b5) 1877; 25 Badawy, El-Nouby, Kimani, Lim (b1) 2022; 38 Camps, Plummer, Wallbridge (b6) 2020 Kesten, GámezâArjona, Menna, Scholl, Dora, Huerta, Huang, Tintor, Kinoshita, Rep, Krebs, Schumacher, SánchezâRodríguez (b19) 2019; 38 Panno, Davino, Caruso, Bertacca, Crnogorac, Mandić, Noris, Matić (b36) 2021 Jin, Wu, Sun, Wang, Cui, Zhang, Wang (b16) 2022; 1 Neher, Sakmann (b33) 2003 Zhou, Yuan, Di, Zhang, Zhu, Zhou, Ding, Qian (b52) 2022 Raza, Prince, Clarkson, Rajpoot (b37) 2015; 10 Huber, Bauerle (b15) 2016; 67 Love, Zhang, Mershin (b27) 2008; 3 Sukhov, Wu, Xing, Huang (b41) 2024; 15 Souza, Ferreira, Saraiva, Toledo (b40) 2017; 12 Jones, Whipps, Gurr (b17) 2001; 2 Zhang, Li, Wang, Song, Wen, Zhang, Tong, Kang (b51) 2025; 231 Cornelissen, Quested, R.S.P, V.L., guy, P.-H., Gwynn-Jones (b7) 2006; 147 Lehmann, Jørgensen, Fratz, Müller, Kusch, Scherzer, Navarro-Retamal, Mayer, Böhm, Konrad, Terpitz, Dreyer, Mueller, Sauer, Hedrich, Geiger, Maierhofer (b24) 2021; 31 Yue, Jiao, Wang, Jie, Wang (b49) 2023; 23 Miedema, Felle, Prins (b30) 1992; 128 Darwin (b8) 1875 Köster, DeFalco, Zipfel (b20) 2022; 41 Tran, Dutoit, Najdenovska, Wallbridge, Plummer, Mazza, Raileanu, Camps (b42) 2019; 9 Wang, Sadeghnezhad, Guan, Gong (b45) 2021; 304 Masoero, Giovannetti (b29) 2015; 3 Hedrich (b13) 2012; 92 Zhang (10.1016/j.compag.2025.110585_b51) 2025; 231 Masoero (10.1016/j.compag.2025.110585_b29) 2015; 3 Zaiosc Simmi (10.1016/j.compag.2025.110585_b50) 2023; 209 Jones (10.1016/j.compag.2025.110585_b17) 2001; 2 Huber (10.1016/j.compag.2025.110585_b15) 2016; 67 Liu (10.1016/j.compag.2025.110585_b25) 2024; 225 Sukhov (10.1016/j.compag.2025.110585_b41) 2024; 15 Buja (10.1016/j.compag.2025.110585_b3) 2021; 21 White (10.1016/j.compag.2025.110585_b46) 1990 Darwin (10.1016/j.compag.2025.110585_b8) 1875 Lee (10.1016/j.compag.2025.110585_b23) 2023; 202 Volkov (10.1016/j.compag.2025.110585_b43) 2000; 153 Karmoker (10.1016/j.compag.2025.110585_b18) 1985 Burdon-Sanderson (10.1016/j.compag.2025.110585_b5) 1877; 25 Lebeda (10.1016/j.compag.2025.110585_b22) 2015; 99 Mudrilov (10.1016/j.compag.2025.110585_b32) 2023; 88 Ghasemi (10.1016/j.compag.2025.110585_b11) 2024; 9 De Loof (10.1016/j.compag.2025.110585_b9) 2016; 9 Raza (10.1016/j.compag.2025.110585_b37) 2015; 10 Jin (10.1016/j.compag.2025.110585_b16) 2022; 1 Volkov (10.1016/j.compag.2025.110585_b44) 1995; 37 Köster (10.1016/j.compag.2025.110585_b20) 2022; 41 Love (10.1016/j.compag.2025.110585_b27) 2008; 3 Mudrilov (10.1016/j.compag.2025.110585_b31) 2021; 22 Burdon-Sanderson (10.1016/j.compag.2025.110585_b4) 1873; 21 Camps (10.1016/j.compag.2025.110585_b6) 2020 Liu (10.1016/j.compag.2025.110585_b26) 2024; 227 Badawy (10.1016/j.compag.2025.110585_b1) 2022; 38 Lehmann (10.1016/j.compag.2025.110585_b24) 2021; 31 Wang (10.1016/j.compag.2025.110585_b45) 2021; 304 Souza (10.1016/j.compag.2025.110585_b40) 2017; 12 Zhou (10.1016/j.compag.2025.110585_b52) 2022 Panno (10.1016/j.compag.2025.110585_b36) 2021 Yue (10.1016/j.compag.2025.110585_b49) 2023; 23 Hedrich (10.1016/j.compag.2025.110585_b14) 1987; 12 Kwaaitaal (10.1016/j.compag.2025.110585_b21) 2017; 68 Simmi (10.1016/j.compag.2025.110585_b39) 2020; 133 Xiang (10.1016/j.compag.2025.110585_b48) 2022; 22 Bose (10.1016/j.compag.2025.110585_b2) 1926 Cornelissen (10.1016/j.compag.2025.110585_b7) 2006; 147 Tran (10.1016/j.compag.2025.110585_b42) 2019; 9 Wspanialy (10.1016/j.compag.2025.110585_b47) 2016; 127 Schenk (10.1016/j.compag.2025.110585_b38) 1990 D’Errico (10.1016/j.compag.2025.110585_b10) 2023; 14 Neher (10.1016/j.compag.2025.110585_b33) 2003 Hedrich (10.1016/j.compag.2025.110585_b13) 2012; 92 Lu (10.1016/j.compag.2025.110585_b28) 2020; 267 Osokin (10.1016/j.compag.2025.110585_b34) 2024; 12 Kesten (10.1016/j.compag.2025.110585_b19) 2019; 38 Giorgio (10.1016/j.compag.2025.110585_b12) 2018; 1 Pachú (10.1016/j.compag.2025.110585_b35) 2023; 18 Miedema (10.1016/j.compag.2025.110585_b30) 1992; 128 |
References_xml | – volume: 88 start-page: 1467 year: 2023 end-page: 1487 ident: b32 article-title: ‘Ion channels in electrical signaling in higher plants’ publication-title: Biochem. (Moscow) – volume: 14 year: 2023 ident: b10 article-title: ‘Overexpression of the c4 protein of tomato yellow leaf curl sardinia virus increases tomato resistance to powdery mildew’ publication-title: Front. Plant. Sci. – volume: 31 start-page: 3575 year: 2021 end-page: 3585 ident: b24 article-title: ‘Acidosis-induced activation of anion channel slah3 in the flooding-related stress response of arabidopsis’ publication-title: Curr. Biol. – volume: 15 year: 2024 ident: b41 article-title: ‘Editorial: Electrical signals in leaves - mirrors of health and physiological activities in plants’ publication-title: Front. Plant Sci. – volume: 231 year: 2025 ident: b51 article-title: ‘Predicting stomatal conductance of chili peppers using tpe-optimized lightgbm and shap feature analysis based on uavs’ hyperspectral, thermal infrared imagery, and meteorological data’ publication-title: Comput. Electron. Agric. – volume: 225 year: 2024 ident: b25 article-title: ‘Exploring multi-features in uav based optical and thermal infrared images to estimate disease severity of wheat powdery mildew’ publication-title: Comput. Electron. Agric. – volume: 3 start-page: 23 year: 2015 end-page: 30 ident: b29 article-title: ‘In vivo stem pH can testify the acidification of the maize treated by mycorrhizal and microbial consortium’ publication-title: J. Environ. Agric. Sci. 2313-8629 – volume: 21 start-page: 495 year: 1873 end-page: 496 ident: b4 article-title: ‘Note on the electrical phenomena which accompany irritation of the leaf of dionea muscipula’ publication-title: Proc. R. Soc. Lond. – volume: 2 start-page: 303 year: 2001 end-page: 309 ident: b17 article-title: ‘The tomato powdery mildew fungus oidium neolycopersici’ publication-title: Mol. Plant Pathol. – volume: 202 start-page: 176 year: 2023 ident: b23 article-title: ‘The potential of plant action potentials’ publication-title: Synthese – volume: 267 year: 2020 ident: b28 article-title: ‘Plants alter surface charge and functional groups of their roots to adapt to acidic soil conditions’ publication-title: Environ. Pollut. – volume: 9 start-page: 17073 year: 2019 ident: b42 article-title: ‘Electrophysiological assessment of plant status outside a faraday cage using supervised machine learning’ publication-title: Sci. Rep. – year: 1926 ident: b2 article-title: The Nervous Mechanism of Plants – volume: 12 start-page: 49 year: 1987 end-page: 52 ident: b14 article-title: ‘Patch-clamp studies on higher plant cells: a perspective’ publication-title: Trends Biochem. Sci. – start-page: 315 year: 1990 end-page: 322 ident: b46 article-title: Amplification and direct sequencing of fungal ribosomal rna genes for phylogenetics publication-title: ‘PCR Protocols’ – volume: 38 year: 2019 ident: b19 article-title: ‘Pathogen & #x2010;induced pH changes regulate the growth & #x2010;defense balance in plants’ publication-title: EMBO J. – volume: 147 start-page: 315 year: 2006 end-page: 326 ident: b7 article-title: ‘Foliar pH as a new plant trait: can it explain variation in foliar chemistry and carbon cycling processes among subarctic plant species and types?’ publication-title: Oecologia – volume: 21 start-page: 2129 year: 2021 ident: b3 article-title: ‘Advances in plant disease detection and monitoring: From traditional assays to in-field diagnostics’ publication-title: Sensors – start-page: 303 year: 2020 end-page: 310 ident: b6 article-title: Non-invasive electroplantogram (epg) of greenhouse crops for real-time detection of water deficit publication-title: ‘ActaHortic.’ – volume: 127 start-page: 487 year: 2016 end-page: 494 ident: b47 article-title: ‘Early powdery mildew detection system for application in greenhouse automation’ publication-title: Comput. Electron. Agric. – volume: 9 year: 2016 ident: b9 article-title: ‘The cell’s self-generated electrome: The biophysical essence of the immaterial dimension of life?’ publication-title: Commun. Integr. Biol. – volume: 67 start-page: 2063 year: 2016 end-page: 2079 ident: b15 article-title: ‘Long-distance plant signaling pathways in response to multiple stressors: the gap in knowledge’ publication-title: J. Exp. Bot. – volume: 153 start-page: 185 year: 2000 end-page: 190 ident: b43 article-title: ‘Plant electrophysiology: pentachlorophenol induces fast action potentials in soybean’ publication-title: Plant Sci. – volume: 128 start-page: 63 year: 1992 end-page: 69 ident: b30 article-title: ‘Effect of high pH on the plasma membrane potential and conductance in elodea densa’ publication-title: J. Membr. Biol. – volume: 25 start-page: 411 year: 1877 end-page: 434 ident: b5 article-title: ‘On the mechanical effects and on the electrical disturbance consequent on excitation of the leaf of diona muscipula’ publication-title: Proc. R. Soc. Lond. – start-page: 219 year: 1985 end-page: 263 ident: b18 article-title: Hormonal Regulation of Ion Transport in Plants – volume: 23 start-page: 134 year: 2023 ident: b49 article-title: ‘Silencing of the calcium-dependent protein kinase tacdpk27 improves wheat resistance to powdery mildew’ publication-title: BMC Plant Biol. – start-page: 551 year: 1990 end-page: 556 ident: b38 article-title: Influence of Nitrogen Nutrition on Powdery Mildew (Sphaerotheca Fuliginea) Infection and Metabolism of Cucumber (Cucumis Sativus) – start-page: 2188 year: 2021 ident: b36 article-title: ‘A review of the most common and economically important diseases that undermine the cultivation of tomato crop in the mediterranean basin’ – volume: 18 year: 2023 ident: b35 article-title: ‘Electrical signalling and plant response to herbivory: A short review’ publication-title: Plant Signal. Behav. – volume: 1 start-page: 92 year: 2022 end-page: 109 ident: b16 article-title: ‘Electrification of water: From basics to applications’ publication-title: Droplet – volume: 9 year: 2024 ident: b11 article-title: ‘Machine learning for early detection of plant viruses: Analyzing post-infection electrical signal patterns’ publication-title: Smart Agric. Technol. – volume: 10 start-page: 1 year: 2015 end-page: 20 ident: b37 article-title: ‘Automatic detection of diseased tomato plants using thermal and stereo visible light images’ publication-title: PLoS One – volume: 37 start-page: 55 year: 1995 end-page: 60 ident: b44 article-title: ‘Insect-induced biolectrochemical signals in potato plants’ publication-title: Bioelectrochem. Bioenerg. – volume: 38 start-page: 1457 year: 2022 end-page: 1487 ident: b1 article-title: ‘A review of the modern principles and applications of solid-phase extraction techniques in chromatographic analysis’ publication-title: Anal. Sci. – volume: 22 start-page: 10715 year: 2021 ident: b31 article-title: ‘Electrical signaling of plants under abiotic stressors: Transmission of stimulus-specific information’ publication-title: Int. J. Mol. Sci. – volume: 304 year: 2021 ident: b45 article-title: ‘Review: Microtubules monitor calcium and reactive oxygen species signatures in signal transduction’ publication-title: Plant Sci. – volume: 209 year: 2023 ident: b50 article-title: ‘Barley systemic bioelectrical changes detect pathogenic infection days before the first disease symptoms’ publication-title: Comput. Electron. Agric. – volume: 68 start-page: 5731 year: 2017 end-page: 5743 ident: b21 article-title: ‘The plant membrane surrounding powdery mildew haustoria shares properties with the endoplasmic reticulum membrane’ publication-title: J. Exp. Bot. – start-page: 224 year: 2003 end-page: 230 ident: b33 article-title: 1976. Single-Channel Currents Recorded from Membrane of Denervated Frog Muscle Fibres – volume: 41 year: 2022 ident: b20 article-title: ‘Ca publication-title: EMBO J. – volume: 1 start-page: 18 year: 2018 end-page: 34 ident: b12 article-title: ‘The raw pH in plants: A multifaceted parameter’ publication-title: J. Agron. Res. – year: 1875 ident: b8 article-title: Insectivorous Plants – volume: 99 start-page: 153 year: 2015 end-page: 157 ident: b22 article-title: ‘First detection of tomato powdery mildew caused by oidium neolycopersici in South Africa’ publication-title: S. Afr. J. Bot. – start-page: 1428 year: 2022 ident: b52 article-title: ‘Relationship among electrical signals chlorophyll fluorescence, and root vitality of strawberry seedlings under drought stress’ – volume: 22 start-page: 187 year: 2022 ident: b48 article-title: ‘Interaction between photoperiod and variation in circadian rhythms in tomato’ publication-title: BMC Plant Biol. – volume: 12 year: 2017 ident: b40 article-title: ‘Plant electrome can be pushed toward a self-organized critical state by external cues: Evidences from a study with soybean seedlings subject to different environmental conditions’ publication-title: Plant Signal. Behav. – volume: 92 start-page: 1777 year: 2012 end-page: 1811 ident: b13 article-title: ‘Ion channels in plants’ publication-title: Physiol Rev – volume: 227 year: 2024 ident: b26 article-title: ‘Crop canopy volume weighted by color parameters from uav-based rgb imagery to estimate above-ground biomass of potatoes’ publication-title: Comput. Electron. Agric. – volume: 12 start-page: 86782 year: 2024 end-page: 86789 ident: b34 article-title: ‘Neural network-based classification for automated powdery mildew detection in modern tomato greenhouses’ publication-title: IEEE Access – volume: 3 start-page: 1 year: 2008 end-page: 5 ident: b27 article-title: ‘Source of sustained voltage difference between the xylem of a potted ficus benjamina tree and its soil’ publication-title: PLoS One – volume: 133 year: 2020 ident: b39 article-title: ‘Electrome alterations in a plant-pathogen system: Toward early diagnosis’ publication-title: Bioelectrochemistry – volume: 202 start-page: 176 issue: 6 year: 2023 ident: 10.1016/j.compag.2025.110585_b23 article-title: ‘The potential of plant action potentials’ publication-title: Synthese doi: 10.1007/s11229-023-04398-7 – volume: 128 start-page: 63 issue: 1 year: 1992 ident: 10.1016/j.compag.2025.110585_b30 article-title: ‘Effect of high pH on the plasma membrane potential and conductance in elodea densa’ publication-title: J. Membr. Biol. doi: 10.1007/BF00231871 – volume: 21 start-page: 2129 issue: 6 year: 2021 ident: 10.1016/j.compag.2025.110585_b3 article-title: ‘Advances in plant disease detection and monitoring: From traditional assays to in-field diagnostics’ publication-title: Sensors doi: 10.3390/s21062129 – volume: 12 issue: 3 year: 2017 ident: 10.1016/j.compag.2025.110585_b40 article-title: ‘Plant electrome can be pushed toward a self-organized critical state by external cues: Evidences from a study with soybean seedlings subject to different environmental conditions’ publication-title: Plant Signal. Behav. doi: 10.1080/15592324.2017.1290040 – start-page: 219 year: 1985 ident: 10.1016/j.compag.2025.110585_b18 – volume: 88 start-page: 1467 issue: 10 year: 2023 ident: 10.1016/j.compag.2025.110585_b32 article-title: ‘Ion channels in electrical signaling in higher plants’ publication-title: Biochem. (Moscow) doi: 10.1134/S000629792310005X – volume: 23 start-page: 134 issue: 1 year: 2023 ident: 10.1016/j.compag.2025.110585_b49 article-title: ‘Silencing of the calcium-dependent protein kinase tacdpk27 improves wheat resistance to powdery mildew’ publication-title: BMC Plant Biol. doi: 10.1186/s12870-023-04140-y – start-page: 1428 year: 2022 ident: 10.1016/j.compag.2025.110585_b52 – volume: 10 start-page: 1 issue: 4 year: 2015 ident: 10.1016/j.compag.2025.110585_b37 article-title: ‘Automatic detection of diseased tomato plants using thermal and stereo visible light images’ publication-title: PLoS One doi: 10.1371/journal.pone.0123262 – volume: 22 start-page: 187 issue: 1 year: 2022 ident: 10.1016/j.compag.2025.110585_b48 article-title: ‘Interaction between photoperiod and variation in circadian rhythms in tomato’ publication-title: BMC Plant Biol. doi: 10.1186/s12870-022-03565-1 – volume: 18 issue: 1 year: 2023 ident: 10.1016/j.compag.2025.110585_b35 article-title: ‘Electrical signalling and plant response to herbivory: A short review’ publication-title: Plant Signal. Behav. doi: 10.1080/15592324.2023.2277578 – volume: 31 start-page: 3575 issue: 16 year: 2021 ident: 10.1016/j.compag.2025.110585_b24 article-title: ‘Acidosis-induced activation of anion channel slah3 in the flooding-related stress response of arabidopsis’ publication-title: Curr. Biol. doi: 10.1016/j.cub.2021.06.018 – volume: 21 start-page: 495 issue: 139–147 year: 1873 ident: 10.1016/j.compag.2025.110585_b4 article-title: ‘Note on the electrical phenomena which accompany irritation of the leaf of dionea muscipula’ publication-title: Proc. R. Soc. Lond. – year: 1875 ident: 10.1016/j.compag.2025.110585_b8 – volume: 209 year: 2023 ident: 10.1016/j.compag.2025.110585_b50 article-title: ‘Barley systemic bioelectrical changes detect pathogenic infection days before the first disease symptoms’ publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2023.107832 – volume: 147 start-page: 315 year: 2006 ident: 10.1016/j.compag.2025.110585_b7 article-title: ‘Foliar pH as a new plant trait: can it explain variation in foliar chemistry and carbon cycling processes among subarctic plant species and types?’ publication-title: Oecologia doi: 10.1007/s00442-005-0269-z – volume: 12 start-page: 49 year: 1987 ident: 10.1016/j.compag.2025.110585_b14 article-title: ‘Patch-clamp studies on higher plant cells: a perspective’ publication-title: Trends Biochem. Sci. doi: 10.1016/0968-0004(87)90025-9 – volume: 14 year: 2023 ident: 10.1016/j.compag.2025.110585_b10 article-title: ‘Overexpression of the c4 protein of tomato yellow leaf curl sardinia virus increases tomato resistance to powdery mildew’ publication-title: Front. Plant. Sci. doi: 10.3389/fpls.2023.1163315 – volume: 304 year: 2021 ident: 10.1016/j.compag.2025.110585_b45 article-title: ‘Review: Microtubules monitor calcium and reactive oxygen species signatures in signal transduction’ publication-title: Plant Sci. doi: 10.1016/j.plantsci.2020.110589 – volume: 67 start-page: 2063 issue: 7 year: 2016 ident: 10.1016/j.compag.2025.110585_b15 article-title: ‘Long-distance plant signaling pathways in response to multiple stressors: the gap in knowledge’ publication-title: J. Exp. Bot. doi: 10.1093/jxb/erw099 – volume: 38 issue: 24 year: 2019 ident: 10.1016/j.compag.2025.110585_b19 article-title: ‘Pathogen & #x2010;induced pH changes regulate the growth & #x2010;defense balance in plants’ publication-title: EMBO J. doi: 10.15252/embj.2019101822 – volume: 267 year: 2020 ident: 10.1016/j.compag.2025.110585_b28 article-title: ‘Plants alter surface charge and functional groups of their roots to adapt to acidic soil conditions’ publication-title: Environ. Pollut. doi: 10.1016/j.envpol.2020.115590 – volume: 41 issue: 12 year: 2022 ident: 10.1016/j.compag.2025.110585_b20 article-title: ‘Ca2+ signals in plant immunity’ publication-title: EMBO J. doi: 10.15252/embj.2022110741 – start-page: 303 year: 2020 ident: 10.1016/j.compag.2025.110585_b6 article-title: Non-invasive electroplantogram (epg) of greenhouse crops for real-time detection of water deficit – start-page: 224 year: 2003 ident: 10.1016/j.compag.2025.110585_b33 – volume: 12 start-page: 86782 year: 2024 ident: 10.1016/j.compag.2025.110585_b34 article-title: ‘Neural network-based classification for automated powdery mildew detection in modern tomato greenhouses’ publication-title: IEEE Access doi: 10.1109/ACCESS.2024.3409074 – volume: 1 start-page: 92 issue: 2 year: 2022 ident: 10.1016/j.compag.2025.110585_b16 article-title: ‘Electrification of water: From basics to applications’ publication-title: Droplet doi: 10.1002/dro2.22 – volume: 2 start-page: 303 issue: 6 year: 2001 ident: 10.1016/j.compag.2025.110585_b17 article-title: ‘The tomato powdery mildew fungus oidium neolycopersici’ publication-title: Mol. Plant Pathol. doi: 10.1046/j.1464-6722.2001.00084.x – volume: 1 start-page: 18 issue: 2 year: 2018 ident: 10.1016/j.compag.2025.110585_b12 article-title: ‘The raw pH in plants: A multifaceted parameter’ publication-title: J. Agron. Res. doi: 10.14302/issn.2639-3166.jar-18-2397 – volume: 227 year: 2024 ident: 10.1016/j.compag.2025.110585_b26 article-title: ‘Crop canopy volume weighted by color parameters from uav-based rgb imagery to estimate above-ground biomass of potatoes’ publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2024.109678 – start-page: 2188 year: 2021 ident: 10.1016/j.compag.2025.110585_b36 – year: 1926 ident: 10.1016/j.compag.2025.110585_b2 – volume: 68 start-page: 5731 issue: 21–22 year: 2017 ident: 10.1016/j.compag.2025.110585_b21 article-title: ‘The plant membrane surrounding powdery mildew haustoria shares properties with the endoplasmic reticulum membrane’ publication-title: J. Exp. Bot. doi: 10.1093/jxb/erx403 – start-page: 315 year: 1990 ident: 10.1016/j.compag.2025.110585_b46 article-title: Amplification and direct sequencing of fungal ribosomal rna genes for phylogenetics – volume: 25 start-page: 411 issue: 171–178 year: 1877 ident: 10.1016/j.compag.2025.110585_b5 article-title: ‘On the mechanical effects and on the electrical disturbance consequent on excitation of the leaf of diona muscipula’ publication-title: Proc. R. Soc. Lond. – volume: 37 start-page: 55 issue: 1 year: 1995 ident: 10.1016/j.compag.2025.110585_b44 article-title: ‘Insect-induced biolectrochemical signals in potato plants’ publication-title: Bioelectrochem. Bioenerg. doi: 10.1016/0302-4598(94)01759-T – volume: 38 start-page: 1457 issue: 12 year: 2022 ident: 10.1016/j.compag.2025.110585_b1 article-title: ‘A review of the modern principles and applications of solid-phase extraction techniques in chromatographic analysis’ publication-title: Anal. Sci. doi: 10.1007/s44211-022-00190-8 – volume: 22 start-page: 10715 issue: 19 year: 2021 ident: 10.1016/j.compag.2025.110585_b31 article-title: ‘Electrical signaling of plants under abiotic stressors: Transmission of stimulus-specific information’ publication-title: Int. J. Mol. Sci. doi: 10.3390/ijms221910715 – volume: 133 year: 2020 ident: 10.1016/j.compag.2025.110585_b39 article-title: ‘Electrome alterations in a plant-pathogen system: Toward early diagnosis’ publication-title: Bioelectrochemistry doi: 10.1016/j.bioelechem.2020.107493 – volume: 225 year: 2024 ident: 10.1016/j.compag.2025.110585_b25 article-title: ‘Exploring multi-features in uav based optical and thermal infrared images to estimate disease severity of wheat powdery mildew’ publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2024.109285 – volume: 15 year: 2024 ident: 10.1016/j.compag.2025.110585_b41 article-title: ‘Editorial: Electrical signals in leaves - mirrors of health and physiological activities in plants’ publication-title: Front. Plant Sci. doi: 10.3389/fpls.2024.1458116 – volume: 3 start-page: 1 issue: 8 year: 2008 ident: 10.1016/j.compag.2025.110585_b27 article-title: ‘Source of sustained voltage difference between the xylem of a potted ficus benjamina tree and its soil’ publication-title: PLoS One doi: 10.1371/journal.pone.0002963 – volume: 9 start-page: 17073 issue: 1 year: 2019 ident: 10.1016/j.compag.2025.110585_b42 article-title: ‘Electrophysiological assessment of plant status outside a faraday cage using supervised machine learning’ publication-title: Sci. Rep. doi: 10.1038/s41598-019-53675-4 – volume: 92 start-page: 1777 issue: 4 year: 2012 ident: 10.1016/j.compag.2025.110585_b13 article-title: ‘Ion channels in plants’ publication-title: Physiol Rev doi: 10.1152/physrev.00038.2011 – volume: 231 year: 2025 ident: 10.1016/j.compag.2025.110585_b51 article-title: ‘Predicting stomatal conductance of chili peppers using tpe-optimized lightgbm and shap feature analysis based on uavs’ hyperspectral, thermal infrared imagery, and meteorological data’ publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2025.110036 – volume: 9 year: 2024 ident: 10.1016/j.compag.2025.110585_b11 article-title: ‘Machine learning for early detection of plant viruses: Analyzing post-infection electrical signal patterns’ publication-title: Smart Agric. Technol. – start-page: 551 year: 1990 ident: 10.1016/j.compag.2025.110585_b38 – volume: 9 issue: 5 year: 2016 ident: 10.1016/j.compag.2025.110585_b9 article-title: ‘The cell’s self-generated electrome: The biophysical essence of the immaterial dimension of life?’ publication-title: Commun. Integr. Biol. doi: 10.1080/19420889.2016.1197446 – volume: 3 start-page: 23 year: 2015 ident: 10.1016/j.compag.2025.110585_b29 article-title: ‘In vivo stem pH can testify the acidification of the maize treated by mycorrhizal and microbial consortium’ publication-title: J. Environ. Agric. Sci. 2313-8629 – volume: 99 start-page: 153 year: 2015 ident: 10.1016/j.compag.2025.110585_b22 article-title: ‘First detection of tomato powdery mildew caused by oidium neolycopersici in South Africa’ publication-title: S. Afr. J. Bot. doi: 10.1016/j.sajb.2015.03.196 – volume: 127 start-page: 487 year: 2016 ident: 10.1016/j.compag.2025.110585_b47 article-title: ‘Early powdery mildew detection system for application in greenhouse automation’ publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2016.06.027 – volume: 153 start-page: 185 issue: 2 year: 2000 ident: 10.1016/j.compag.2025.110585_b43 article-title: ‘Plant electrophysiology: pentachlorophenol induces fast action potentials in soybean’ publication-title: Plant Sci. doi: 10.1016/S0168-9452(99)00271-X |
SSID | ssj0016987 |
Score | 2.440263 |
Snippet | Plants are subjected to a plethora of biotic stresses caused by various pathogens; among them, fungal pathogens represent the most destructive ones. In order... |
SourceID | crossref elsevier |
SourceType | Index Database Publisher |
StartPage | 110585 |
SubjectTerms | Early diagnosis Electrical potential Foliar pH PLS-D Powdery mildew Tomato |
Title | Electrical signalling in tomato — Oidium neolycopersici pathosystem for detection of powdery mildew |
URI | https://dx.doi.org/10.1016/j.compag.2025.110585 |
Volume | 237 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1NS8MwGA5jXvQgfuL8GDl4retnmhzH2JiK86CD3UrbJKOytaN0jF3EH-Ev9Jf4JmlFQTx4bEnS8DR53yfhed8XoWs4T1MBNNaiwvUs3w-JxUI7VWs5tkMZhlRf5jxMyHjq382CWQsNmlgYJausbb-x6dpa1296NZq9VZb1noCsUIcwBk7cJsyZqQh2-Bas6ZvXL5kHNKAmZBrmo1o34XNa46V13nM4JbqB0sMHqqLyb-7pm8sZHaD9mivivpnOIWqJ_Ajt9edlnS9DHCMx1GVsFNJYSTFinWIbZzmuCuCiBf54e8ePGc_WS5yLYrFVQSilusvAqhZxYRI5Y2CumItKy7JyXEi8KjZclFu8zBZcbE7QdDR8HoytunKClcIWrCygSVSCL48BkIRQ5hMO52DqeiylLPGclPlOIhybpSwmQMJiQiiR0rM58eJUcu8UtfMiF2cIwxhqKNdOXenTxE5kAD4vkQxG82DDd5DVABatTIKMqFGOvUQG4EgBHBmAOyhsUI1-_OgIbPifPc__3fMC7aono8G7RO2qXIsr4BJV0tWLpYt2-rf348knp1bJOw |
linkProvider | Elsevier |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3JTsMwELVKOQAHxCrK6gPX0Gx17GNVtSrQlgOt1JuVxa6C2qSKUlW9ID6CL-RLGDsJAglx4JrYlvVszzxbb2YQuoX7NBVAYw0qbMdwXY8YzDNDtZd905OeR_VjznBE-hP3Ydqa1lCnioVRssrS9hc2XVvr8kuzRLO5jOPmM5AVahHGwImbhFnTLbTtwvFVZQzuXr90HtCCFjHTMCHVvIqf0yIvLfSewTXRbilBfEuVVP7NP33zOb0DtF-SRdwu5nOIaiI5QnvtWVYmzBDHSHR1HRsFNVZaDF_n2MZxgvMUyGiKP97e8VMcxasFTkQ636golEw9ZmBVjDgtMjljoK44ErnWZSU4lXiZriORbfAinkdifYImve640zfK0glGCGcwN4AnUQnO3Af0A0KZSyK4CFPbYSFlgWOFzLUCYZksZD4BFuYTQomUjhkRxw9l5JyiepIm4gxhGEMNZZuhLV0amIFsgdMLJIPRHDjxDWRUgPFlkSGDV9KxF14AzBXAvAC4gbwKVf5jpTkY8T97nv-75w3a6Y-HAz64Hz1eoF31pxDkXaJ6nq3EFRCLPLjWG-cTdZDKyQ |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Electrical+signalling+in+tomato+%E2%80%94+Oidium+neolycopersici+pathosystem+for+detection+of+powdery+mildew&rft.jtitle=Computers+and+electronics+in+agriculture&rft.au=Mati%C4%87%2C+Slavica&rft.au=Masoero%2C+Giorgio&rft.au=Egidi%2C+Andrea&rft.au=Francese%2C+Claudio&rft.date=2025-10-01&rft.issn=0168-1699&rft.volume=237&rft.spage=110585&rft_id=info:doi/10.1016%2Fj.compag.2025.110585&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_compag_2025_110585 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0168-1699&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0168-1699&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0168-1699&client=summon |