{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,6]],"date-time":"2026-07-06T07:16:03Z","timestamp":1783322163324,"version":"3.54.6"},"reference-count":47,"publisher":"Wiley","license":[{"start":{"date-parts":[[2026,7,5]],"date-time":"2026-07-05T00:00:00Z","timestamp":1783209600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2026,7,5]],"date-time":"2026-07-05T00:00:00Z","timestamp":1783209600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2023YFD1701200"],"award-info":[{"award-number":["2023YFD1701200"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["scijournals.onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Pest Management Science"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec>\n                    <jats:title>BACKGROUND<\/jats:title>\n                    <jats:p>Biofumigation is increasingly recognized as an environmentally friendly strategy for controlling soil\u2010borne pathogens. However, its efficacy is highly dependent on environmental conditions, and practical predictive frameworks remain limited. A mechanistic understanding of how environmental factors interact with microbial communities and chemical metabolites is essential for optimizing biofumigation under field conditions.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>RESULTS<\/jats:title>\n                    <jats:p>\n                      Environmental factors significantly influenced biofumigation efficacy against\n                      <jats:italic>Fusarium<\/jats:italic>\n                      and\n                      <jats:italic>Phytophthora<\/jats:italic>\n                      . Strong interactive effects among temperature, soil moisture, and biofumigant dosage highlighted the necessity of synergistic multi\u2010factor management in practice. Among these, temperature emerged as the dominant regulator (partial\n                      <jats:italic>\u03b7<\/jats:italic>\n                      <jats:sup>2<\/jats:sup>\n                      \u2009=\u20090.92\u20130.96), acting as the primary driver that activates the suppressive pathways. Response surface modeling identified that an optimal balance for practical application was achieved at 41\u201343\u2009\u00b0C, 17\u201319% soil moisture, and a moderate dosage of 4.76\u2009g\u2009m\n                      <jats:sup>\u22122<\/jats:sup>\n                      . Volatile organic compound (VOC) profiling identified dimethyl disulfide as a key bioactive component, while microbial analyses revealed the significant enrichment of disease\u2010suppressing taxa, particularly\n                      <jats:italic>Paenibacillus<\/jats:italic>\n                      . Structural equation modeling robustly explained 90% of the variance in suppression efficacy, revealing dual mechanistic pathways: temperature primarily drove pathogen inhibition via microbial regulation, whereas biofumigant dosage acted mainly through VOC\u2010mediated pathways. Additionally, high soil moisture negatively impacted both chemical accumulation and biological suppression.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>CONCLUSION<\/jats:title>\n                    <jats:p>Biofumigation efficacy is governed by a tightly coupled environmental\u2013microbial\u2013chemical framework. Rather than acting in isolation, high temperature, moderate moisture, and an optimized biofumigant dosage synergistically maximize pathogen suppression, providing actionable mechanistic insights and predictive guidelines for optimizing biofumigation in agricultural settings. \u00a9 2026 Society of Chemical Industry.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1002\/ps.71112","type":"journal-article","created":{"date-parts":[[2026,7,6]],"date-time":"2026-07-06T06:49:41Z","timestamp":1783320581000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Response surface modeling and structural equation analysis reveal environmental and microbial drivers of pathogen suppression during\n                    <scp>\n                      <i>Brassica<\/i>\n                    <\/scp>\n                    biofumigation"],"prefix":"10.1002","author":[{"given":"Yutong","family":"Ji","sequence":"first","affiliation":[{"name":"State Key Laboratory for Biology of Plant Disease and Insect Pests, Institute of Plant Protection Chinese Academy of Agricultural Sciences  Beijing China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Zhang","sequence":"additional","affiliation":[{"name":"Agro\u2010Environmental Protection Institute Ministry of Agriculture and Rural Affair  Tianjin China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wensheng","family":"Fang","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Biology of Plant Disease and Insect Pests, Institute of Plant Protection Chinese Academy of Agricultural Sciences  Beijing China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuan","family":"Li","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Biology of Plant Disease and Insect Pests, Institute of Plant Protection Chinese Academy of Agricultural Sciences  Beijing China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8196-4615","authenticated-orcid":false,"given":"Dongdong","family":"Yan","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Biology of Plant Disease and Insect Pests, Institute of Plant Protection Chinese Academy of Agricultural Sciences  Beijing China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1542-6904","authenticated-orcid":false,"given":"Aocheng","family":"Cao","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Biology of Plant Disease and Insect Pests, Institute of Plant Protection Chinese Academy of Agricultural Sciences  Beijing China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1031-9280","authenticated-orcid":false,"given":"Qiuxia","family":"Wang","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Biology of Plant Disease and Insect Pests, Institute of Plant Protection Chinese Academy of Agricultural Sciences  Beijing China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,7,5]]},"reference":[{"key":"e_1_2_9_2_1","doi-asserted-by":"crossref","first-page":"2146","DOI":"10.1002\/ps.4911","article-title":"Evaluation of allyl isothiocyanate as a soil fumigant against soil\u2010borne diseases in commercial tomato (Lycopersicon esculentum mill.) production in China","volume":"74","author":"Ren Z","year":"2018","journal-title":"Pest Manag Sci"},{"key":"e_1_2_9_3_1","doi-asserted-by":"crossref","DOI":"10.3390\/agriculture10010016","article-title":"Methods for management of soilborne diseases in crop production","volume":"10","author":"Panth M","year":"2020","journal-title":"Agriculture"},{"key":"e_1_2_9_4_1","doi-asserted-by":"crossref","first-page":"7760","DOI":"10.3390\/ijms12117760","article-title":"Use of brassica plants in the phytoremediation and biofumigation processes","volume":"12","author":"Szczyg\u0142owska M","year":"2011","journal-title":"Int J Mol Sci"},{"key":"e_1_2_9_5_1","doi-asserted-by":"crossref","DOI":"10.1016\/j.cropro.2021.105630","article-title":"Biocontrol agent, biofumigation, and grafting with resistant rootstock suppress soil\u2010borne disease and improve yield of tomato in West Virginia","volume":"145","author":"Rahman M","year":"2021","journal-title":"Crop Prot"},{"key":"e_1_2_9_6_1","doi-asserted-by":"crossref","DOI":"10.1002\/npp2.21","article-title":"A review of biofumigation effects with plant materials","volume":"1","author":"Ji Y","year":"2024","journal-title":"New Plant Protect"},{"key":"e_1_2_9_7_1","doi-asserted-by":"crossref","DOI":"10.3390\/agronomy15040967","article-title":"Biofumigation with brassica species and their derivatives: a comprehensive review of an innovative Pest control strategy targeting wireworms (coleoptera: Elateridae)","volume":"15","author":"Batisti\u010d L","year":"2025","journal-title":"Agronomy"},{"key":"e_1_2_9_8_1","doi-asserted-by":"crossref","first-page":"2303","DOI":"10.1021\/acs.jafc.1c07646","article-title":"Biochemical characterization of a novel myrosinase Rmyr from Rahnella inusitata for high\u2010level preparation of sulforaphene and sulforaphane","volume":"70","author":"Wang L","year":"2022","journal-title":"J Agric Food Chem"},{"key":"e_1_2_9_9_1","doi-asserted-by":"crossref","DOI":"10.1016\/j.apsoil.2022.104600","article-title":"Soil microbial community dynamics during ryegrass green manuring and brassica biofumigation","volume":"179","author":"Walker BA","year":"2022","journal-title":"Appl Soil Ecol"},{"key":"e_1_2_9_10_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.anifeedsci.2006.03.003","article-title":"Glucosinolates in animal nutrition: a review","volume":"132","author":"Tripathi M","year":"2007","journal-title":"Anim Feed Sci Technol"},{"key":"e_1_2_9_11_1","article-title":"Effect of biofumigation with different green manures on soil health and active ingredient profiling","volume":"2","author":"Ji Y","year":"2025","journal-title":"New Plant Prot"},{"key":"e_1_2_9_12_1","doi-asserted-by":"crossref","first-page":"400","DOI":"10.4315\/0362-028X-63.3.400","article-title":"The activity of myrosinase from broccoli (Brassica oleracea L. cv. Italica): influence of intrinsic and extrinsic factors","volume":"63","author":"Ludikhuyze L","year":"2000","journal-title":"J Food Prot"},{"key":"e_1_2_9_13_1","doi-asserted-by":"crossref","first-page":"1725","DOI":"10.1111\/gcb.13502","article-title":"Litter decay controlled by temperature, not soil properties, affecting future soil carbon","volume":"23","author":"Gregorich EG","year":"2017","journal-title":"Glob Chang Biol"},{"key":"e_1_2_9_14_1","doi-asserted-by":"crossref","first-page":"8733","DOI":"10.1016\/j.biortech.2011.07.095","article-title":"Effects of temperature and temperature shock on the performance and microbial community structure of a submerged anaerobic membrane bioreactor","volume":"102","author":"Gao W","year":"2011","journal-title":"Bioresour Technol"},{"key":"e_1_2_9_15_1","doi-asserted-by":"crossref","first-page":"545","DOI":"10.1071\/EN20032","article-title":"Soil\u2013air partitioning of volatile organic compounds into soils with high water content","volume":"17","author":"Ahn J","year":"2020","journal-title":"Environ Chem"},{"key":"e_1_2_9_16_1","doi-asserted-by":"crossref","first-page":"178","DOI":"10.1016\/j.geoderma.2017.11.021","article-title":"Identification of the produced volatile organic compounds and the involved soil bacteria during decomposition of watermelon plant residues in a fusarium\u2010infested soil","volume":"315","author":"Song Y","year":"2018","journal-title":"Geoderma"},{"key":"e_1_2_9_17_1","doi-asserted-by":"crossref","first-page":"1567","DOI":"10.1016\/0038-0717(93)90012-Z","article-title":"Microbial growth and sulphur immobilization following the incorporation of plant residues into soil","volume":"25","author":"Wu J","year":"1993","journal-title":"Soil Biol Biochem"},{"key":"e_1_2_9_18_1","doi-asserted-by":"crossref","DOI":"10.1186\/s40168-024-01914-w","article-title":"Volatile\u2010mediated interspecific plant interaction promotes root colonization by beneficial bacteria via induced shifts in root exudation","volume":"12","author":"Zhou X","year":"2024","journal-title":"Microbiome"},{"key":"e_1_2_9_19_1","doi-asserted-by":"crossref","first-page":"849","DOI":"10.1016\/j.molp.2023.03.009","article-title":"Interspecific plant interaction via root exudates structures the disease suppressiveness of rhizosphere microbiomes","volume":"16","author":"Zhou X","year":"2023","journal-title":"Mol Plant"},{"key":"e_1_2_9_20_1","first-page":"114","article-title":"Development of a selective medium for quantitative isolation of fusarium oxysporum from natural soil","volume":"8","author":"Komada H","year":"1975","journal-title":"Rev Plant Prot Res"},{"key":"e_1_2_9_21_1","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1094\/Phyto-67-425","article-title":"Selective inhibition of pythium spp. on a medium for direct isolation of phytophthora spp. from soils and plants","volume":"67","author":"Masago H","year":"1977","journal-title":"Phytopathology"},{"key":"e_1_2_9_22_1","doi-asserted-by":"crossref","first-page":"1003","DOI":"10.1002\/ps.1786","article-title":"Extraction of allyl isothiocyanate from horseradish (Armoracia rusticana) and its fumigant insecticidal activity on four stored\u2010product pests of paddy","volume":"65","author":"Wu H","year":"2009","journal-title":"Pest Manag Sci"},{"key":"e_1_2_9_23_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ejsobi.2016.02.004","article-title":"Effect of biochar additions to soil on nitrogen leaching, microbial biomass and bacterial community structure","volume":"74","author":"Xu N","year":"2016","journal-title":"Eur J Soil Biol"},{"key":"e_1_2_9_24_1","doi-asserted-by":"crossref","first-page":"1262","DOI":"10.1038\/ismej.2013.28","article-title":"Dispersal in microbes: fungi in indoor air are dominated by outdoor air and show dispersal limitation at short distances","volume":"7","author":"Adams RI","year":"2013","journal-title":"ISME J"},{"key":"e_1_2_9_25_1","doi-asserted-by":"crossref","first-page":"7537","DOI":"10.1128\/AEM.01541-09","article-title":"Introducing mothur: open\u2010source, platform\u2010independent, community\u2010supported software for describing and comparing microbial communities","volume":"75","author":"Schloss PD","year":"2009","journal-title":"Appl Environ Microbiol"},{"key":"e_1_2_9_26_1","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.indcrop.2003.12.018","article-title":"Biocidal plant dried pellets for biofumigation","volume":"20","author":"Lazzeri L","year":"2004","journal-title":"Ind Crop Prod"},{"key":"e_1_2_9_27_1","doi-asserted-by":"crossref","first-page":"324","DOI":"10.1094\/PDIS-03-15-0245-RE","article-title":"Efficacy of biofumigation with Brassica carinata commercial pellets (BioFence) to control vegetative and reproductive structures of Phytophthora cinnamomi","volume":"100","author":"Morales\u2010Rodriguez C","year":"2016","journal-title":"Plant Dis"},{"key":"e_1_2_9_28_1","doi-asserted-by":"crossref","first-page":"1295","DOI":"10.1002\/ps.4144","article-title":"Effect of biofumigation with brassica pellets combined with Brassicaceae cover crops and plastic cover on the survival and infectivity of inoculum of Phytophthora nicotianae Breda de Haan","volume":"72","author":"Rodr\u00edguez\u2010Molina MC","year":"2016","journal-title":"Pest Manag Sci"},{"key":"e_1_2_9_29_1","doi-asserted-by":"crossref","first-page":"4481","DOI":"10.1002\/ps.8806","article-title":"Sustainable reuse of plant waste through biofumigation: controlling soil\u2010borne pathogens and enhancing soil health via microbial regulation","volume":"81","author":"Ji Y","year":"2025","journal-title":"Pest Manag Sci"},{"key":"e_1_2_9_30_1","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1111\/wre.12358","article-title":"Impact of Brassica juncea biofumigation on viability of propagules of pernicious weed species","volume":"59","author":"De Cauwer B","year":"2019","journal-title":"Weed Res"},{"key":"e_1_2_9_31_1","article-title":"Optimisation of cellulase production by penicillium funiculosum in a stirred tank bioreactor using multivariate response surface analysis","volume":"2014","author":"Albuquerque de Carvalho ML","year":"2014","journal-title":"Enzyme Res"},{"key":"e_1_2_9_32_1","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.nbt.2018.12.002","article-title":"Response surface statistical optimization of bacterial nanocellulose fermentation in static culture using a low\u2010cost medium","volume":"49","author":"Rodrigues AC","year":"2019","journal-title":"New Biotechnol"},{"key":"e_1_2_9_33_1","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1007\/BF01976582","article-title":"The influence of soil temperature and moisture content on the effect of soil fumigants","volume":"76","author":"Vanachter A","year":"1970","journal-title":"Neth J Plant Pathol"},{"key":"e_1_2_9_34_1","doi-asserted-by":"crossref","first-page":"866","DOI":"10.1016\/j.chemosphere.2012.10.006","article-title":"Emission and distribution of fumigants as affected by soil moistures in three different textured soils","volume":"90","author":"Qin R","year":"2013","journal-title":"Chemosphere"},{"key":"e_1_2_9_35_1","doi-asserted-by":"crossref","first-page":"673","DOI":"10.1094\/PHYTO.2001.91.7.673","article-title":"Suppression of specific apple root pathogens by Brassica napus seed meal amendment regardless of glucosinolate content","volume":"91","author":"Mazzola M","year":"2001","journal-title":"Phytopathology"},{"key":"e_1_2_9_36_1","doi-asserted-by":"crossref","first-page":"899","DOI":"10.1094\/Phyto-83-899","article-title":"Characterization of antifungal volatile compounds evolved from solarized soil amended with cabbage residues","volume":"83","author":"Gamliel A","year":"1993","journal-title":"Phytopathology"},{"key":"e_1_2_9_37_1","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1007\/s11104-009-9943-y","article-title":"Production of methyl sulfide and dimethyl disulfide from soil\u2010incorporated plant materials and implications for controlling soilborne pathogens","volume":"324","author":"Wang D","year":"2009","journal-title":"Plant Soil"},{"key":"e_1_2_9_38_1","first-page":"1490","article-title":"Research progress on degradation pathways and products of glucosinolates","volume":"31","author":"Yang Y","year":"2011","journal-title":"Acta Bot Boreali\u2010Occident Sin"},{"key":"e_1_2_9_39_1","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1007\/s10658-016-0926-6","article-title":"Assessment of the impact of the fumigant dimethyl disulfide on the dynamics of major fungal plant pathogens in greenhouse soils","volume":"146","author":"Papazlatani C","year":"2016","journal-title":"Eur J Plant Pathol"},{"key":"e_1_2_9_40_1","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1016\/j.indcrop.2013.05.007","article-title":"Use of Alliaceae residues to control soil\u2010borne pathogens","volume":"49","author":"Arnault I","year":"2013","journal-title":"Ind Crop Prod"},{"key":"e_1_2_9_41_1","doi-asserted-by":"crossref","first-page":"462","DOI":"10.21273\/JASHS.124.5.462","article-title":"Inhibition of Pythium ultimum and rhizoctonia solani by shredded leaves of brassica species","volume":"124","author":"Charron CS","year":"1999","journal-title":"J Am Soc Hortic Sci"},{"key":"e_1_2_9_42_1","doi-asserted-by":"crossref","first-page":"1067","DOI":"10.1016\/j.cropro.2006.10.004","article-title":"Control of soilborne potato diseases using brassica green manures","volume":"26","author":"Larkin RP","year":"2007","journal-title":"Crop Prot"},{"key":"e_1_2_9_43_1","doi-asserted-by":"crossref","first-page":"1683","DOI":"10.1016\/S0038-0717(02)00153-0","article-title":"Isothiocyanate release from soil\u2010incorporated brassica tissues","volume":"34","author":"Morra M","year":"2002","journal-title":"Soil Biol Biochem"},{"key":"e_1_2_9_44_1","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1007\/s00248-024-02450-8","article-title":"Paenibacillus as a biocontrol agent for fungal phytopathogens: is P. Polymyxa the only one worth attention?","volume":"87","author":"Dobrzy\u0144ski J","year":"2024","journal-title":"Microb Ecol"},{"key":"e_1_2_9_45_1","doi-asserted-by":"crossref","first-page":"1520","DOI":"10.3389\/fmicb.2018.01520","article-title":"Complete genome sequence of industrial biocontrol strain Paenibacillus polymyxa HY96\u20102 and further analysis of its biocontrol mechanism","volume":"9","author":"Luo Y","year":"2018","journal-title":"Front Microbiol"},{"key":"e_1_2_9_46_1","doi-asserted-by":"crossref","DOI":"10.3389\/fmicb.2020.585404","article-title":"Microbial interactions within multiple\u2010strain biological control agents impact soil\u2010borne plant disease","volume":"11","author":"Niu B","year":"2020","journal-title":"Front Microbiol"},{"key":"e_1_2_9_47_1","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2023.165801","article-title":"Microbial interactions within beneficial consortia promote soil health","volume":"900","author":"Wu D","year":"2023","journal-title":"Sci Total Environ"},{"key":"e_1_2_9_48_1","doi-asserted-by":"crossref","DOI":"10.3390\/d16120734","article-title":"Soil microorganisms: their role in enhancing crop nutrition and health","volume":"16","author":"Chen Q","year":"2024","journal-title":"Diversity (Basel)"}],"container-title":["Pest Management Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/scijournals.onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/ps.71112","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/scijournals.onlinelibrary.wiley.com\/doi\/full-xml\/10.1002\/ps.71112","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/scijournals.onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/ps.71112","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,6]],"date-time":"2026-07-06T06:49:47Z","timestamp":1783320587000},"score":1,"resource":{"primary":{"URL":"https:\/\/scijournals.onlinelibrary.wiley.com\/doi\/10.1002\/ps.71112"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,5]]},"references-count":47,"alternative-id":["10.1002\/ps.71112"],"URL":"https:\/\/doi.org\/10.1002\/ps.71112","archive":["Portico"],"relation":{},"ISSN":["1526-498X","1526-4998"],"issn-type":[{"value":"1526-498X","type":"print"},{"value":"1526-4998","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,5]]},"assertion":[{"value":"2026-01-12","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-06-26","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-07-05","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"ps.71112"}}