{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,21]],"date-time":"2026-08-21T18:24:02Z","timestamp":1787336642065,"version":"build-2736575974"},"reference-count":109,"publisher":"Public Library of Science (PLoS)","issue":"8","license":[{"start":{"date-parts":[[2026,8,21]],"date-time":"2026-08-21T00:00:00Z","timestamp":1787270400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Inner Mongolia Autonomous Region Natural Science Foundation Project","award":["2023LHMS03007"],"award-info":[{"award-number":["2023LHMS03007"]}]}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS One"],"abstract":"<jats:p>\n                    Global environmental changes increasingly alter species distributions, yet their effects on plants serving both ecological and economic functions remain inadequately explored. We examined\n                    <jats:italic>Xanthium strumarium<\/jats:italic>\n                    , a species with medicinal and invasive properties, throughout China using integrated approaches: species distribution modeling (Biomod2), niche analysis (Ecospat), and rhizosphere microbiome profiling (Tax4Fun). Our findings demonstrate that human footprint index (66.6% variable importance), elevation, and topographic slope primarily determine current distribution patterns. Future climate scenarios predict habitat expansion of 8.9\u201328.6%, identifying high-risk invasion zones primarily concentrated in Yunnan, Guangdong, and Inner Mongolia provinces. Although niche overlap analysis indicates high conservatism (Schoener\u2019s D\u2009=\u20090.8986\u20130.9338), ecological adaptability shows a modest decline under elevated emission scenarios. Rhizosphere bacterial assemblages, characterized by Proteobacteria dominance and nitrogen-cycling taxa enrichment (\n                    <jats:italic>Nitrospira<\/jats:italic>\n                    ,\n                    <jats:italic>Verrucomicrobia<\/jats:italic>\n                    ), facilitate adaptation through enhanced metabolic pathways and environmental stress responses, promoting establishment in anthropogenically disturbed environments. Our results underscore the interactive effects of climate-mediated range shifts and microbiome-assisted resilience mechanisms underlying\n                    <jats:italic>X. strumarium\u2019s<\/jats:italic>\n                    invasive potential. This research offers essential guidance for managing dual-function species, emphasizing integrated strategies that consider both anthropogenic pressures and microbial associations in conservation planning under accelerating global change.\n                  <\/jats:p>","DOI":"10.1371\/journal.pone.0351471","type":"journal-article","created":{"date-parts":[[2026,8,21]],"date-time":"2026-08-21T17:24:31Z","timestamp":1787333071000},"page":"e0351471","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":0,"title":["Climate change impacts on Xanthium strumarium distribution: Integrating species distribution models with rhizosphere microbiome analysis in China"],"prefix":"10.1371","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-2801-5601","authenticated-orcid":true,"given":"Jinyang","family":"Dong","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Liyan","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaoli","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yanru","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mengzhe","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-1237-9970","authenticated-orcid":true,"given":"Haiyan","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2026,8,21]]},"reference":[{"issue":"20","key":"pone.0351471.ref001","doi-asserted-by":"crossref","first-page":"24872","DOI":"10.1007\/s11356-021-13139-7","article-title":"Multidimensional analysis of global climate change: a review","volume":"28","author":"SA Bandh","year":"2021","journal-title":"Environ Sci Pollut Res Int"},{"issue":"5985","key":"pone.0351471.ref002","doi-asserted-by":"crossref","first-page":"1523","DOI":"10.1126\/science.1189930","article-title":"The impact of climate change on the world\u2019s marine ecosystems","volume":"328","author":"O Hoegh-Guldberg","year":"2010","journal-title":"Science"},{"issue":"6332","key":"pone.0351471.ref003","article-title":"Biodiversity redistribution under climate change: Impacts on ecosystems and human well-being","volume":"355","author":"GT Pecl","year":"2017","journal-title":"Science"},{"key":"pone.0351471.ref004","first-page":"118","article-title":"Environmental challenges in the 21 st century","volume":"28","author":"N Sarwar","year":"2008","journal-title":"Strategic Studies"},{"issue":"4","key":"pone.0351471.ref005","doi-asserted-by":"crossref","first-page":"613","DOI":"10.1111\/ddi.12878","article-title":"Conservation implications of ecological responses to extreme weather and climate events","volume":"25","author":"SL Maxwell","year":"2018","journal-title":"Diversity and Distributions"},{"issue":"3","key":"pone.0351471.ref006","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1175\/1520-0477(2000)081<0443:IOEWAC>2.3.CO;2","article-title":"Impacts of Extreme Weather and Climate on Terrestrial Biota*","volume":"81","author":"C Parmesan","year":"2000","journal-title":"Bull Amer Meteor Soc"},{"issue":"1794","key":"pone.0351471.ref007","doi-asserted-by":"crossref","first-page":"20190105","DOI":"10.1098\/rstb.2019.0105","article-title":"Climate change, ecosystems and abrupt change: science priorities","volume":"375","author":"MG Turner","year":"2020","journal-title":"Philos Trans R Soc Lond B Biol Sci"},{"key":"pone.0351471.ref008","doi-asserted-by":"crossref","unstructured":"Anand S, Hallsworth JE, Timmis J, Verstraete W, Casadevall A, Ramos JL. Weaponising microbes for peace. Wiley Online Library. 2023;:1091\u2013111.","DOI":"10.1111\/1751-7915.14224"},{"issue":"6471","key":"pone.0351471.ref009","doi-asserted-by":"crossref","DOI":"10.1126\/science.aax3100","article-title":"Pervasive human-driven decline of life on Earth points to the need for transformative change","volume":"366","author":"S D\u00edaz","year":"2019","journal-title":"Science"},{"issue":"1","key":"pone.0351471.ref010","doi-asserted-by":"crossref","first-page":"5077","DOI":"10.1038\/s41467-019-13019-2","article-title":"Global mycorrhizal plant distribution linked to terrestrial carbon stocks","volume":"10","author":"NA Soudzilovskaia","year":"2019","journal-title":"Nat Commun"},{"issue":"2","key":"pone.0351471.ref011","doi-asserted-by":"crossref","first-page":"359","DOI":"10.3390\/molecules24020359","article-title":"Traditional Uses, Botany, Phytochemistry, Pharmacology, Pharmacokinetics and Toxicology of Xanthium strumarium L.: A Review","volume":"24","author":"W Fan","year":"2019","journal-title":"Molecules"},{"issue":"8","key":"pone.0351471.ref012","doi-asserted-by":"crossref","first-page":"1779","DOI":"10.1139\/b74-231","article-title":"Photoperiodic adaptation of Xanthium strumarium in Europe, Asia Minor, and northern Africa","volume":"52","author":"C McMillan","year":"1974","journal-title":"Can J Bot"},{"issue":"12","key":"pone.0351471.ref013","doi-asserted-by":"crossref","first-page":"7141","DOI":"10.3390\/su14127141","article-title":"Invasive Species as Rivals: Invasive Potential and Distribution Pattern of Xanthium strumarium L","volume":"14","author":"R Ullah","year":"2022","journal-title":"Sustainability"},{"issue":"1","key":"pone.0351471.ref014","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1186\/s12862-024-02310-6","article-title":"Xanthium strumarium L., an invasive species in the subtropics: prediction of potential distribution areas and climate adaptability in Pakistan","volume":"24","author":"M Waheed","year":"2024","journal-title":"BMC Ecol Evol"},{"issue":"1","key":"pone.0351471.ref015","doi-asserted-by":"crossref","first-page":"773","DOI":"10.1007\/s11101-024-09966-4","article-title":"Phytochemical and pharmacological properties of Xanthium species: a review","volume":"24","author":"J Wang","year":"2024","journal-title":"Phytochem Rev"},{"issue":"1","key":"pone.0351471.ref016","doi-asserted-by":"crossref","first-page":"211","DOI":"10.4141\/cjps83-021","article-title":"The biology of Canadian weeds: 56. Xanthium strumarium L","volume":"63","author":"SE Weaver","year":"1983","journal-title":"Canadian Journal of Plant Science"},{"key":"pone.0351471.ref017","doi-asserted-by":"crossref","DOI":"10.1142\/0284","volume-title":"Pharmacology and Applications of Chinese Materia Medica","author":"H-M Chang","year":"1986"},{"key":"pone.0351471.ref018","unstructured":"Rojas-Sandoval J. Xanthium strumarium (common cocklebur). Forest. 2007."},{"issue":"2","key":"pone.0351471.ref019","doi-asserted-by":"crossref","first-page":"38","DOI":"10.29228\/plantfungalres.75","article-title":"Phytocenotic, bioecological and invasive activity of the invasive species Xanthium strumarium L. in some districts of Azerbaijan","volume":"2","author":"RT Abdiyeva","year":"2020","journal-title":"plantfungalres"},{"key":"pone.0351471.ref020","doi-asserted-by":"crossref","unstructured":"Iqbal M, Iram A, Liu MC, Feng YL. Competitive approach of invasive cocklebur (Xanthium strumarium) with native weed species diversity in Northeast China. BioRxiv. 2020. doi: 10.1101\/2020.01.17.910208","DOI":"10.1101\/2020.01.17.910208"},{"key":"pone.0351471.ref021","first-page":"73","article-title":"Impacts of Xanthium strumarium L. invasion on vascular plant diversity in Pothwar Region (Pakistan)","volume":"9","author":"H Qureshi","year":"2019","journal-title":"Annali di Botanica"},{"issue":"2","key":"pone.0351471.ref022","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1071\/AR9740275","article-title":"An ecological study of an attempt at biological control of Noogoora burr (Xanthium strumarium)","volume":"25","author":"A Wapshere","year":"1974","journal-title":"Australian Journal of Agricultural Research"},{"issue":"1","key":"pone.0351471.ref023","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1016\/j.ympev.2011.01.012","article-title":"Plant molecular phylogeography in China and adjacent regions: tracing the genetic imprints of Quaternary climate and environmental change in the world\u2019s most diverse temperate flora","volume":"59","author":"Y-X Qiu","year":"2011","journal-title":"Molecular phylogenetics and evolution"},{"issue":"3","key":"pone.0351471.ref024","doi-asserted-by":"crossref","first-page":"282","DOI":"10.1111\/j.1095-8339.2011.01157.x","article-title":"Plant diversity and conservation in China: planning a strategic bioresource for a sustainable future","volume":"166","author":"H Huang","year":"2011","journal-title":"Bot J Linn Soc"},{"issue":"7","key":"pone.0351471.ref025","article-title":"The global significance of biodiversity science in China: an overview","volume":"8","author":"X Mi","year":"2021","journal-title":"Natl Sci Rev"},{"issue":"1794","key":"pone.0351471.ref026","doi-asserted-by":"crossref","first-page":"20190112","DOI":"10.1098\/rstb.2019.0112","article-title":"Soil microbial community responses to climate extremes: resistance, resilience and transitions to alternative states","volume":"375","author":"RD Bardgett","year":"2020","journal-title":"Philos Trans R Soc Lond B Biol Sci"},{"issue":"1","key":"pone.0351471.ref027","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1038\/s41579-019-0265-7","article-title":"Soil microbiomes and climate change","volume":"18","author":"JK Jansson","year":"2020","journal-title":"Nat Rev Microbiol"},{"issue":"4","key":"pone.0351471.ref028","doi-asserted-by":"crossref","first-page":"843","DOI":"10.3390\/microorganisms11040843","article-title":"Specialized Metabolites Produced by Phytotopatogen Fungi to Control Weeds and Parasite Plants","volume":"11","author":"A Evidente","year":"2023","journal-title":"Microorganisms"},{"issue":"3","key":"pone.0351471.ref029","doi-asserted-by":"crossref","first-page":"486","DOI":"10.3390\/agronomy14030486","article-title":"Weed Management Methods for Herbaceous Field Crops: A Review","volume":"14","author":"W-T Gao","year":"2024","journal-title":"Agronomy"},{"issue":"10","key":"pone.0351471.ref030","doi-asserted-by":"crossref","first-page":"3446","DOI":"10.1111\/1365-2745.13679","article-title":"Multi\u2010dimensionality as a path forward in plant\u2010soil feedback research","volume":"109","author":"MJ Gundale","year":"2021","journal-title":"Journal of Ecology"},{"key":"pone.0351471.ref031","doi-asserted-by":"crossref","first-page":"109396","DOI":"10.1016\/j.soilbio.2024.109396","article-title":"From rhizosphere to detritusphere \u2013 Soil structure formation driven by plant roots and the interactions with soil biota","volume":"193","author":"CW Mueller","year":"2024","journal-title":"Soil Biology and Biochemistry"},{"issue":"1","key":"pone.0351471.ref032","doi-asserted-by":"crossref","DOI":"10.1111\/rec.13688","article-title":"Deploying microbes as drivers and indicators in ecological restoration","volume":"31","author":"V Singh Rawat","year":"2022","journal-title":"Restoration Ecology"},{"issue":"7","key":"pone.0351471.ref033","doi-asserted-by":"crossref","first-page":"3741","DOI":"10.3390\/ijms23073741","article-title":"Mechanistic Insights of Plant Growth Promoting Bacteria Mediated Drought and Salt Stress Tolerance in Plants for Sustainable Agriculture","volume":"23","author":"A Gupta","year":"2022","journal-title":"Int J Mol Sci"},{"key":"pone.0351471.ref034","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1016\/j.agee.2016.06.031","article-title":"Rhizobacterial-plant interactions: Strategies ensuring plant growth promotion under drought and salinity stress","volume":"231","author":"M Kaushal","year":"2016","journal-title":"Agriculture, Ecosystems & Environment"},{"key":"pone.0351471.ref035","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1016\/j.micres.2017.11.004","article-title":"Does plant\u2014microbe interaction confer stress tolerance in plants: a review?","volume":"207","author":"A Kumar","year":"2018","journal-title":"Microbiological Research"},{"key":"pone.0351471.ref036","doi-asserted-by":"crossref","first-page":"591911","DOI":"10.3389\/fpls.2020.591911","article-title":"Drought and salinity stress responses and microbe-induced tolerance in plants","volume":"11","author":"Y Ma","year":"2020","journal-title":"Frontiers in Plant Science"},{"key":"pone.0351471.ref037","doi-asserted-by":"crossref","unstructured":"Soni R, Prakash G, Sharma S, Sinha D, Mishra R. Role of microbes in alleviating abiotic stress in plants. Plant Sci Today. 2023. doi: 10.14719\/pst.2215","DOI":"10.14719\/pst.2215"},{"issue":"1","key":"pone.0351471.ref038","doi-asserted-by":"crossref","first-page":"69","DOI":"10.4161\/cib.1.1.6238","article-title":"Do symbiotic microbes have a role in regulating plant performance and response to stress?","volume":"1","author":"JR Barrow","year":"2008","journal-title":"Communicative & Integrative Biology"},{"key":"pone.0351471.ref039","doi-asserted-by":"crossref","first-page":"610065","DOI":"10.3389\/fpls.2020.610065","article-title":"Benefits to Plant Health and Productivity From Enhancing Plant Microbial Symbionts","volume":"11","author":"G Harman","year":"2021","journal-title":"Front Plant Sci"},{"issue":"2","key":"pone.0351471.ref040","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.chom.2019.07.009","article-title":"Plant-Microbe Interactions Facing Environmental Challenge","volume":"26","author":"YT Cheng","year":"2019","journal-title":"Cell Host Microbe"},{"key":"pone.0351471.ref041","doi-asserted-by":"crossref","first-page":"168","DOI":"10.3389\/fgene.2014.00168","article-title":"Environmental disruption of host-microbe co-adaptation as a potential driving force in evolution","volume":"5","author":"Y Soen","year":"2014","journal-title":"Front Genet"},{"issue":"2","key":"pone.0351471.ref042","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1111\/ele.14153","article-title":"Linking human impacts to community processes in terrestrial and freshwater ecosystems","volume":"26","author":"IR McFadden","year":"2023","journal-title":"Ecol Lett"},{"issue":"4","key":"pone.0351471.ref043","doi-asserted-by":"crossref","DOI":"10.1111\/ecog.05778","article-title":"Biodiversity dynamics in the Anthropocene: how human activities change equilibria of species richness","volume":"2022","author":"D Storch","year":"2021","journal-title":"Ecography"},{"issue":"2","key":"pone.0351471.ref044","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1038\/s41559-023-02280-w","article-title":"Ecological filtering shapes the impacts of agricultural deforestation on biodiversity","volume":"8","author":"F Hua","year":"2024","journal-title":"Nat Ecol Evol"},{"issue":"2","key":"pone.0351471.ref045","doi-asserted-by":"crossref","DOI":"10.1007\/s10113-021-01767-1","article-title":"The impacts of agricultural and urban land-use changes on plant and bird biodiversity in Costa Rica (1986\u20132014)","volume":"21","author":"A Montero","year":"2021","journal-title":"Reg Environ Change"},{"issue":"8","key":"pone.0351471.ref046","doi-asserted-by":"crossref","first-page":"1615","DOI":"10.1007\/s12524-022-01569-w","article-title":"Anthropogenic Land Use and Land Cover Changes\u2014A Review on Its Environmental Consequences and Climate Change","volume":"50","author":"PS Roy","year":"2022","journal-title":"J Indian Soc Remote Sens"},{"key":"pone.0351471.ref047","doi-asserted-by":"crossref","first-page":"152554","DOI":"10.1016\/j.flora.2024.152554","article-title":"Adaptive convergence and divergence underpin the diversity of Asteraceae in a semi-arid lowland region","volume":"317","author":"M Waheed","year":"2024","journal-title":"Flora"},{"key":"pone.0351471.ref048","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1155\/2022\/2743090","article-title":"Weed Types and Dynamics Associations with Catena Landscape Positions: Smallholder Farmers\u2019 Knowledge and Perception in Zimbabwe","volume":"2022","author":"J Chipomho","year":"2022","journal-title":"International Journal of Agronomy"},{"key":"pone.0351471.ref049","article-title":"Urbanization driving changes in plant species and communities \u2013 A global view","volume":"38","author":"B Ruas R de","year":"2022","journal-title":"Global Ecology and Conservation"},{"key":"pone.0351471.ref050","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1007\/978-981-19-7618-6_17","article-title":"Impacts of urbanization and climate change on habitat destruction and emergence of zoonotic species","volume-title":"Climate change and urban environment sustainability","author":"RS Dubey","year":"2023"},{"issue":"4","key":"pone.0351471.ref051","doi-asserted-by":"crossref","first-page":"1242","DOI":"10.1111\/brv.13066","article-title":"Animal migration in the Anthropocene: threats and mitigation options","volume":"99","author":"SJ Cooke","year":"2024","journal-title":"Biol Rev Camb Philos Soc"},{"key":"pone.0351471.ref052","doi-asserted-by":"crossref","DOI":"10.1017\/ext.2024.24","article-title":"Identifying species traits that predict vulnerability to climate change","volume":"2","author":"DA Fordham","year":"2024","journal-title":"Camb Prism Extinct"},{"issue":"6","key":"pone.0351471.ref053","doi-asserted-by":"crossref","first-page":"01","DOI":"10.63620\/MKJAEES.2024.1057","article-title":"The climate-biodiversity nexus reviewed: Navigating tipping points, science-based targets & nature-based solutions","volume":"3","author":"C Hald-Mortensen","year":"2024","journal-title":"J of Agri Earth & Environmental Sciences"},{"issue":"19","key":"pone.0351471.ref054","doi-asserted-by":"crossref","DOI":"10.1111\/mec.17532","article-title":"Genetic rescue often leads to higher fitness as a result of increased heterozygosity across animal taxa","volume":"33","author":"JG Clarke","year":"2024","journal-title":"Mol Ecol"},{"issue":"12","key":"pone.0351471.ref055","doi-asserted-by":"crossref","first-page":"3457","DOI":"10.1007\/s10531-021-02256-x","article-title":"Genetic and ecological consequences of recent habitat fragmentation in a narrow endemic plant species within an urban context","volume":"30","author":"N Delnevo","year":"2021","journal-title":"Biodivers Conserv"},{"key":"pone.0351471.ref056","doi-asserted-by":"crossref","unstructured":"Mehta P. The impact of climate change on the environment, water resources, and agriculture: A comprehensive review. Climate, environment and agricultural development: A sustainable approach towards society. 2024. p. 189\u2013201.","DOI":"10.1007\/978-981-97-8363-2_12"},{"key":"pone.0351471.ref057","first-page":"78","article-title":"Sustainable soil resource management for food and nutritional security under changing climate scenario","volume":"68","author":"AK Patra","year":"2023","journal-title":"Indian Journal of Agronomy"},{"key":"pone.0351471.ref058","doi-asserted-by":"crossref","unstructured":"Beery S, Cole E, Parker J, Perona P, Winner K. Species Distribution Modeling for Machine Learning Practitioners: A Review. In: ACM SIGCAS Conference on Computing and Sustainable Societies, 2021. 329\u201348. https:\/\/doi.org\/10.1145\/3460112.3471966","DOI":"10.1145\/3460112.3471966"},{"issue":"1","key":"pone.0351471.ref059","doi-asserted-by":"crossref","first-page":"677","DOI":"10.1146\/annurev.ecolsys.110308.120159","article-title":"Species distribution models: ecological explanation and prediction across space and time","volume":"40","author":"J Elith","year":"2009","journal-title":"Annual Review of Ecology, Evolution, and Systematics"},{"key":"pone.0351471.ref060","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1007\/978-981-97-3905-9_7","article-title":"Predicting future climate change effects on biotic communities: A species distribution modeling approach","volume-title":"Forests and climate change: Biological perspectives on impact, adaptation, and mitigation strategies","author":"G Kumari","year":"2024"},{"key":"pone.0351471.ref061","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1007\/978-981-99-0131-9_4","article-title":"Mapping the impact of climate change on eco-sensitive hotspots using species distribution modelling (SDM): gaps, challenges, and future perspectives","volume-title":"Ecosystem and species habitat modeling for conservation and restoration","author":"H Barewar","year":"2023"},{"issue":"9","key":"pone.0351471.ref062","doi-asserted-by":"crossref","first-page":"1428","DOI":"10.3390\/f13091428","article-title":"Predicting the Potential Suitable Distribution of Larix principis-rupprechtii Mayr under Climate Change Scenarios","volume":"13","author":"R Cheng","year":"2022","journal-title":"Forests"},{"issue":"7","key":"pone.0351471.ref063","first-page":"1034","article-title":"Range Dynamics of Striped Field Mouse (Apodemus agrarius) in Northern Eurasia under Global Climate Change Based on Ensemble Species Distribution Models","volume":"12","author":"V Petrosyan","year":"2023","journal-title":"Biology (Basel)"},{"key":"pone.0351471.ref064","doi-asserted-by":"crossref","first-page":"106534","DOI":"10.1016\/j.ecoleng.2021.106534","article-title":"Ensemble modelling enables identification of suitable sites for habitat restoration of threatened biodiversity under climate change: A case study of Himalayan Trillium","volume":"176","author":"ZA Rather","year":"2022","journal-title":"Ecological Engineering"},{"issue":"1","key":"pone.0351471.ref065","doi-asserted-by":"crossref","DOI":"10.1002\/ecm.1486","article-title":"Predictive performance of presence\u2010only species distribution models: a benchmark study with reproducible code","volume":"92","author":"R Valavi","year":"2021","journal-title":"Ecological Monographs"},{"issue":"5","key":"pone.0351471.ref066","doi-asserted-by":"crossref","first-page":"1499","DOI":"10.1007\/s10342-024-01706-9","article-title":"Predicting the impacts of climate change on the geographic distribution of moso bamboo in China based on biomod2 model","volume":"143","author":"R Gu","year":"2024","journal-title":"Eur J Forest Res"},{"issue":"7","key":"pone.0351471.ref067","first-page":"538","article-title":"Analysis of the Distribution Pattern of Phenacoccus manihoti in China under Climate Change Based on the Biomod2 Model","volume":"13","author":"Y Huang","year":"2024","journal-title":"Biology (Basel)"},{"key":"pone.0351471.ref068","doi-asserted-by":"crossref","DOI":"10.1017\/9781139028271","volume-title":"Habitat suitability and distribution models: with applications in R","author":"A Guisan","year":"2017"},{"key":"pone.0351471.ref069","first-page":"282","article-title":"Modeling and managing invasive weeds in a changing climate","volume-title":"Invasive species and global climate change","author":"AS Westbrook","year":"2022"},{"issue":"6","key":"pone.0351471.ref070","doi-asserted-by":"crossref","first-page":"774","DOI":"10.1111\/ecog.02671","article-title":"ecospat: an R package to support spatial analyses and modeling of species niches and distributions","volume":"40","author":"V Di Cola","year":"2017","journal-title":"Ecography"},{"key":"pone.0351471.ref071","unstructured":"Zhang Y, Wang C, Shi X, Wan Y, Qin S, Ma F. Assessing the potential distribution and ecological niche dynamics of invasive African giant snails (Lissachatina fulica) using a structural portfolio approach."},{"issue":"5","key":"pone.0351471.ref072","doi-asserted-by":"crossref","first-page":"1231","DOI":"10.1007\/s11274-010-0572-7","article-title":"Role of microorganisms in adaptation of agriculture crops to abiotic stresses","volume":"27","author":"M Grover","year":"2010","journal-title":"World J Microbiol Biotechnol"},{"key":"pone.0351471.ref073","doi-asserted-by":"crossref","first-page":"1617","DOI":"10.3389\/fpls.2017.01617","article-title":"The Role of Soil Microorganisms in Plant Mineral Nutrition-Current Knowledge and Future Directions","volume":"8","author":"R Jacoby","year":"2017","journal-title":"Front Plant Sci"},{"issue":"35","key":"pone.0351471.ref074","doi-asserted-by":"crossref","first-page":"14058","DOI":"10.1073\/pnas.1202319109","article-title":"Rapid responses of soil microorganisms improve plant fitness in novel environments","volume":"109","author":"JA Lau","year":"2012","journal-title":"Proc Natl Acad Sci U S A"},{"issue":"5","key":"pone.0351471.ref075","doi-asserted-by":"crossref","first-page":"2864","DOI":"10.1111\/jam.15686","article-title":"The rhizosphere microbiome: Plant-microbial interactions for resource acquisition","volume":"133","author":"HA Pantigoso","year":"2022","journal-title":"J Appl Microbiol"},{"issue":"1","key":"pone.0351471.ref076","article-title":"Inferring microbiota functions from taxonomic genes: a review","volume":"11","author":"C Djemiel","year":"2022","journal-title":"Gigascience"},{"issue":"1","key":"pone.0351471.ref077","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1186\/s40793-020-00358-7","article-title":"Tax4Fun2: prediction of habitat-specific functional profiles and functional redundancy based on 16S rRNA gene sequences","volume":"15","author":"F Wemheuer","year":"2020","journal-title":"Environ Microbiome"},{"issue":"17","key":"pone.0351471.ref078","doi-asserted-by":"crossref","first-page":"2882","DOI":"10.1093\/bioinformatics\/btv287","article-title":"Tax4Fun: predicting functional profiles from metagenomic 16S rRNA data","volume":"31","author":"KP A\u00dfhauer","year":"2015","journal-title":"Bioinformatics"},{"key":"pone.0351471.ref079","unstructured":"GBIF.org. GBIF Occurrence Download. 2024. doi: 10.15468\/dl.njqneb"},{"issue":"1","key":"pone.0351471.ref080","doi-asserted-by":"crossref","first-page":"28","DOI":"10.21608\/sjdfs.2024.262623.1157","article-title":"Modelling current and future distribution of some invasive weeds at local and global scales under climatic change","volume":"14","author":"AA Khedr","year":"2024","journal-title":"Scientific Journal for Damietta Faculty of Science"},{"issue":"12","key":"pone.0351471.ref081","doi-asserted-by":"crossref","first-page":"4302","DOI":"10.1002\/joc.5086","article-title":"WorldClim 2: new 1\u2010km spatial resolution climate surfaces for global land areas","volume":"37","author":"SE Fick","year":"2017","journal-title":"Intl Journal of Climatology"},{"key":"pone.0351471.ref082","volume-title":"Last of the wild project, version 2: Global human footprint dataset (Geographic)","author":"Wildlife Conservation Society-WCS, Center For International Earth Science Information Network-CIESIN-Columbia University","year":"2005"},{"key":"pone.0351471.ref083","unstructured":"Huete A, Justice C, Van Leeuwen W. MODIS vegetation index (MOD13). 1999."},{"issue":"4","key":"pone.0351471.ref084","doi-asserted-by":"crossref","first-page":"1573","DOI":"10.5194\/gmd-12-1573-2019","article-title":"The Beijing Climate Center Climate System Model (BCC-CSM): the main progress from CMIP5 to CMIP6","volume":"12","author":"T Wu","year":"2019","journal-title":"Geosci Model Dev"},{"issue":"5","key":"pone.0351471.ref085","first-page":"533","article-title":"Introduction of BCC models and its participation in CMIP6","volume":"15","author":"X Xiao-Ge","year":"2019","journal-title":"Advances in Climate Change Research"},{"issue":"11","key":"pone.0351471.ref086","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0187906","article-title":"The interplay of various sources of noise on reliability of species distribution models hinges on ecological specialisation","volume":"12","author":"A Soultan","year":"2017","journal-title":"PLoS One"},{"issue":"3","key":"pone.0351471.ref087","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1111\/j.1366-9516.2006.00241.x","article-title":"Accuracy of resource selection functions across spatial scales","volume":"12","author":"CB Meyer","year":"2006","journal-title":"Diversity and Distributions"},{"issue":"18","key":"pone.0351471.ref088","doi-asserted-by":"crossref","first-page":"10365","DOI":"10.1002\/ece3.5555","article-title":"Collinearity in ecological niche modeling: Confusions and challenges","volume":"9","author":"X Feng","year":"2019","journal-title":"Ecol Evol"},{"key":"pone.0351471.ref089","doi-asserted-by":"crossref","first-page":"110893","DOI":"10.1016\/j.ecolmodel.2024.110893","article-title":"Analyses of the variable selection using correlation methods: An approach to the importance of statistical inferences in the modelling process","volume":"498","author":"M D\u00edaz-Vallejo","year":"2024","journal-title":"Ecological Modelling"},{"key":"pone.0351471.ref090","unstructured":"Menchions E, Francis I, Knoblauch V, Weinhagen C. Can species distribution modelling improve the climate threat assessment of at-risk mosses in Canada?. 2021."},{"issue":"4","key":"pone.0351471.ref091","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1111\/ecog.04890","article-title":"Testing whether ensemble modelling is advantageous for maximising predictive performance of species distribution models","volume":"43","author":"T Hao","year":"2020","journal-title":"Ecography"},{"key":"pone.0351471.ref092","article-title":"Estimation of climate-induced increased risk of Centaurea solstitialis L. invasion in China: An integrated study based on biomod2","volume":"11","author":"T Jia","year":"2023","journal-title":"Front Ecol Evol"},{"issue":"1","key":"pone.0351471.ref093","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1186\/s12870-025-06370-8","article-title":"Predicting suitable habitats of parasitic desert species based on Biomod2 ensemble model: Cynomorium songaricum rupr and its host plants as an example","volume":"25","author":"L Yang","year":"2025","journal-title":"BMC Plant Biol"},{"issue":"4","key":"pone.0351471.ref094","doi-asserted-by":"crossref","DOI":"10.1111\/oik.08505","article-title":"Shifts in climatic realised niches of Iberian species","volume":"2022","author":"N Sillero","year":"2022","journal-title":"Oikos"},{"issue":"04","key":"pone.0351471.ref095","doi-asserted-by":"crossref","first-page":"281","DOI":"10.4236\/abc.2014.44034","article-title":"Strategies for the Extraction, Purification and Amplification of Metagenomic DNA from Soil Growing Sugarcane","volume":"04","author":"LR Guti\u00e9rrez-Lucas","year":"2014","journal-title":"ABC"},{"issue":"4","key":"pone.0351471.ref096","doi-asserted-by":"crossref","first-page":"597","DOI":"10.1007\/s12223-021-00866-0","article-title":"Effects of DNA preservation solution and DNA extraction methods on microbial community profiling of soil","volume":"66","author":"P Iturbe-Espinoza","year":"2021","journal-title":"Folia Microbiol (Praha)"},{"issue":"2","key":"pone.0351471.ref097","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1139\/w98-221","article-title":"Characterization of metal-resistant soil eubacteria by polymerase chain reaction--denaturing gradient gel electrophoresis with isolation of resistant strains","volume":"45","author":"S Macnaughton","year":"1999","journal-title":"Can J Microbiol"},{"issue":"1","key":"pone.0351471.ref098","first-page":"1","article-title":"\u0130klim de\u011fi\u015fikli\u011fine ba\u011fl\u0131 olarak Xanthium strumarium L.\u2019un T\u00fcrkiye\u2019de gelecekte da\u011f\u0131l\u0131m alanlar\u0131n\u0131n belirlenmesi","volume":"23","author":"M Keke\u00e7","year":"2020","journal-title":"Turkish Journal of Weed Science"},{"issue":"1","key":"pone.0351471.ref099","doi-asserted-by":"crossref","first-page":"17","DOI":"10.15666\/aeer\/1501_017032","article-title":"Predicting the suitable habitat of the invasive Xanthium strumarium L. in southeastern Zimbabwe","volume":"15","author":"C Chikuruwo","year":"2017","journal-title":"Applied Ecology and Environmental Research"},{"issue":"12","key":"pone.0351471.ref100","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0167128","article-title":"Comparing Selections of Environmental Variables for Ecological Studies: A Focus on Terrain Attributes","volume":"11","author":"V Lecours","year":"2016","journal-title":"PLoS One"},{"issue":"5","key":"pone.0351471.ref101","first-page":"748","article-title":"Nitrogen Acquisition by Invasive Plants: Species Preferential N Uptake Matching with Soil N Dynamics Contribute to Its Fitness and Domination","volume":"14","author":"X Chang","year":"2025","journal-title":"Plants (Basel)"},{"key":"pone.0351471.ref102","doi-asserted-by":"crossref","first-page":"148944","DOI":"10.1016\/j.scitotenv.2021.148944","article-title":"Diversity and composition of soil Acidobacteria and Proteobacteria communities as a bacterial indicator of past land-use change from forest to farmland","volume":"797","author":"H-S Kim","year":"2021","journal-title":"Sci Total Environ"},{"issue":"1","key":"pone.0351471.ref103","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1186\/s12870-024-05134-0","article-title":"The rhizosphere microbiome and its influence on the accumulation of metabolites in Bletilla striata (Thunb.) Reichb. f","volume":"24","author":"S Li","year":"2024","journal-title":"BMC Plant Biol"},{"issue":"1","key":"pone.0351471.ref104","first-page":"1","article-title":"Plant species and soil type cooperatively shape the structure and function of microbial communities in the rhizosphere","volume":"68","author":"G Be rg","year":"2009","journal-title":"FEMS Microbiol Ecol"},{"key":"pone.0351471.ref105","article-title":"Compositional and functional profiling of the rhizosphere microbiomes of the invasive weed Ageratina adenophora and native plants","volume":"9","author":"Y Xia","year":"2021","journal-title":"PeerJ"},{"issue":"1","key":"pone.0351471.ref106","doi-asserted-by":"crossref","first-page":"364","DOI":"10.1038\/s42003-025-07795-5","article-title":"Metabolite-driven mechanisms reveal chemical ecology of Lehmann Lovegrass (Eragrostis lehmanniana) invasion in North American semi-arid ecosystems","volume":"8","author":"B Yang","year":"2025","journal-title":"Commun Biol"},{"issue":"3","key":"pone.0351471.ref107","doi-asserted-by":"crossref","DOI":"10.1002\/agg2.70169","article-title":"Microbial diversity and function in the rhizosphere microbiome: Driving forces and monitoring approaches","volume":"8","author":"CF Chukwuneme","year":"2025","journal-title":"Agrosystems Geosci & Env"},{"issue":"2","key":"pone.0351471.ref108","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1111\/j.1365-2486.2009.02014.x","article-title":"Adapt or disperse: understanding species persistence in a changing world","volume":"16","author":"MP Be Rg","year":"2010","journal-title":"Global Change Biology"},{"key":"pone.0351471.ref109","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.ppees.2007.09.004","article-title":"Predicting global change impacts on plant species\u2019 distributions: future challenges","volume":"9","author":"W Thuiller","year":"2008","journal-title":"Perspectives in Plant Ecology, Evolution and Systematics"}],"container-title":["PLOS One"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0351471","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,21]],"date-time":"2026-08-21T17:24:47Z","timestamp":1787333087000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0351471"}},"subtitle":[],"editor":[{"given":"Fei","family":"Xu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2026,8,21]]},"references-count":109,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2026,8,21]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0351471","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8,21]]}}}