Evidence map›Paper›PMID 41833552›Full record

ArticlePest management science2026

Climate change-driven expansion of goosegrass highlights risks to global food production.

Thiago Deomar Ludwig, Ednaldo Alexandre Borgato, Luis Antonio de Avila, Laura Montipó Roncaglia, Maria Imaculada Zucchi

Abstract read
In one paragraph

Article in Pest management science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Thiago Deomar LudwigDepartamento de Genética, Escola Superior de Agricultura 'Luiz de Queiroz', Universidade de São Paulo (ESALQ/USP), Piracicaba, Brazil.ORCID https://orcid.org/0009-0000-6356-5621
Ednaldo Alexandre BorgatoWest Florida Research and Education Center (WFREC) - Institute of Food and Agricultural Sciences (UF/IFAS), University of Florida, Jay, FL, USA.
Luis Antonio de AvilaDepartment of Plant and Soil Sciences, Mississippi State University, Starkville, MS, USA.
Laura Montipó RoncagliaInstituto de Biologia, Universidade Estadual de Campinas (UNICAMP), Campinas, Brazil.
Maria Imaculada ZucchiDepartamento de Genética, Escola Superior de Agricultura 'Luiz de Queiroz', Universidade de São Paulo (ESALQ/USP), Piracicaba, Brazil.

Funding

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
6 · The paper itself

Abstract

backgroundClimate change and the spread of herbicide-resistant weeds pose increasing risks to global food security. Eleusine indica (goosegrass) is a globally invasive species characterized by broad geographic distribution, high ecological plasticity, and multiple resistance mechanisms. This study evaluated the current and future climatic suitability of E. indica at a global scale under climate change scenarios.

resultsEnsemble ecological niche models calibrated with georeferenced occurrence records and climatic predictors showed excellent performance (area under the receiver operating characteristic curve (AUC) = 0.999; true skill statistic (TSS)/kappa = 0.980), with low omission rates and high spatial agreement among algorithms (Bioclim, Random Forest, Support Vector Machines, and Maxent). Current projections indicate widespread suitability across tropical and subtropical regions, particularly in South America, Africa, and Southeast Asia. Future projections under SSP245 and SSP585 for 2050 and 2090 suggest a gradual expansion toward higher latitudes, with increased suitability in temperate regions such as the US Corn Belt, the Mediterranean Basin, and East Asia, especially under SSP585 by 2090. Overlap analyses identified substantial vulnerability in major soybean-producing regions, including Brazil, Argentina, the United States, and Southeast Asia.

conclusionClimate change is expected to facilitate the poleward expansion of E. indica, increasing invasion risk in key agricultural regions while maintaining broad climatic stability across its current range. These findings emphasize the need for early detection, continuous monitoring, and integrated weed management strategies to mitigate long-term agronomic and food security risks posed by this globally invasive species. © 2026 The Author(s). Pest Management Science published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.

Indexed as

Climate ChangeIntroduced SpeciesPoaceaePlant Weedsecological niche modelingEleusine indicaglobal food securityintegrated weed managementrange expansionweed

Identifiers

PMID41833552
PMCPMC13240699

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.