Integrated Molecular and AI-Based Diagnostics for Banana Diseases: Development, Optimization, and Field Deployment of LAMP and Computer Vision Technologies

This study presents an integrated diagnostic framework for Sub-Saharan Africa that combines a rapid, low-cost LAMP assay for molecular detection of Banana bunchy top virus with a deep learning-based computer vision model deployed via mobile app for field-level phenotypic screening, collectively addressing the limitations of current diagnostic infrastructure to safeguard banana production.

Ouedraogo, R. S., McCloskey, P., Mwaipopo, B. + 5 more2026-02-19📄 plant biology

Transformers Outperform ConvNets for Root Segmentation: A Systematic Comparison Across Nine Datasets

This study systematically compares Transformer and ConvNet architectures across nine root segmentation datasets, revealing that Transformer-based models, particularly when pre-trained, significantly outperform ConvNets in accuracy and domain transfer, although dataset choice ultimately explains far more performance variance than model architecture.

Smith, A. G., Lamprinidis, S., Seethepalli, A. + 6 more2026-02-19📄 plant biology

Evolution of moss leaf-like organs through variations in deeply conserved developmental principles

This study reveals that while auxin orchestrates the convergent evolution of moss phyllids and vascular plant leaves by spatially inhibiting cell division and promoting elongation, the underlying transport mechanisms have diverged, with moss PIN transporters regulating intracellular auxin levels rather than facilitating polar transport.

Lin, W., Collet, L., Mancini, L. + 8 more2026-02-19📄 plant biology

A deep-time landscape of plant cis-regulatory sequence evolution

By applying the Conservatory algorithm to 284 plant species, researchers mapped approximately 2.3 million conserved non-coding sequences across 300 million years of evolution, revealing that ancient cis-regulatory elements are crucial for developmental regulation and follow specific principles of retention, loss, and reorganization during genomic rearrangements.

Amundson, K. R., Hendelman, A., Ciren, D. + 8 more2026-02-18📄 plant biology

A visualization framework for cell division activity and orientation in pre-anthesis ovaries of Prunus species

This study establishes an integrated framework combining optimized EdU labeling, electron microscopy, and machine learning to visualize cell division activity and orientation in pre-anthesis ovaries of three *Prunus* species, revealing broad division distribution but region-specific orientation patterns that drive fruit morphogenesis.

Shimbo, A., Nishiyama, S., Katsuno, T. + 4 more2026-02-18📄 plant biology

Resistance Breaking in Root-knot Nematodes Carries a Fitness Cost Associated with Defective Feeding Site Development

This study demonstrates that the emergence of resistance-breaking root-knot nematodes capable of overcoming the Mi-1 gene in tomato incurs a significant fitness cost on susceptible hosts, characterized by impaired feeding site development, reduced egg production, and a diminished ability to suppress plant defense responses.

Coomer-Blundell, A., Shigekane-Kraft, E., Janakowski, S. + 6 more2026-02-18📄 plant biology

Direct effector recognition by a tandem kinase triggers non-canonical immunity in wheat

This study identifies the wheat resistance gene Lr41 as a tandem kinase that directly recognizes the large, divergent rust effector AvrLr41 via its pseudokinase domain to trigger immunity through a non-canonical pathway involving either minimal coiled-coil or full-length NLR helper proteins, thereby expanding the known functional repertoire of plant disease resistance mechanisms.

Lemmer, C., Annan, E. N., Schwessinger, B. + 15 more2026-02-18📄 plant biology

MGIDI selection and machine learning reveal harvest index driving traits in sodium azide-induced rice mutants with SSR-based genetic diversity

This study demonstrates that integrating MGIDI selection with machine learning analysis of sodium azide-induced rice mutants reveals grain and straw yield as key drivers of harvest index, successfully identifying elite genotypes with high genetic diversity for accelerated rice breeding.

Al Mamun, S. M. A., Rezve, M., Sorker, M. B. A. + 5 more2026-02-18📄 plant biology

Melatonin alleviates acid-induced stress and improves peanut (Arachis hypogaea L.) growth in a dose-dependent manner

This study demonstrates that exogenous melatonin application, particularly at 50–100 µM, significantly alleviates acid-induced stress and enhances peanut growth, photosynthesis, and antioxidant defense in a dose-dependent manner by regulating redox homeostasis and upregulating proton pump genes, with these protective effects validated in both controlled hydroponic and natural acidic soil environments.

Khan, M. H. U., Fu, R., Muhammad, A. + 4 more2026-02-17📄 plant biology