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  • Open Access

    ARTICLE

    Federated Multi-Label Feature Selection via Dual-Layer Hybrid Breeding Cooperative Particle Swarm Optimization with Manifold and Sparsity Regularization

    Songsong Zhang1, Huazhong Jin1,2,*, Zhiwei Ye1,2, Jia Yang1,2, Jixin Zhang1,2, Dongfang Wu1,2, Xiao Zheng1,2, Dingfeng Song1

    CMC-Computers, Materials & Continua, Vol.86, No.1, pp. 1-19, 2026, DOI:10.32604/cmc.2025.068044 - 10 November 2025

    Abstract Multi-label feature selection (MFS) is a crucial dimensionality reduction technique aimed at identifying informative features associated with multiple labels. However, traditional centralized methods face significant challenges in privacy-sensitive and distributed settings, often neglecting label dependencies and suffering from low computational efficiency. To address these issues, we introduce a novel framework, Fed-MFSDHBCPSO—federated MFS via dual-layer hybrid breeding cooperative particle swarm optimization algorithm with manifold and sparsity regularization (DHBCPSO-MSR). Leveraging the federated learning paradigm, Fed-MFSDHBCPSO allows clients to perform local feature selection (FS) using DHBCPSO-MSR. Locally selected feature subsets are encrypted with differential privacy (DP) and transmitted… More >

  • Open Access

    REVIEW

    Advances in Grapevine Breeding: Integrating Traditional Selection, Genomic Tools, and Gene Editing Technologies

    Sandra Pérez-Álvarez1,*, Eduardo Fidel Héctor-Ardisana2, Eduardo Sandoval Castro3, Erick H. Ochoa-Chaparro4, Luisa Patricia Uranga-Valencia1

    Phyton-International Journal of Experimental Botany, Vol.94, No.12, pp. 3749-3803, 2025, DOI:10.32604/phyton.2025.072135 - 29 December 2025

    Abstract Grape (Vitis vinifera L.) cultivation has progressed from early domestication and clonal propagation to modern, data-driven breeding that is reshaping viticulture and wine quality. Yet climatic and biotic constraints still impose heavy losses—downy mildew can reduce yields by ≈75% in humid regions and gray mold by 20–50%—sustaining the need for resistant cultivars. Producer selection, interspecific crossing, and formal improvement programs have generated ~10,000 varieties, although only a few dozen dominate global acreage. Conventional breeding has delivered fungus-resistant “PIWI” cultivars that retain ≥85% of the V. vinifera genome; in Austria, national PIWI varieties are gaining acceptance for combined… More >

  • Open Access

    REVIEW

    Beyond Photomorphogenesis: Multifaceted Roles of BBX Transcription Factors in Plant Stress Responses and Breeding Perspectives

    Qinfu Sun, Junqiang Xing, Wanyu Zhang, Chen Lin*

    Phyton-International Journal of Experimental Botany, Vol.94, No.11, pp. 3349-3370, 2025, DOI:10.32604/phyton.2025.071525 - 01 December 2025

    Abstract Extensive transcriptomic reprogramming is triggered by biotic and abiotic stresses in plants, with coordinated regulation mediated through multiple transcription factor families, such as WRKY, MYB, NAC, and BBX proteins. Among these, B-box (BBX) proteins represent a distinct class of zinc finger transcription factors characterized by the presence of conserved B-box domains. They serve as central regulators in plant photomorphogenesis and developmental processes. Accumulating genetic and biochemical evidence demonstrates that BBX family members orchestrate plant responses to biotic and abiotic stresses through multifaceted molecular mechanisms, including the regulation of reactive oxygen species (ROS) homeostasis, enhancement of… More >

  • Open Access

    ARTICLE

    Genetic Diversity of Tuberose (Polianthes tuberosa L.) Germplasm through Molecular Approaches to Obtain Desirable Plant Materials for Future Breeding Programs

    Vardhelli Soukya1, Soumen Maitra1,*, Nandita Sahana2, Saikat Das3, Rupsanatan Mandal3, Arpita Mandal Khan1, Arindam Das4, Ashok Choudhury5, Prodyut Kumar Paul6, Ahmed Gaber7, Mohammed M. Althaqafi8, Akbar Hossain9,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.11, pp. 3493-3508, 2025, DOI:10.32604/phyton.2025.071450 - 01 December 2025

    Abstract The present study investigated the genetic diversity of 24 germplasms of Polianthes tuberosa L. via 16 inter simple sequence repeat (ISSR) marker techniques. The research findings revealed that the ISSR markers presented higher levels of band reproducibility and were more efficient at clustering germplasms. Among the 16 markers examined in this study, 12 had a complete polymorphism rate of 100%. The molecular analysis revealed a PIC ranging from 0.079 to 0.373, with a mean value of 0.30, whereas the range of the marker index was from 0.0001 to 0.409, with an average value of 0.03, and More >

  • Open Access

    ARTICLE

    Leaf Morphological Variation and Heterosis on Hybrid Progenies of Populus ussuriensis and P. simonii × P. nigra

    Heng Zhang1,#, Meng Wang1,#, Dong Zeng1,2, Yunbo Xu1, Dongyuan Guo1, Xuanchen Liu1,3, Zhanqi Ren4, Jinzi Zhang1, Yuhang Liu1, Qiuyu Wang1, Shuo Yu1, Guanzheng Qu1,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.10, pp. 3205-3216, 2025, DOI:10.32604/phyton.2025.069994 - 29 October 2025

    Abstract Hybridization remains an important method for breeding new poplar varieties. It results in significant variation in leaf phenotype among parents and offspring, and among offspring themselves. This study aimed to investigate whether leaf shape variations were similar in offspring produced from reciprocal crosses. Specifically, two hybrid combinations were produced: the direct cross with Populus ussuriensis as the maternal parent and P. simonii × P. nigra as the paternal parent (HY53), and the reciprocal cross with P. simonii × P. nigra as the maternal parent and P. ussuriensis as the paternal parent (HY268). Using 3-month-old rooted cuttings from 40 clones (36 F1 hybrids… More >

  • Open Access

    ARTICLE

    Sunflower (Helianthus annuus L.) Hybrids: Strategic Crossbreeding Techniques to Efficiently Enhance Yield and Oil Quality

    Fida Hussain1,*, Farooq Khan2, Javed Ahmad1, Heqiang Huo3, Tao Jiang3, Iqrar Rana4, Sajida Habib5, Muhammad Umer Farooq1,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.10, pp. 3231-3249, 2025, DOI:10.32604/phyton.2025.069654 - 29 October 2025

    Abstract The analysis of combining ability and heterosis is very important in enhancing the yield and oil quality of sunflowers under adverse conditions, and it reveals the potential of the parents and the mechanism of gene action. In this study, twenty-one hybrids were developed by crossing seven cytoplasmic male sterile (CMS) lines with three restorer lines and evaluated for agronomic and quality traits. Highly significant general combining ability (GCA) and specific combining ability (SCA) effects were observed, confirming the role of both additive and non-additive gene actions. Among the tested crosses, A-42 × R-86, A-92 ×… More >

  • Open Access

    REVIEW

    Viticulture: History, Breeding Systems and Recent Developments

    José Luis Rodríguez-Lorenzo1, Bohuslav Janoušek1, Emilio Cervantes2,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.9, pp. 2649-2667, 2025, DOI:10.32604/phyton.2025.068936 - 30 September 2025

    Abstract Grapevine is unique among crops because its domestication resulted not only in new morphological characteristics, but also in altered reproductive mechanisms. Viticulture involves a change from a dioecious to a hermaphroditic mating system, which makes the reproductive system more efficient. In consequence and the fact that it is one of the oldest and most economically important cultivated plants, Vitis vinifera could be defined as an over-domesticated species. Here we review some key aspects in viticulture. The main areas of interest have remained consistent throughout history, including the origin and characterisation of cultivars, resistance to environmental conditions,… More >

  • Open Access

    REVIEW

    Combining Traditional Breeding with Molecular Techniques: An Integrative Approach

    Md. Nahid Hasan, Tasmina Islam Simi, Sk Shoaibur Rahaman, Md. Abdur Rahim*

    Phyton-International Journal of Experimental Botany, Vol.94, No.8, pp. 2313-2346, 2025, DOI:10.32604/phyton.2025.067633 - 29 August 2025

    Abstract Molecular tools have drawn the attention of modern plant breeders for its great precision and superiority. As the global population is increasing gradually, food production should be enhanced to feed the growing population. Therefore, precise and fast breeding tools are becoming obvious. Moreover, climate change has become a critical issue in crop improvement. Advanced breeding methods are vital to combat the impact of climate change, including biotic and abiotic stresses. Major molecular techniques, such as ‘CRISPR-Cas’ mediated ‘genome editing’, ‘marker-assisted selection (MAS)’, ‘whole genome sequencing’, ‘RNAi’, transgenic approach, ‘high-throughput phenotyping (HTP)’, mutation breeding, have been More >

  • Open Access

    ARTICLE

    Participatory Rice Breeding in Rainfed Land to Sustainable Agriculture

    Vina Eka Aristya1, Sri Minarsih1, Kristamtini1, I Gusti Komang Dana Arsana1, Samijan1, Setyorini Widyayanti1, Sodiq Jauhari1, Arif Susila1, Ni Wayan Trisnawati1, I Ketut Mahaputra1, I Nyoman Suyasa1, Opik Mahendra2, Supriyanta3, Gilang Wirakusuma3, Taufan Alam3, Taryono3,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.7, pp. 2055-2073, 2025, DOI:10.32604/phyton.2025.065227 - 31 July 2025

    Abstract Rice, as a primary commodity, needs to be increased in production while facing the sustainability challenges of limited land, water resources, and climate change. The demand for rice productivity was not enough to rely only on the fertile fields’ ability; it is necessary to consider the rainfed land potential. Cultivation in rainfed land involves biophysical pressure, low production, and limited access to superior varieties. Participatory rice breeding aimed to identify farmers’ trait preferences and develop acceptable lines. A bottom-up approach involved 203 farmers from four rainfed fields in Indonesia, i.e., Semarang-Central Java, Kulon Progo-Yogyakarta, Tabanan-Bali,… More >

  • Open Access

    REVIEW

    Application and Prospects of CRISPR/Cas Gene Editing Technology in Major Crop Molecular Breeding and Improving

    Dao Yao1,#, Junming Zhou1,#, Yashuo Wang1, Yuxin Li1, Wenge Cheng2, Xiaoyu Lu2,*, Huijing Liu1,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.6, pp. 1669-1694, 2025, DOI:10.32604/phyton.2025.064344 - 27 June 2025

    Abstract Clustered regularly interspaced short palindromic repeat sequences (CRISPR) and their accompanying proteins (Cas), commonly presenting in bacteria and archaea, make up the CRISPR/Cas system. As one of the fundamental sources of nutrition for humans, edible crops play a crucial role in ensuring global food security. CRISPR/Cas9 gene editing has been applied to improve many crop traits, such as increasing nitrogen utilization efficiency, creating male sterile germplasm, and regulating tiller and spikelet formation. This paper provides a comprehensive overview of the use of CRISPR/Cas gene editing technology in crop genomes, covering the targeted genes, the types More >

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