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Background: Climate change is anticipated to significantly impact the biogeographic distribution of snakes, leading to notable shifts in their habitats toward anthropogenic landscapes. This may potentially increase the incidence of Big Four species (Bungarus caeruleus, Daboia russelii, Echis carinatus, and Naja naja) envenomation, a notable human-health risk that has not yet been assessed in India being the most affected country in South Asia. Therefore, this study integrates species distributions with socioeconomic and healthcare data to prioritize areas for targeted interventions to mitigate the envenomation risks effectively in India.
Methodology/principal Findings: The present study employed ensemble species distribution models (SDMs) to analyze the geographical distribution of the Big Four species under current climatic conditions and projected these models to estimate potential species distributions up to 2080. Furthermore, by incorporating various future climatic scenarios, the study assessed the potential loss and gain of suitable habitats along with their overlap with cropland and built-up areas. Further, integrating SDMs with socioeconomic scenarios and present health infrastructure, the study developed a risk index to estimate the current and upcoming vulnerable districts and states in next five decades. The results indicate significant losses in potentially suitable habitats for the Big Four species under future climatic scenarios. However, the risk index identified several southern Indian states and districts, such as Karnataka (Chikkaballapura, Haveri, and Chitradurga etc.) and Gujarat (Devbhumi Dwarka and Jamnagar etc.), as having high vulnerability to snakebite. Additionally, under climate change scenarios, many northern and northeastern states and districts, including Assam (Nagaon, Morigaon, and Golaghat etc.), Manipur (Tengnoupal), and Rajasthan (Pratapgarh), have experienced an increased risk of snakebite, presenting a significant public health concern in these regions.
Conclusion/significance: The integrated risk index indicates that the southwestern region urgently needs priority attention to combat fatalities from envenomation by the Big Four species, while also highlighting the future needs of the northern and northeastern region to aid public health efforts. To mitigate these impacts, local governments and international communities must intensify efforts to counter climate change and protect vulnerable regions from Big Four envenomation.
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http://dx.doi.org/10.1371/journal.pntd.0013464 | DOI Listing |
Brief Bioinform
September 2025
Beijing Institute of Mathematical Sciences and Applications (BIMSA), Beijing 101408, P. R. China.
With the rapid development of genomic sequencing technologies, there is an increasing demand for efficient and accurate sequence analysis methods. However, existing methods face challenges in handling long, variable-length sequences and large-scale datasets. To address these issues, we propose a novel encoding method-Energy Entropy Vector (EEV).
View Article and Find Full Text PDFChem Sci
August 2025
School of Chemistry and Chemical Engineering, Guizhou University Guiyang 550025 Guizhou China
Efficiently activating inert C-H bonds while maintaining control over the selective pathways of complex chemical reactions involving high-energy species remains a highly challenging and as-yet unattained objective. Herein, we propose a novel concept called 'dynamic local free radical confinement-mediated mechanism' to efficiently achieve synergetic selective oxidation of toluene and hydrogen generation for the first time a CdS-CdInS semi-coherent heterojunction (CCS) under two-phase conditions. Surprisingly, the optimized CCS-2 exhibited amazing catalytic efficiency and long-term stability in gram-scale experiments and automatically separated the catalyst from the product.
View Article and Find Full Text PDFPlant Cell Physiol
September 2025
Agricultural Big-Data Research Center and College of Plant Protection, Shandong Agricultural University, Tai'an, 271018, China.
High-throughput sequencing has generated extensive omics data for Nicotiana species, a key model genus in the Solanaceae family. However, fragmented data and limited cross-species integration in current databases hinder the identification of disease-resistant genes and germplasm innovation. To address these challenges, we developed Nicotiana Multi-Dimensional Omics Database (http://biodb.
View Article and Find Full Text PDFPLoS Negl Trop Dis
September 2025
Ocean and Fisheries Development International Cooperation Institute, College of Fisheries Science, Pukyong National University, Busan, Republic of Korea.
Background: Climate change is anticipated to significantly impact the biogeographic distribution of snakes, leading to notable shifts in their habitats toward anthropogenic landscapes. This may potentially increase the incidence of Big Four species (Bungarus caeruleus, Daboia russelii, Echis carinatus, and Naja naja) envenomation, a notable human-health risk that has not yet been assessed in India being the most affected country in South Asia. Therefore, this study integrates species distributions with socioeconomic and healthcare data to prioritize areas for targeted interventions to mitigate the envenomation risks effectively in India.
View Article and Find Full Text PDFPlants (Basel)
August 2025
College of Forestry, Southwest Forestry University, Kunming 650233, China.
The stand structure of ancient tea tree () communities is critical for maintaining their structural and functional stability. Therefore, this study employed backpack laser scanning (BLS) technology to extract individual tree parameters (diameter at breast height, tree height, relative coordinates, etc.) in seven sample plots (25 m × 25 m each) to analyze their spatial and non-spatial structure characteristics.
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