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Prediction of the Potential Habitat Suitability of Luopanshan Pigs in Chongqing Based on the Optimized MaxEnt Model
Scientia Agricultura Sinica 2026, 59(1): 205-219
Published: 01 January 2026
Abstract PDF (3.2 MB) Collect
Downloads:3
【Background】

The Luopanshan pig, a rare indigenous breed native to Chongqing, is recognized as a key genetic resource at both national and regional levels. However, due to factors such as changes in breeding structures and outbreaks of African swine fever, its population has declined sharply, leading to a significant loss of genetic diversity. Urgent conservation measures are required to prevent its extinction. While in situ conservation remains the primary strategy, establishing ex situ conservation farms serves as a crucial supplementary approach to mitigate risks associated with habitat degradation and disease outbreaks.

【Objective】

In accordance with the Measures for the Administration of Conservation Farms, Protected Areas, and Gene Banks for Livestock and Poultry Genetic Resources issued by the Ministry of Agriculture and Rural Affairs, ex-situ conservation farms should be established in locations where the natural ecological conditions closely match those of the breed’s original habitat. To facilitate the formulation of evidence-based strategies for the ex-situ conservation of the Luopanshan pig, this study aimed to identify potential areas within Chongqing Municipality that were environmentally suitable for its survival and reproduction. The findings were expected to provide a scientific basis for future conservation farm site selection and to support the sustainable development of large-scale breeding programs.

【Method】

Utilizing 105 georeferenced occurrence records of Luopanshan pigs collected through field surveys in Chongqing, a Random Forest machine learning model via the scikit-learn library was employed to assess the relative importance of 16 environmental and anthropogenic variables, including soil properties (Available Phosphorus, Available Potassium, Available Nitrogen, Cation Exchange Capacity, Soil Organic Matter and Soil pH), land surface temperature, precipitation, digital elevation model, and STREAM. SHapley Additive exPlanations (SHAP) were used to quantify the marginal contribution of each variable to the model's predictions. Pearson correlation coefficients (PCC) were calculated to evaluate multicollinearity among variables, and variance inflation factors (VIF) were applied for further collinearity diagnostics. The refined set of variables and species occurrence data were then input into the Maximum Entropy Model (MaxEnt) model to predict habitat suitability and identify key environmental factors influencing the distribution of Luopanshan pigs.

【Result】

The MaxEnt model achieved a high predictive performance, with an average Area Under the Curve (AUC) value of 0.995, indicating excellent model accuracy. The primary environmental factors influencing the habitat suitability of wild boars in Luopanshan, Chongqing, were precipitation (39.7%), pH (24.1%), available phosphorus (18.9%), land surface temperature (6.2%), and distance to buildings (5.7%), with a total contribution of 94.6%. Secondary environmental factors include available potassium (1.9%), digital elevation model (1.4%), STREAM (1.2%), cation exchange capacity (0.8%), and available nitrogen (0.1%), contributing 5.4% in total. Suitable habitats for Luopanshan pigs were predominantly scattered across Tongnan, Hechuan, Dazu, and Rongchang districts, encompassing a total area of 4 217.59 km2, which represented 5.1% of Chongqing's land area. Among these, highly suitable habitats covered 189.44 km2, notably in Xingsheng, Wofu, and Tangba towns of Tongnan District; Gaoping, Sanqu, Zhuxi, and Youting towns of Dazu District; Fenggao Subdistrict and Wanling Town of Rongchang District; Weixin Town of Tongliang District; and Chashan Zhuhai Subdistrict of Yongchuan District. Moderately suitable habitats spanned 554.97 km2, while low suitability areas covered 1 034.78 km2, and marginally suitable areas accounted for 2 438.39 km2.

【Conclusion】

This study provided a scientific basis for the strategic planning of ex situ conservation farms for Luopanshan pigs in Chongqing. The methodology and findings also offered a reference framework for habitat suitability assessments and conservation management of other indigenous and rare livestock breeds.

Issue
Effects of Cycloastragenol on Cellular Senescence of Pig Donor Fibroblast, Cytoskeletal Dynamic, and Early Developmental Stage of Nuclear Transfer Embryo
Scientia Agricultura Sinica 2025, 58(12): 2453-2474
Published: 16 June 2025
Abstract PDF (6.4 MB) Collect
Downloads:1
【Background】

Germplasm resources are the foundation of the revitalization of the swine breeding industry, and their protection and utilization are critical. However, the outbreak of African swine fever and increasing market competition have caused a significant decline in the number of local Chinese pig breeds, therefore threatening the genetic diversity of pig germplasm resources, with many breeds now facing endangerment. Somatic cell nuclear transfer (SCNT) is a promising strategy for restoring endangered pig breeds, but the aging of donor cells severely limits the efficiency of pig SCNT. Cycloastragenol (CAG) has demonstrated anti-aging effects in earlier studies.

【Objective】

This study aimed to evaluate the impact of CAG on aging-related phenotypes of pig ear marginal fibroblasts (PEMFs) and to explore the molecular mechanisms by which CAG regulates cellular senescence using RNA sequencing. Additionally, the potential of CAG as a pre-treatment for SCNT donor cells was further investigated.

【Method】

PEMFs exhibiting aging phenotypes were obtained through continuous passaging. Cell proliferation assays and flow cytometry were performed to detect Senescence-associated β-galactosidase (SA-β-Gal) activity, in order to analyze the optimal concentrations and treatment times of CAG for PEMFs at different stages of aging. The anti-aging effects of CAG were further assessed by measuring p53 protein levels and the expression of Senescence-associated secretory phenotype (SASP) markers, coupled with immunofluorescence staining of the cytoskeleton. By integrating phenotypic analysis with transcriptomic data, the potential mechanisms by which CAG slowed down PEMF senescence were elucidated. Additionally, SCNT embryo cleavage and blastocyst rates were statistically analyzed, followed by staining and quantification of the total cell number and trophectoderm cell number in SCNT blastocysts to investigate the effects of CAG-pretreated PEMFs on SCNT embryo developmental potential.

【Result】

SA-β-Gal assay and CCK-8 cell proliferation assay demonstrated that the anti-aging and proliferation-inhibitory effects of CAG were concentration- and time-dependent. Based on dose-effect balance analysis, the recommended treatment conditions were 100 μmol·L-1 CAG for 24 hours in P3/P6 PEMFs and 12 hours in P9 PEMFs. Under these conditions, CAG significantly reduced SA-β-Gal activity, p53 protein expression, and the secretion of certain SASP factors in PEMFs. Additionally, CAG treatment led to a significant reduction in cell surface area, focal adhesion number, and stress fiber thickness and quantity, while also reorganizing the cytoskeleton. Transcriptomic analysis and subsequent validation results revealed that CAG modulates pathways such as focal adhesion and extracellular matrix (ECM) signaling, thereby affecting the stability of the cytoskeleton. In embryo culture experiments, PEMFs treated with CAG exhibited higher cleavage and blastocyst formation rates, as well as greater blastocyst total cell numbers and trophoblast cell counts, indicating a significant improvement in the quality and developmental potential of early embryos.

【Conclusion】

CAG effectively delayed donor cell senescence, reorganized the cytoskeleton, and significantly enhanced SCNT efficiency and embryo developmental potential. This discovery offered a novel approach to addressing the challenges of pig germplasm conservation and low cloning efficiency.

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