Department of Botany, Hazara University Mansehra, Pakhtunkhwa 21120, Pakistan.
Research Center of Chinese Jujube, Hebei Agricultural University, Baoding 071001, China.
Genes (Basel). 2023 Jan 6;14(1):155. doi: 10.3390/genes14010155.
Understanding the impacts and constraints of climate change on geographical distribution is crucial for its future sustainability. In this study, we analyze information obtained from the field investigation, the distribution and response of climatic changes of by the use of ArcGIS analysis. The genetic diversity of 180 genotypes from three populations was studied by morphological attributes and simple sequence repeat (SSR). The results showed that the significant bioclimatic variable limiting the distribution of was the mean temperature (bio 10_18.tif and bio19). Under the current climatic change, the suitable growth region of is Swat (35.22° N, 72.42° E), while the future distribution would be Buner (34.39° N, 72.61° E), respectively. A total of 11 phenotypic traits were noted and had significant phenotypic variation among the traits. A total of 120 alleles were amplified. The alleles per locus ranged from 2 to 6, averaging 4.42, whereas PIC ranged from 0.33 to 0.79. Within a mean value of 0.67 per locus, expected heterozygosity was 0.57, observed heterozygosity was 0.661, and average gene diversity was 0.49. Flow estimates (6.41) indicated frequent gene flow within genotypes. The clustering, STRUCTURE, and PCoA analysis indicated Swat and Buner migration routes and evolution as well. The results indicated the prevalence of genetic variability and relationships among across geographical boundaries had retained unique alleles. This may facilitate the development of agronomically desirable cultivars. However, climate change has impacted species distributions, requiring strategies to conserve genetic resources in different areas.
了解气候变化对地理分布的影响和制约因素对其未来的可持续性至关重要。本研究通过使用 ArcGIS 分析,分析了实地调查获得的信息、气候变化的分布和响应。通过形态属性和简单序列重复 (SSR) 研究了来自三个群体的 180 个基因型的遗传多样性。结果表明,限制 分布的显著生物气候变量是平均温度 (bio 10_18.tif 和 bio19)。在当前的气候变化下, 的适宜生长区域是斯瓦特 (35.22°N,72.42°E),而未来的分布将分别是布纳儿 (34.39°N,72.61°E)。共记录了 11 个表型性状,这些性状之间存在显著的表型变异。共扩增了 120 个等位基因。每个位点的等位基因数范围为 2 到 6,平均值为 4.42,而 PIC 范围为 0.33 到 0.79。在每个位点平均 0.67 的值内,预期杂合度为 0.57,观察杂合度为 0.661,平均基因多样性为 0.49。流动估计值 (6.41) 表明基因型内频繁的基因流动。聚类、STRUCTURE 和 PCoA 分析也表明了斯瓦特和布纳儿的迁移路线和进化。结果表明, 跨越地理边界的遗传变异性和关系普遍存在,保留了独特的等位基因。这可能有助于培育具有农艺价值的品种。然而,气候变化已经影响了物种的分布,需要在不同地区采取策略来保护遗传资源。