Multivariate analysis between environmental factors and fruit quality of citrus at the core navel orange-producing area in China
- PMID: 39717729
- PMCID: PMC11664551
- DOI: 10.3389/fpls.2024.1510827
Multivariate analysis between environmental factors and fruit quality of citrus at the core navel orange-producing area in China
Abstract
Gannan is the largest navel orange production area in China. Most studies have primarily focused on the effects of either soil or topographic factors on the quality of navel oranges. However, there has been a lack of research exploring the relationship between navel orange quality and multiple environmental factors (meteorological, topographic, and soil). This study focused on Gannan navel oranges, selecting standard orchards in the core navel orange-producing area as the research region. It employed the Partial Least Squares Regression (PLSR) method to investigate the extent of the impact of environmental factors on fruit quality. The results indicated that the effect of soil factors on fruit shape and fruit flavor was greater than that of meteorological and topographic factors in the Gannan area. And the fruit peel is more uniformly influenced by environmental factors. Based on the degree of impact of various environmental factors, multiple regression equations for fruit quality have been established to identify the optimal conditions conducive to the comprehensive development of Gannan navel oranges. These findings help determine the optimal planting areas for Gannan navel oranges, providing practical evidence for the future development of navel oranges.
Keywords: fruit quality; meteorological factor; model effect; soil factor; topographic factor.
Copyright © 2024 Yu, Du, Wang, Gao, Lu, Di, Zhuang, Cheng and Yao.
Conflict of interest statement
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
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References
-
- Abdi H. (2010). Partial least squares regression and projection on latent structure regression (PLS Regression). WIREs Comput. Stat 2, 97–106. doi: 10.1002/wics.51 - DOI
-
- Ahmad N., Hussain S., Ali M. A., Minhas A., Waheed W., Danish S., et al. . (2022). Correlation of soil characteristics and citrus leaf nutrients contents in current scenario of layyah district. Horticulturae 8, 61. doi: 10.3390/horticulturae8010061 - DOI
-
- Aloisi I., Distefano G., Antognoni F., Potente G., Parrotta L., Faleri C., et al. . (2020). Temperature-Dependent Compatible and Incompatible Pollen-Style Interactions in Citrus clementina Hort. ex Tan. Show Different Transglutaminase Features and Polyamine Pattern. Front. Plant Sci. 11. doi: 10.3389/fpls.2020.01018 - DOI - PMC - PubMed
-
- Andrews L., Brathwaite R. A. I. (2006). Relationship between soil and leaf mineral nutrient concentration and yield of selected citrus species. J. Appl. Horticulture 08, 37–41. doi: 10.37855/jah.2006.v08i01.09 - DOI
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