预测大米植物高度使用线性回归模型由金字塔式植物高度相关的等位基因
Yongxiang Huang1,2, Zhihao Xie1,2, Daming Chen1,2
1National Center for Technology Innovation of Saline-Alkali Tolerant Rice, Guangdong Ocean University, Zhanjiang 524008, China.
International journal of molecular sciences
|July 12, 2025
概括
研究人员开发了一种线性回归模型,通过结合与植物高度相关的等位基因来预测大米植物的高度. 这个模型准确地预测了高度,有助于高效的米育种策略.
科学领域:
- 农业科学 农业科学
- 遗传学 遗传学 是一个
- 植物育种 植物育种
背景情况:
- 众多的米植物高度基因已知,但它们在育种中的应用仍然有限.
- 弥合基因发现和实际育种之间的差距对于作物改进至关重要.
研究的目的:
- 开发和验证一个使用分子标记器来预测大米植物高度的预测模型.
- 评估该模型在优化养殖计划中的实用性.
主要方法:
- 从273种大米品种中鉴定出22种与植物高度相关的分子标记物.
- 使用基因型和表型数据开发了线性回归模型.
- 在复合同血统 (RIL) 种群中验证的模型预测准确性.
主要成果:
- 在植物的高度和增加高度的等位基因数量之间发现了正相关性.
- 预测准确度随着位置的增加而增加,直到一定数量.
- 使用5至10个位点的模型平均绝对误差为11.0511.96厘米.
结论:
- 线性回归模型提供了一个可靠的工具来预测大米植物的高度.
- 这种方法可以促进植物高度操纵,并激发其他作物中的设计育种.
- 该模型提高了米育种战略的效率.
相关概念视频
Trihybrid Crosses
24.0K
Trihybrid Crosses
Some of Mendel’s crosses examined three pairs of contrasting characteristics. Such a cross is called a trihybrid cross. A trihybrid cross is a combination of three individual monohybrid crosses. For example, plant height (tall vs. short), seed shape (round vs. wrinkled), and seed color (yellow vs. green).
The F1 generation plants of a trihybrid cross are heterozygous for all three traits and produce eight gametes. Upon self-fertilization, these gametes have an equal...
Some of Mendel’s crosses examined three pairs of contrasting characteristics. Such a cross is called a trihybrid cross. A trihybrid cross is a combination of three individual monohybrid crosses. For example, plant height (tall vs. short), seed shape (round vs. wrinkled), and seed color (yellow vs. green).
The F1 generation plants of a trihybrid cross are heterozygous for all three traits and produce eight gametes. Upon self-fertilization, these gametes have an equal...
24.0K
Polygenic Traits
66.6K
When more than one gene is responsible for a given phenotype, the trait is considered polygenic. Human height is a polygenic trait. Studies have uncovered hundreds of loci that influence height, and there are believed to be many more. Due to the high number of genes involved, as well as environmental and nutritional factors, height varies significantly within a given population. The distribution of height forms a bell-shaped curve, with relatively few individuals in the population at the...
66.6K
Chi-square Analysis
38.7K
The chi-square test is a statistical hypothesis test. It is used to check whether there is a significant difference between an expected value and an observed value. In the context of genetics, it enables us to either accept or reject a hypothesis, based on how much the observed values deviate from the expected values.
The chi-square test was developed by Pearson in 1990.
The first step of performing a Chi-square analysis is to establish a null hypothesis, which assumes that there is no real...
The chi-square test was developed by Pearson in 1990.
The first step of performing a Chi-square analysis is to establish a null hypothesis, which assumes that there is no real...
38.7K
Multiple Regression
3.2K
Multiple regression assesses a linear relationship between one response or dependent variable and two or more independent variables. It has many practical applications.
Farmers can use multiple regression to determine the crop yield based on more than one factor, such as water availability, fertilizer, soil properties, etc. Here, the crop yield is the response or dependent variable as it depends on the other independent variables. The analysis requires the construction of a scatter plot...
Farmers can use multiple regression to determine the crop yield based on more than one factor, such as water availability, fertilizer, soil properties, etc. Here, the crop yield is the response or dependent variable as it depends on the other independent variables. The analysis requires the construction of a scatter plot...
3.2K
Dihybrid Crosses
76.2K
Overview
76.2K
Light Acquisition
8.6K
In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
8.6K


