Genetic diversity and interaction between the maintainers of commercial soybean cultivars using self-organizing maps

被引:2
作者
da Costa, Weverton Gomes [1 ]
Valadares, Cristiane Botelho [2 ,3 ]
da Silva Junior, Antonio Carlos [1 ]
Arcanjo, Edilaine Silva [2 ,3 ]
Ferreira de Almeida, Helaine Claire [2 ,3 ]
Cruz, Cosme Damiao [1 ]
Carvalho, Ivan Ricardo [4 ]
Gonzalez da Silva, Jose Antonio [4 ]
Azevedo, Camila Ferreira [2 ,3 ]
Nascimento, Moyses [2 ,3 ]
Campana Nascimento, Ana Carolina [2 ,3 ]
机构
[1] Univ Fed Vicosa, Dept Gen Biol, Bioinformat Lab, Bioagro, BR-36570000 Vicosa, MG, Brazil
[2] Univ Fed Vicosa, Computat Intelligence Lab, Dept Stat, Bioagro, BR-36570000 Vicosa, MG, Brazil
[3] Stat Learning LICAE, BR-36570000 Vicosa, MG, Brazil
[4] Reg Univ Northwest State Rio Grande do Sul DEAG, Dept Agr Studies, BR-98700000 Ijui, RS, Brazil
关键词
WILD;
D O I
10.1002/csc2.20816
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Information on the genetic diversity of commercial cultivars is of fundamental importance for crop improvement. In addition, information about possible interactions between the maintainers developing these cultivars can help design a breeding program. The objective of this work was to study the genetic diversity of soybean [Glycine max (L.) Merr.] cultivars released in Brazil from 1998 to 2017 and compare the similarity between maintainers of these cultivars based on the phenotypic information disclosed. Data was collected on 1,587 soybean cultivars registered in the National Register of Cultivars of the Ministry of Agriculture, Livestock, and Supply belonging to 59 different maintainers. Among these cultivars, 12 agromorphological traits were evaluated. To perform the grouping and select the main discriminating traits of the cultivars, the Random Forest method was used. Multiple correspondence analysis was performed to obtain the variance explanation percentage of the traits evaluated in each dimension and coordinates among the maintainers. The maintainers were organized through Kohonen self-organizing map (SOM) through the respective coordinates. There is a wide variety of maintainers of soybean cultivars in Brazil with different objectives for launching new cultivars. Among the maintainers, Soymax presented the most restricted genetic base. The other private companies showed more remarkable similarities and a broader genetic base. The public institution EMBRAPA presented the greatest genetic diversity in its population base. Federal University of Uberlandia and Federal University of Vicosa can be partners to launch soybean cultivars given the proximity between neurons in Kohonen analysis. The high diversity of traits shows that the genetic base of soybean in Brazil is large.
引用
收藏
页码:2233 / 2245
页数:13
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