Evidence map›Paper›PMID 42553226›Full record

ArticleFrontiers in plant science2026

Genetic diversity study and molecular marker development for economic traits in Korean pine based on RAD-Seq.

Pingyu Yan, Guang Li, Lei Zhang, Zixiong Xie, Zhen Miao, Chao Wang, Mengyuan Liu, Ruike Song, Libin Wang, Jiaxing Wang and 5 more

Abstract read
In one paragraph

Article in Frontiers in plant science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

15 authors.

Pingyu YanState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Guang LiState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Lei ZhangState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Zixiong XieState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Zhen MiaoState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Chao WangState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Mengyuan LiuState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Ruike SongState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Libin WangState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Jiaxing WangState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Xiaotian MiaoState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Xiaoyu TianState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Junfei HaoState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Zhixin LiState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.
Hanguo ZhangState Key Laboratory of Tree Genetic and Breeding, Northeast Forestry University, Harbin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

To reveal the genetic status of Korean pine germplasm resources, explore SNP loci associated with important economic traits of Korean pine, and develop breeding markers, the economic traits of 100 clones from 7 populations (planted in 6 seed orchards) were observed and reduced genome sequencing on the basis of Restriction-site associated DNA sequencing (RAD-Seq) was performed. Three models from the R software package "rMVP" were used for genome-wide association studies (GWAS). A total of 14,463,334 Single nucleotide polymorphisms (SNP) markers were obtained by variant detection and used for subsequent genetic analysis and GWAS. The average linkage disequilibrium- decay (LD- decay) of the SNP pairs varied from 3.383 (Weihe) to 96.245 (Lushuihe). The population with the highest Shannon index was Weihe (0.377) and the lowest was Lushuihe (0.331). The Fst between populations ranged from 0.0183 to 0.0516. A total of 16 traits were associated with 1692 SNP loci. On the basis of the GWAS results, Kompetitive allele-specific PCR (KASP) markers were developed and validated using 119 natural Korean pine plus trees. A total of 4 KASP markers were developed for cone number and cone weight. The genetic diversity of Korean pine populations is similar, and there is little differentiation between populations. Several SNPs related to economic traits, such as CN, have been obtained through GWAS. The developed KASP markers promote molecular marker-assisted selection (MAS) in breeding programs, improving the efficiency and accuracy of genetic improvement in Korean pine.

Indexed as

genetic diversityGWASKASPPinus koraiensisRAD-seqSNP

Identifiers

PMID42553226
PMCPMC13433445

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