Evidence map›Paper›PMID 41096851›Full record

ArticleInternational journal of molecular sciences2025

Leveraging GWAS-Identified Markers in Combination with Bayesian and Machine Learning Models to Improve Genomic Selection in Soybean.

Yongguo Xue, Xiaofei Tang, Xiaoyue Zhu, Ruixin Zhang, Yubo Yao, Dan Cao, Wenjin He, Qi Liu, Xiaoyan Luan, Yongjun Shu and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in International journal of molecular sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Yongguo XueSoybean Research Institute, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China.
Xiaofei TangSoybean Research Institute, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China.
Xiaoyue ZhuKey Laboratory of Molecular Cytogenetics and Genetic Breeding of Heilongjiang Province, College of Life Science and Technology, Harbin Normal University, Harbin 150025, China.ORCID 0009-0003-3283-8756
Ruixin ZhangKey Laboratory of Molecular Cytogenetics and Genetic Breeding of Heilongjiang Province, College of Life Science and Technology, Harbin Normal University, Harbin 150025, China.
Yubo YaoSoybean Research Institute, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China.
Dan CaoSoybean Research Institute, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China.
Wenjin HeSoybean Research Institute, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China.
Qi LiuSoybean Research Institute, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China.
Xiaoyan LuanSoybean Research Institute, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China.
Yongjun ShuKey Laboratory of Molecular Cytogenetics and Genetic Breeding of Heilongjiang Province, College of Life Science and Technology, Harbin Normal University, Harbin 150025, China.ORCID 0000-0003-4463-0218
Xinlei LiuSoybean Research Institute, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China.

Funding

Agricultural Science and Technology Innovation Leaping Project in Heilongjiang Province CX23ZD04Heilongjiang Provincial Natural Science Foundation of China LH2022C050the Major Agricultural Science and Technology Project of the Ministry of Agriculture and Rural Affairs Xinlei Liu
6 · The paper itself

Abstract

Soybean (

Indexed as

Genome, PlantGenome-Wide Association StudyGlycine maxMachine LearningSelection, GeneticBayes TheoremGenetic MarkersPhenotypePlant BreedingPolymorphism, Single NucleotideGenetic MarkersGSGWASmachine learningSNPsoybean

Identifiers

PMID41096851
PMCPMC12524570

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.