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Related Concept Videos

Plant Breeding and Biotechnology01:59

Plant Breeding and Biotechnology

Crop cultivation has a long history in human civilization, with records showing the cultivation of cereal plants beginning at around 8000 BC. This early plant breeding was developed primarily to provide a steady supply of food.
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Trihybrid Crosses

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).
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Genomic prediction in CIMMYT maize and wheat breeding programs.

J Crossa1, P Pérez, J Hickey

  • 1Biometrics and Statistics Unit, International Maize and Wheat Improvement Center (CIMMYT), Mexico, Mexico.

Heredity
|April 11, 2013
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Summary

Genomic selection accelerates genetic gains in crops. Accurate predictions depend on factors like heritability and relatedness, with pedigree information crucial for global populations.

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Area of Science:

  • Plant breeding
  • Quantitative genetics
  • Agricultural science

Background:

  • Genomic selection (GS) is a powerful tool for accelerating genetic gains in plants and animals.
  • Prediction accuracy in plant genomic selection varies based on heritability, marker density, sample size, and genotype × environment interactions (GE).

Purpose of the Study:

  • To evaluate genomic prediction results within the International Maize and Wheat Improvement Center's (CIMMYT's) maize and wheat breeding programs.
  • To assess the predictive ability of different models using pedigree and marker data for practical implementation of GS.

Main Methods:

  • Assessed predictive ability of models using pedigree and marker information.
  • Investigated the impact of population structure and relatedness on prediction accuracy.
  • Incorporated genotype × environment (GE) interactions into genomic prediction models.

Main Results:

  • Pedigree information significantly contributes to prediction accuracy in global populations.
  • Prediction accuracy diminishes when training and prediction populations are unrelated.
  • Modeling GE interactions enhances prediction accuracy by leveraging information from correlated environments.

Conclusions:

  • Genomic selection shows promise for accelerating genetic gains in maize and wheat breeding.
  • Further research is needed to optimize GS implementation, particularly for prediction within and between bi-parental crosses.
  • Quantifying breeding value components is essential for advancing GS in plant breeding populations.