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Related Concept Videos

Genome-wide Association Studies-GWAS01:11

Genome-wide Association Studies-GWAS

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Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
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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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Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
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Disentangling pooled triad genotypes for association studies.

Min Shi1, David M Umbach, Clarice R Weinberg

  • 1Biostatistics Branch, NIEHS, NIH, DHHS, Research Triangle Park, NC, USA.

Annals of Human Genetics
|June 26, 2014
PubMed
Summary
This summary is machine-generated.

This study introduces a cost-effective pooled DNA method for genetic association studies using case-parent triads. This approach reduces genotyping costs while maintaining statistical power for assessing genetic effects.

Keywords:
Case-parentsexpectation-maximizationlog-linearmaternal effectpooled DNA

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Area of Science:

  • Genetics
  • Statistical Genetics
  • Bioinformatics

Background:

  • Trio-based genetic association studies are robust to population structure and can assess complex genetic effects.
  • Limited DNA specimens and high genotyping costs can be significant challenges in these studies.

Purpose of the Study:

  • To propose and evaluate a cost-effective case-parents design using pooled DNA specimens for genetic association studies.
  • To reduce the number of required genotyping assays while maintaining statistical power.

Main Methods:

  • Randomly partitioning case-parent triads into pooling sets and creating pooled DNA from mothers, fathers, and offspring.
  • Utilizing maximum-likelihood estimation via log-linear modeling and the expectation-maximization algorithm.
  • Assessing offspring and maternal genetic effects, accommodating genotyping errors and missing genotypes.

Main Results:

  • The proposed pooling strategy significantly reduces genotyping costs and conserves limited specimens.
  • Power calculations indicate only modest reductions in statistical power for detecting genetic effects, especially with low genotyping error rates.
  • The method effectively assesses offspring and maternal genetic effects.

Conclusions:

  • Pooled DNA case-parents designs offer an economical and efficient approach for genetic association studies with limited specimens.
  • This strategy provides a viable alternative to individual genotyping, balancing cost reduction with acceptable power.
  • The method is robust to genotyping errors and missing data, enhancing its practical applicability.