As a result, signals may not be significant in the "single marker-single trait" analysis, but many such values from related genes might provide valuable information regarding gene function and regulation.
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An Optimal Bahadur-Efficient Method in Detection of Sparse Signals with Applications to Pathway Analysis in Sequencing Association Studies.
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