Method for identifying aQTL regions whose genotype modulates transcription factor activity
View Patent ↗The disclosed subject matter is directed to genetic linkage methods for identifying genetic determinants of transcription factor activity. An inferred transcription factor activity profile is generated based on a nucleotide sequence-specific mathematical model of gene expression regulation. Genetic linkage analysis is performed to identify at least one genetic determinant linked to a specific transcription factor segregant based on the inferred transcription factor profile.
1. A method of identifying one or more genetic determinants of transcription factor activity, comprising:
generating, using a computer processor, an inferred transcription factor activity profile using a nucleotide sequence-specific mathematical model of gene expression regulation; and
performing genetic analysis to identify at least one genetic determinant linked to a specific transcription factor segregant using said inferred transcription factor activity profile.
2. The method of claim 1 , wherein an allelic variation in said one or more genetic determinants modulates the transcription factor activity of said specific transcription factor.
3. The method of claim 1 , wherein generating an inferred transcription factor activity comprises:
obtaining a mRNA expression data set and a promoter affinity profile; and
generating said inferred transcription factor activity using said mRNA expression data set and said promoter affinity profile.
4. The method of claim 3 , wherein obtaining a promoter affinity profile comprises:
obtaining a position specific affinity matrix and a genomic sequence; and
generating a promoter affinity profile using said position specific affinity matrix and said genomic sequence.
5. The method of claim 4 , wherein obtaining a position specific affinity matrix comprises:
obtaining a position weight matrix; and
generating said position specific affinity matrix using said position weight matrix.
6. The method of claim 1 , wherein said genetic determinants comprise activity quantitative trait loci.
7. The method of claim 1 , wherein said genetic analysis is selected from the group consisting of genetic linkage analysis and association analysis.
8. The method of claim 7 , wherein said genetic analysis comprises genetic linkage analysis.
9. The method of claim 8 , wherein said activity quantitative trait loci are identified using a parametric t-test.
10. The method of claim 8 , wherein said activity quantitative trait loci are identified using a non-parametric Wilcoxon-Mann-Whitney test.
11. The method of claim 8 , wherein said activity quantitative trait loci are identified using composite interval mapping or another multiple locus genetic mapping algorithm.
12. The method of claim 1 , further comprising connecting said specific transcription factor to one or more regulatory mechanisms using said one or more genetic determinants and protein-protein interaction data.
13. The method of claim 1 , wherein said regulatory mechanism comprises a putative causal gene.
14. The method of claim 1 , further comprising using a false discovery rate procedure to correct for multiple testing.
15. A method for identifying aQTL regions whose genotype modulates transcription factor activity, comprising:
generating, using a computer processor, a promoter affinity profile using a genomic sequence and a position-specific affinity matrix;
generating an inferred transcription factor activity profile using said promoter affinity profile and a gene expression data set; and
identifying an aQTL region for a transcription factor using said inferred transcription factor activity profile and a genotype data set.
16. The method of claim 15 , further comprising identifying a causal gene within said aQTL region using protein-protein interaction data.
17. The method of claim 15 , wherein said aQTL region is identified using genetic analysis.
18. The method of claim 17 , wherein said genetic analysis is selected from a group consisting of genetic linkage analysis and association analysis.
19. The method of claim 18 , wherein said genetic analysis comprises genetic linkage analysis.
20. The method of claim 19 , wherein said aQTL region is identified using composite interval mapping.
21. The method of claim 19 , wherein said aQTL region is identified using a parametric t-test.
22. The method of claim 19 , wherein said aQTL region is identified using a non-parametric Wilcoxon-Mann-Whitney test.