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Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
Published on: July 14, 2015
MEPP: more transparent motif enrichment by profiling positional correlations.
Nathaniel P Delos Santos1, Sascha Duttke2, Sven Heinz3
1Department of Biomedical Informatics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093-0634, USA.
Motif enrichment positional profiling (MEPP) reveals where transcription factor binding motifs are functionally important relative to DNA anchor points. This new method helps understand how motif positions influence biological activity, aiding in gene regulation studies.
Area of Science:
- Genomics and Bioinformatics
- Molecular Biology
- Computational Biology
Background:
- Score-based motif enrichment analysis (MEA) identifies transcription factors (TFs) regulating DNA but often ignores motif position relative to functional elements.
- Key DNA anchor points, such as transcription start sites (TSS) or other motifs, can influence TF binding and function in a distance-dependent manner.
- Existing MEA methods lack the ability to profile motif enrichment in relation to these critical positional features.
Purpose of the Study:
- To develop a novel MEA method, Motif Enrichment Positional Profiling (MEPP), that incorporates positional information of TF binding motifs.
- To profile the enrichment of TF binding motifs relative to specific anchor points within DNA sequences.
- To account for nucleotide bias in sequence analysis for more accurate motif enrichment profiling.
Main Methods:
- Developed MEPP, a novel MEA method that generates positional enrichment profiles for TF binding motifs.
- MEPP analyzes motif presence relative to user-defined anchor points (e.g., TSS, other motifs).
- The method incorporates a correction for lower-order nucleotide bias in sequence data.
Main Results:
- Demonstrated MEPP's utility in identifying sequence positions where motif presence correlates with biological activity, using transcription initiation and TF binding as test cases.
- Showcased MEPP's ability to infer positional dependencies of TF binding site function.
- Validated MEPP's application in interpreting experimental data from transcription initiation, chromatin structure, and TF binding assays.
Conclusions:
- MEPP provides a powerful new approach for motif enrichment analysis by incorporating positional information.
- The method enhances the interpretation of TF binding and regulatory DNA function by revealing positional dependencies.
- MEPP facilitates hypothesis generation for experiments investigating gene regulation and molecular interactions.
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