Principles of mRNA control by human PUM proteins elucidated from multi-modal experiments and integrative data analysis
- Michael B Wolfe1,
- Trista L Schagat2,
- Michelle T Paulsen3,
- Brian Magnuson4,
- Mats Ljungman3,
- Daeyoon Park5,
- Chi Zhang6,
- Zachary T Campbell7,
- Aaron C Goldstrohm8 and
- Peter L Freddolino1,9
- 1 Department of Biological Chemistry, University of Michigan;
- 2 Promega Corporation;
- 3 Department of Radiation Oncology, University of Michigan;
- 4 Department of Biostatistics, University of Michigan;
- 5 Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota;
- 6 Department of Biological Sciences, University of Texas at Dallas;
- 7 UT-Dallas;
- 8 University of Minnesota
- ↵* Corresponding author; email: petefred{at}umich.edu
Abstract
The human PUF-family proteins, PUM1 and PUM2, post-transcriptionally regulate gene expression by binding to a PUM recognition element (PRE) in the 3’ UTR of target mRNAs. Hundreds of PUM1/2 targets have been identified from changes in steady state RNA levels; however, prior studies could not differentiate between the contributions of changes in transcription and RNA decay rates. We applied metabolic labeling to measure changes in RNA turnover in response to depletion of PUM1/2, showing that human PUM proteins regulate expression almost exclusively by changing RNA stability. We also applied an in vitro selection workflow to precisely identify the binding preferences of PUM1 and PUM2. By integrating our results with prior knowledge, we developed a ‘rulebook’ of key contextual features that differentiate functional vs. non-functional PREs, allowing us to train machine learning models that accurately predict the functional regulation of RNA targets by the human PUM proteins.
Keywords
- Received July 20, 2020.
- Accepted July 30, 2020.
- Published by Cold Spring Harbor Laboratory Press for the RNA Society
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