Thermodynamics and selection of the plasminogen activator inhibitor-1 latency transition

Plasminogen activator inhibitor-1 (PAI-1), like other serine protease inhibitors, exists in a functionally active metastable conformation. Unlike other serine protease inhibitors, PAI-1 undergoes a relatively rapid rearrangement to a lower energy latent conformation. We employ deep mutational scanning (DMS) to simultaneously probe the effects of nearly all single amino acid substitutions (92%) in PAI-1 on its latency transition as well as its ability to inhibit its canonical protease target, urokinase-type plasminogen activator (uPA). The DMS results are interpreted in the context of variant effect predictors (evolutionary model of variant effect), AlphaMissense, and cross-protein transfer model and protein stability predictors (EvoEF and FoldX), as well as the evolutionary conservation of the PAI-1 sequence space across extant vertebrate species. We demonstrate that while variant effect predictors can generally partition PAI-1 as functional or nonfunctional with respect to uPA inhibition, they perform poorly when attempting to discriminate the effects of PAI-1 variants on its latency transition. However, by employing protein stability predictors, we demonstrate that the PAI-1 latency transition is most likely driven by changes in the energy barrier to the latency transition. Finally, we show that PAI-1's ability to inhibit uPA, as well as its thermodynamic instability in its active conformation, are both under purifying selection that limits the sequence space available to PAI-1. These findings suggest that DMS of collateral fitness effects, including PAI-1's latency transition, may be better interpreted in contexts other than variant effect predictors, including protein thermodynamics and evolution.

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Publication Details

Journal
Journal of Biological Chemistry
Published
2025-11-05
DOI
https://doi.org/10.1016/j.jbc.2025.110896
Citations
1
Primary Topic
Protease and Inhibitor Mechanisms
Type
article
Field-Weighted Citation Impact
0.94
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article

Thermodynamics and selection of the plasminogen activator inhibitor-1 latency transition

Laura M. Haynes, Jaie Woodard, David Ginsburg, Matthew L. Holding et al.
1 citations
Journal of Biological Chemistry
Protease and Inhibitor Mechanisms
0.94
article

Thermodynamics and selection of the plasminogen activator inhibitor-1 latency transition

Laura M. Haynes, Jaie Woodard, David Ginsburg, Matthew L. Holding, David Siemieniak
article en
1 citations

Abstract

Plasminogen activator inhibitor-1 (PAI-1), like other serine protease inhibitors, exists in a functionally active metastable conformation. Unlike other serine protease inhibitors, PAI-1 undergoes a relatively rapid rearrangement to a lower energy latent conformation. We employ deep mutational scanning (DMS) to simultaneously probe the effects of nearly all single amino acid substitutions (92%) in PAI-1 on its latency transition as well as its ability to inhibit its canonical protease target, urokinase-type plasminogen activator (uPA). The DMS results are interpreted in the context of variant effect predictors (evolutionary model of variant effect), AlphaMissense, and cross-protein transfer model and protein stability predictors (EvoEF and FoldX), as well as the evolutionary conservation of the PAI-1 sequence space across extant vertebrate species. We demonstrate that while variant effect predictors can generally partition PAI-1 as functional or nonfunctional with respect to uPA inhibition, they perform poorly when attempting to discriminate the effects of PAI-1 variants on its latency transition. However, by employing protein stability predictors, we demonstrate that the PAI-1 latency transition is most likely driven by changes in the energy barrier to the latency transition. Finally, we show that PAI-1's ability to inhibit uPA, as well as its thermodynamic instability in its active conformation, are both under purifying selection that limits the sequence space available to PAI-1. These findings suggest that DMS of collateral fitness effects, including PAI-1's latency transition, may be better interpreted in contexts other than variant effect predictors, including protein thermodynamics and evolution.

Journal of Biological ChemistryVol. 301(12)
University of Michigan (US), Michigan Medicine (US)
Openalex Percentile: Top 19%
Protease and Inhibitor Mechanisms
0.94
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