Evidence map›Paper›PMID 33214289›Full record

ArticleScience (New York, N.Y.)2020

How directed evolution reshapes the energy landscape in an enzyme to boost catalysis.

Renee Otten, Ricardo A P Pádua, H Adrian Bunzel, Vy Nguyen, Warintra Pitsawong, MacKenzie Patterson, Shuo Sui, Sarah L Perry, Aina E Cohen, Donald Hilvert and 1 more

Abstract read
In one paragraph

Article in Science (New York, N.Y.), 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 84 papers.

0numbers the graph read from it
0cells of the map it votes in
84citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

84 citing papers in PubMed.

  1. Article
  2. Predicting Activation Barriers With Ring and Bond Critical Points in the Kemp Elimination Reaction.Chemphyschem : a European journal of chemical physics and physical chemistry · 2026
    Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Zero-shot design of abioRxiv : the preprint server for biology · 2026
    Article
  8. Review
  9. Article
  10. Review
  11. Article
  12. Article
  13. Article
  14. Review
  15. Article
  16. Directed evolution of a beta-lactamase samples a wide variety of conformational states.Protein science : a publication of the Protein Society · 2025
    Article
  17. Article
  18. Article
  19. Article
  20. Review

24 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Renee Otten *Howard Hughes Medical Institute and Department of Biochemistry, Brandeis University, Waltham, MA 02454, USA.ORCID https://orcid.org/0000-0001-7342-6131
Ricardo A P Pádua *Howard Hughes Medical Institute and Department of Biochemistry, Brandeis University, Waltham, MA 02454, USA.ORCID https://orcid.org/0000-0001-9719-3440
H Adrian Bunzel *Laboratory of Organic Chemistry, ETH Zürich, 8093 Zürich, Switzerland.ORCID https://orcid.org/0000-0001-6427-368X
Vy NguyenHoward Hughes Medical Institute and Department of Biochemistry, Brandeis University, Waltham, MA 02454, USA.ORCID https://orcid.org/0000-0002-9484-7557
Warintra PitsawongHoward Hughes Medical Institute and Department of Biochemistry, Brandeis University, Waltham, MA 02454, USA.ORCID https://orcid.org/0000-0001-5438-1783
MacKenzie PattersonHoward Hughes Medical Institute and Department of Biochemistry, Brandeis University, Waltham, MA 02454, USA.ORCID https://orcid.org/0000-0001-9765-3507
Shuo SuiDepartment of Chemical Engineering, Institute of Applied Life Sciences, University of Massachusetts, Amherst, MA 01003, USA.ORCID https://orcid.org/0000-0002-3740-8566
Sarah L PerryDepartment of Chemical Engineering, Institute of Applied Life Sciences, University of Massachusetts, Amherst, MA 01003, USA.ORCID https://orcid.org/0000-0003-2301-6710
Aina E CohenStanford Synchrotron Radiation Lightsource, Menlo Park, CA 94025, USA.ORCID https://orcid.org/0000-0003-2414-9427
Donald HilvertLaboratory of Organic Chemistry, ETH Zürich, 8093 Zürich, Switzerland. hilvert@org.chem.ethz.ch dkern@brandeis.edu.ORCID https://orcid.org/0000-0002-3941-621X
Dorothee KernHoward Hughes Medical Institute and Department of Biochemistry, Brandeis University, Waltham, MA 02454, USA. hilvert@org.chem.ethz.ch dkern@brandeis.edu.ORCID https://orcid.org/0000-0002-7631-8328

Funding

X-ray Absorption Spectroscopy (XAS) pp.711-759P41GM103393 · NIGMS · STANFORD UNIVERSITY · PI HODGSON, KEITH O · 2012 to 2019
$30.6M
User Training and OutreachP30GM124169 · NIGMS · UNIVERSITY OF CALIF-LAWRENC BERKELEY LAB · PI PAUL David ADAMS, Gregory L Hura · 2017 to 2026
$28.6M
Macromolecular Structure, Dynamics, and MechanismT32GM135126 · NIGMS · BRANDEIS UNIVERSITY · PI JEFF GELLES, Douglas Lowell Theobald · 2020 to 2026
$2.1M
Pilatus 6mS10OD021832 · OD · UNIVERSITY OF CALIFORNIA BERKELEY · PI ADAMS, PAUL DAVID · 2016 to 2016
$980k
Howard Hughes Medical InstituteNIGMS NIH HHS P30 GM124169NIGMS NIH HHS P41 GM103393NIGMS NIH HHS T32 GM135126NIH HHS S10 OD021832
6 · The paper itself

Abstract

The advent of biocatalysts designed computationally and optimized by laboratory evolution provides an opportunity to explore molecular strategies for augmenting catalytic function. Applying a suite of nuclear magnetic resonance, crystallography, and stopped-flow techniques to an enzyme designed for an elementary proton transfer reaction, we show how directed evolution gradually altered the conformational ensemble of the protein scaffold to populate a narrow, highly active conformational ensemble and accelerate this transformation by nearly nine orders of magnitude. Mutations acquired during optimization enabled global conformational changes, including high-energy backbone rearrangements, that cooperatively organized the catalytic base and oxyanion stabilizer, thus perfecting transition-state stabilization. The development of protein catalysts for many chemical transformations could be facilitated by explicitly sampling conformational substates during design and specifically stabilizing productive substates over all unproductive conformations.

Indexed as

BiocatalysisComputer-Aided DesignDirected Molecular EvolutionCatalytic DomainEnzymesNuclear Magnetic Resonance, BiomolecularProtein ConformationProteinsEnzymesProteins

Identifiers

PMID33214289
PMCPMC9616100

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.