Evidence map›Paper›PMID 38358135›Full record

ArticleProtein science : a publication of the Protein Society2024

Systematic enhancement of protein crystallization efficiency by bulk lysine-to-arginine (KR) substitution.

Nooriel E Banayan, Blaine J Loughlin, Shikha Singh, Farhad Forouhar, Guanqi Lu, Kam-Ho Wong, Matthew Neky, Henry S Hunt, Larry B Bateman, Angel Tamez and 3 more

Open access · bronzeAbstract read
In one paragraph

Article in Protein science : a publication of the Protein Society, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
1.2field-weighted citation impact, top 20% of its field
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

8 citing papers in PubMed, 10 citations in OpenAlex.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Preparing for successful protein crystallization experiments.Acta crystallographica. Section F, Structural biology communications · 2025
    Article
  7. Article
  8. MEnTaT: A machine-learning approach for the identification of mutations to increase protein stability.Proceedings of the National Academy of Sciences of the United States of America · 2023
    Article
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

13 authors at 3 institutions in 1 country.

Nooriel E BanayanDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.ORCID 0000-0001-9064-4923
Blaine J LoughlinDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.
Shikha SinghDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.
Farhad ForouharDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.
Guanqi LuDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.
Kam-Ho WongDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.
Matthew NekyDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.
Henry S HuntDepartment of Physics, Stanford University, Stanford, California, USA.
Larry B BatemanAccendero Software, Idaho Falls, Idaho, USA.
Angel TamezAccendero Software, Idaho Falls, Idaho, USA.
Samuel K HandelmanDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.
W Nicholson PriceDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.
John F HuntDepartment of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.ORCID 0000-0003-0034-5167
Columbia University · USCenter for Advanced Energy Studies · USStanford University · US

Funding

Biophysical mechanisms of ABC-F proteinsR01GM120579 · NIGMS · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI HUNT, JOHN FRANCIS · 2016 to 2019
$1.3M
Rational Engineering of Improved Protein CrystallizationR01GM127883 · NIGMS · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI HUNT, JOHN FRANCIS · 2018 to 2021
$1.3M
Structure, mechanism, and inhibition of AlkB homologuesR01GM077360 · NIGMS · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI HUNT, JOHN FRANCIS · 2007 to 2010
$1.2M
Structural mechanics of MsbA family ABC transportersR01GM072867 · NIGMS · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI HUNT, JOHN FRANCIS · 2005 to 2009
$1.2M
Protein sequence influence on single-molecule transport dynamicsR01GM155677 · NIGMS · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI JOHN Francis HUNT · 2024 to 2026
$972k
STRUCTURAL MECHANISMS OF THE SECA TRANSLOCATION ATPASER01GM058549 · NIGMS · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI HUNT, JOHN FRANCIS · 1999 to 2003
$753k
A chemical genetics approach to improved IMP expression in E. coliR21GM075933 · NIGMS · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI HUNT, JOHN FRANCIS · 2005 to 2006
$438k
Combination CD-Fluorescence Polarization Spectrophotometer for the Columbia Precision Biomolecular Characterization FacilityS10OD025102 · OD · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI HUNT, JOHN FRANCIS · 2018 to 2018
$138k
NIGMS NIH HHS R01 GM058549NIGMS NIH HHS R01 GM072867NIGMS NIH HHS R01 GM077360NIGMS NIH HHS R01 GM120579NIGMS NIH HHS R01 GM127883NIGMS NIH HHS R01 GM155677NIGMS NIH HHS R21 GM075933NIH HHS S10 OD025102
6 · The paper itself

Abstract

Structural genomics consortia established that protein crystallization is the primary obstacle to structure determination using x-ray crystallography. We previously demonstrated that crystallization propensity is systematically related to primary sequence, and we subsequently performed computational analyses showing that arginine is the most overrepresented amino acid in crystal-packing interfaces in the Protein Data Bank. Given the similar physicochemical characteristics of arginine and lysine, we hypothesized that multiple lysine-to-arginine (KR) substitutions should improve crystallization. To test this hypothesis, we developed software that ranks lysine sites in a target protein based on the redundancy-corrected KR substitution frequency in homologs. This software can be run interactively on the worldwide web at https://www.pxengineering.org/. We demonstrate that three unrelated single-domain proteins can tolerate 5-11 KR substitutions with at most minor destabilization, and, for two of these three proteins, the construct with the largest number of KR substitutions exhibits significantly enhanced crystallization propensity. This approach rapidly produced a 1.9 Å crystal structure of a human protein domain refractory to crystallization with its native sequence. Structures from Bulk KR-substituted domains show the engineered arginine residues frequently make hydrogen-bonds across crystal-packing interfaces. We thus demonstrate that Bulk KR substitution represents a rational and efficient method for probabilistic engineering of protein surface properties to improve crystallization.

Indexed as

LysineProteinsAmino AcidsArginineCrystallizationCrystallography, X-RayHumansAmino AcidsArginineLysineProteinscircular dichroism spectroscopyhomology analysisprotein crystallizationprotein engineeringprotein solubilityprotein thermodynamicsx-ray crystallography

Identifiers

PMID38358135
PMCPMC10868448
OpenAlexW4391840141

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.