Evidence map›Paper›PMID 12446841›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2002

Combining computational and experimental screening for rapid optimization of protein properties.

Robert J Hayes, Jorg Bentzien, Marie L Ary, Marian Y Hwang, Jonathan M Jacinto, Jöst Vielmetter, Anirban Kundu, Bassil I Dahiyat

Open access · greenAbstract readComparative Study
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2002. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers.

0numbers the graph read from it
0cells of the map it votes in
32citing papers in PubMed
2.4field-weighted citation impact, top 11% 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

32 citing papers in PubMed, 130 citations in OpenAlex.

  1. Review
  2. Review
  3. Article
  4. Article
  5. Structure-based design of combinatorial mutagenesis libraries.Protein science : a publication of the Protein Society · 2015
    Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Review
  13. Article
  14. Article
  15. Article
  16. Article
  17. Engineering a protein-protein interface using a computationally designed library.Proceedings of the National Academy of Sciences of the United States of America · 2010
    Article
  18. Conformational diversity and computational enzyme design.Current opinion in chemical biology · 2010
    Review
  19. Article
  20. Immunotherapy of cancer.European journal of pharmacology · 2009
    Review
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

8 authors at 2 institutions in 1 country.

Robert J HayesXencor, 111 West Lemon Avenue, Monrovia, CA 91016, USA.
Jorg Bentzien
Marie L Ary
Marian Y Hwang
Jonathan M Jacinto
Jöst Vielmetter
Anirban Kundu
Bassil I Dahiyat
Xencor (United States) · USCalifornia Institute of Technology · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We present a combined computational and experimental method for the rapid optimization of proteins. Using beta-lactamase as a test case, we redesigned the active site region using our Protein Design Automation technology as a computational screen to search the entire sequence space. By eliminating sequences incompatible with the protein fold, Protein Design Automation rapidly reduced the number of sequences to a size amenable to experimental screening, resulting in a library of approximately equal 200,000 mutants. These were then constructed and experimentally screened to select for variants with improved resistance to the antibiotic cefotaxime. In a single round, we obtained variants exhibiting a 1,280-fold increase in resistance. To our knowledge, all of the mutations were novel, i.e., they have not been identified as beneficial by random mutagenesis or DNA shuffling or seen in any of the naturally occurring TEM beta-lactamases, the most prevalent type of Gram-negative beta-lactamases. This combined approach allows for the rapid improvement of any property that can be screened experimentally and provides a powerful broadly applicable tool for protein engineering.

Indexed as

Amino Acid Substitutionbeta-LactamasesBinding SitesCefotaximeComputational BiologyDrug ResistanceEscherichia coliEscherichia coli ProteinsHydrogen BondingModels, MolecularMonte Carlo MethodMutagenesis, Site-DirectedPeptide LibraryProtein ConformationProtein EngineeringProtein Foldingbeta-Lactamasesbeta-lactamase TEM-1CefotaximeEscherichia coli ProteinsPeptide Library

Identifiers

PMID12446841
PMCPMC138541
OpenAlexW2131447885

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.