Evidence map›Paper›PMID 29799714›Full record

ArticleACS combinatorial science2018

Constrained Combinatorial Libraries of Gp2 Proteins Enhance Discovery of PD-L1 Binders.

Max A Kruziki, Vidur Sarma, Benjamin J Hackel

Abstract read
In one paragraph

Article in ACS combinatorial science, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

  1. Engineered B7-H3 Binding in Modular Gp2 Miniproteins.Biotechnology and bioengineering · 2026
    Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. Article
  8. Article
  9. High-throughput developability assays enable library-scale identification of producible protein scaffold variants.Proceedings of the National Academy of Sciences of the United States of America · 2021
    Article
  10. Article
  11. Directed Evolution Using Stabilized Bacterial Peptide Display.Journal of the American Chemical Society · 2020
    Article
  12. Article
  13. 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

3 authors.

Max A KruzikiUniversity of Minnesota-Twin Cities , Department of Chemical Engineering and Materials Science , 421 Washington Avenue Southeast , Minneapolis , Minnesota 55455 , United States.
Vidur SarmaUniversity of Minnesota-Twin Cities , Department of Chemical Engineering and Materials Science , 421 Washington Avenue Southeast , Minneapolis , Minnesota 55455 , United States.
Benjamin J HackelUniversity of Minnesota-Twin Cities , Department of Chemical Engineering and Materials Science , 421 Washington Avenue Southeast , Minneapolis , Minnesota 55455 , United States.ORCID 0000-0003-3561-9463

Funding

Engineering Gp2 as a small ligand scaffoldR01EB023339 · NIBIB · UNIVERSITY OF MINNESOTA · PI HACKEL, BENJAMIN · 2017 to 2020
$1.3M
Enhanced molecular imaging agents via designed ligand chargeR21EB021511 · NIBIB · UNIVERSITY OF MINNESOTA · PI HACKEL, BENJAMIN · 2016 to 2017
$408k
NIBIB NIH HHS R01 EB023339NIBIB NIH HHS R21 EB021511
6 · The paper itself

Abstract

Engineered protein ligands are used for molecular therapy, diagnostics, and industrial biotechnology. The Gp2 domain is a 45-amino acid scaffold that has been evolved for specific, high-affinity binding to multiple targets by diversification of two solvent-exposed loops. Inspired by sitewise enrichment of select amino acids, including cysteine pairs, in earlier Gp2 discovery campaigns, we hypothesized that the breadth and efficiency of de novo Gp2 discovery will be aided by sitewise amino acid constraint within combinatorial library design. We systematically constructed eight libraries and comparatively evaluated their efficacy for binder discovery via yeast display against a panel of targets. Conservation of a cysteine pair at the termini of the first diversified paratope loop increased binder discovery 16-fold ( p < 0.001). Yet two other libraries with conserved cysteine pairs, within the second loop or an interloop pair, did not aid discovery thereby indicating site-specific impact. Via a yeast display protease resistance assay, Gp2 variants from the loop one cysteine pair library were 3.3 ± 2.1-fold ( p = 0.005) more stable than nonconstrained variants. Sitewise constraint of noncysteine residues-guided by previously evolved binders, natural Gp2 homology, computed stability, and structural analysis-did not aid discovery. A panel of binders to programmed death ligand 1 (PD-L1), a key target in cancer immunotherapy, were discovered from the loop 1 cysteine constraint library. Affinity maturation via loop walking resulted in strong, specific cellular PD-L1 affinity ( K

Indexed as

B7-H1 AntigenBinding SitesCombinatorial Chemistry TechniquesDisulfidesGPI-Linked ProteinsHumansLigandsModels, MolecularMutationPeptide LibraryProtein BindingProtein ConformationProtein EngineeringThermodynamicsB7-H1 AntigenCD274 protein, humanDisulfidesGP2 protein, humanGPI-Linked ProteinsLigandsPeptide Librarycombinatorial librariesGp2 proteins enhancePD-L1 binderssitewise amino acid constraint

Identifiers

PMID29799714
PMCPMC6051759

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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.