Evidence map›Paper›PMID 35858383›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2022

Correlation between the binding affinity and the conformational entropy of nanobody SARS-CoV-2 spike protein complexes.

Halina Mikolajek, Miriam Weckener, Z Faidon Brotzakis, Jiandong Huo, Evmorfia V Dalietou, Audrey Le Bas, Pietro Sormanni, Peter J Harrison, Philip N Ward, Steven Truong and 10 more

Open access · hybridAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed
5.5field-weighted citation impact, top 3% 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

18 citing papers in PubMed, 39 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Review
  5. Review
  6. Article
  7. Article
  8. Article
  9. Improving the production and stability of nanobodies.Protein engineering, design & selection : PEDS · 2025
    Article
  10. Article
  11. Facilitating and restraining virus infection using cell-attachable soluble viral receptors.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Review
  18. Chemistry towards Biology-Instruct: Snapshot.International journal of molecular sciences · 2022
    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

20 authors at 6 institutions in 2 countries.

Halina MikolajekElectron Bio-Imaging Centre, Diamond Light Source, Didcot OX11 0DE, United Kingdom.ORCID 0000-0003-0776-9974
Miriam WeckenerStructural Biology, The Rosalind Franklin Institute, Didcot OX11 OQS, United Kingdom.ORCID 0000-0002-1419-9378
Z Faidon BrotzakisYusuf Hamied Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom.
Jiandong HuoProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.
Evmorfia V DalietouStructural Biology, The Rosalind Franklin Institute, Didcot OX11 OQS, United Kingdom.
Audrey Le BasProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.
Pietro SormanniYusuf Hamied Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom.ORCID 0000-0002-6228-2221
Peter J HarrisonElectron Bio-Imaging Centre, Diamond Light Source, Didcot OX11 0DE, United Kingdom.
Philip N WardProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.ORCID 0000-0003-2546-3426
Steven TruongYusuf Hamied Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom.ORCID 0000-0001-9624-4461
Lucile MoynieProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.ORCID 0000-0002-4097-4331
Daniel K ClareElectron Bio-Imaging Centre, Diamond Light Source, Didcot OX11 0DE, United Kingdom.
Maud DumouxProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.
Joshua DormonProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.
Chelsea NormanProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.
Naveed HussainProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.ORCID 0000-0002-5170-0061
Vinod VogiralaElectron Bio-Imaging Centre, Diamond Light Source, Didcot OX11 0DE, United Kingdom.ORCID 0000-0002-8534-3736
Raymond J OwensProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.ORCID 0000-0002-3705-2993
Michele VendruscoloYusuf Hamied Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom.ORCID 0000-0002-3616-1610
James H NaismithProtein Production UK, The Research Complex at Harwell, Didcot OX11 OFA, United Kingdom.ORCID 0000-0001-6744-5061
Research Complex at Harwell · GBDiamond Light Source · GBUniversity of Cambridge · GBUniversity of Oxford · GBRosalind Franklin Institute · GBUniversity of the Punjab · PK

Funding

Biotechnology and Biological Sciences Research Council BB/T008784/1Medical Research Council MR/V03958X/1Wellcome Trust
6 · The paper itself

Abstract

Camelid single-domain antibodies, also known as nanobodies, can be readily isolated from naïve libraries for specific targets but often bind too weakly to their targets to be immediately useful. Laboratory-based genetic engineering methods to enhance their affinity, termed maturation, can deliver useful reagents for different areas of biology and potentially medicine. Using the receptor binding domain (RBD) of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) spike protein and a naïve library, we generated closely related nanobodies with micromolar to nanomolar binding affinities. By analyzing the structure-activity relationship using X-ray crystallography, cryoelectron microscopy, and biophysical methods, we observed that higher conformational entropy losses in the formation of the spike protein-nanobody complex are associated with tighter binding. To investigate this, we generated structural ensembles of the different complexes from electron microscopy maps and correlated the conformational fluctuations with binding affinity. This insight guided the engineering of a nanobody with improved affinity for the spike protein.

Indexed as

Antibodies, NeutralizingAntibodies, ViralAntibody AffinitySARS-CoV-2Single-Domain AntibodiesSpike Glycoprotein, CoronavirusCryoelectron MicroscopyEntropyGenetic EngineeringHumansProtein BindingProtein DomainsAntibodies, NeutralizingAntibodies, ViralSingle-Domain AntibodiesSpike Glycoprotein, Coronavirusspike protein, SARS-CoV-2affinitybiophysicscomputational toolCOVID-19electron microscopy

Identifiers

PMID35858383
PMCPMC9351521
OpenAlexW4285491711

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.