Evidence map›Paper›PMID 37575221›Full record

ArticleFrontiers in immunology2023

Combining deep mutational scanning to heatmap of HLA class II binding of immunogenic sequences to preserve functionality and mitigate predicted immunogenicity.

Coline Sivelle, Raphael Sierocki, Youen Lesparre, Aurore Lomet, Wagner Quintilio, Steven Dubois, Evelyne Correia, Ana Maria Moro, Bernard Maillère, Hervé Nozach

Open access · goldAbstract read
In one paragraph

Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
1.1field-weighted citation impact, top 22% 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

5 citing papers in PubMed, 7 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. A Snake Toxin Derivative for Treatment of Hyponatremia and Polycystic Kidney Diseases.Journal of the American Society of Nephrology : JASN · 2025
    Article
  5. 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

10 authors at 6 institutions in 2 countries.

Coline SivelleUniversité de Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, Gif-sur-Yvette, France.
Raphael SierockiUniversité de Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, Gif-sur-Yvette, France.
Youen LesparreCEA List, Université Paris-Saclay, Palaiseau, France.
Aurore LometCEA List, Université Paris-Saclay, Palaiseau, France.
Wagner QuintilioBiopharmaceuticals Laboratory, Butantan Institute, Sao Paulo, Brazil.
Steven DuboisUniversité de Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, Gif-sur-Yvette, France.
Evelyne CorreiaUniversité de Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, Gif-sur-Yvette, France.
Ana Maria MoroBiopharmaceuticals Laboratory, Butantan Institute, Sao Paulo, Brazil.
Bernard MaillèreUniversité de Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, Gif-sur-Yvette, France.
Hervé NozachUniversité de Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, Gif-sur-Yvette, France.
CEA Paris-Saclay · FRInstitut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement · FRInstituto Butantan · BRLaboratoire d'Intégration des Systèmes et des Technologies · FRCommissariat à l'Énergie Atomique et aux Énergies Alternatives · FRTechnologies pour la Santé · FR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Removal of CD4 T cell epitopes from therapeutic antibody sequences is expected to mitigate their potential immunogenicity, but its application is complicated by the location of their T cell epitopes, which mainly overlap with complementarity-determining regions. We therefore evaluated the flexibility of antibody sequences to reduce the predicted affinity of corresponding peptides for HLA II molecules and to maintain antibody binding to its target in order to guide antibody engineering for mitigation of predicted immunogenicity. Permissive substitutions to reduce affinity of peptides for HLA II molecules were identified by establishing a heatmap of HLA class II binding using T-cell epitope prediction tools, while permissive substitutions preserving binding to the target were identified by means of deep mutational scanning and yeast surface display. Combinatorial libraries were then designed to identify active clones. Applied to adalimumab, an anti-TNFα human antibody, this approach identified 200 mutants with a lower HLA binding score than adalimumab. Three mutants were produced as full-length antibodies and showed a higher affinity for TNFα and neutralization ability than adalimumab. This study also sheds light on the permissiveness of antibody sequences with regard to functionality and predicted T cell epitope content.

Indexed as

CD4-Positive T-LymphocytesEpitopes, T-LymphocyteAdalimumabAntibodiesHumansMutationPeptidesAdalimumabAntibodiesEpitopes, T-LymphocytePeptidesantibody engineeringdeep mutational scanningimmunogenicityT-cell epitopeyeast surface display

Identifiers

PMID37575221
PMCPMC10416631
OpenAlexW4385341669

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.