Evidence map›Paper›PMID 41279963›Full record

ArticlebioRxiv : the preprint server for biology2025

Pharmacophore-driven antibody discovery on the yeast surface.

Manjie Huang, Sean J Williams, Vikas D Trivedi, Nikhil U Nair, James A Van Deventer

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Manjie HuangChemical and Biological Engineering Department, Tufts University, Medford, Massachusetts 02155, United States.
Sean J WilliamsChemical and Biological Engineering Department, Tufts University, Medford, Massachusetts 02155, United States.
Vikas D TrivediChemical and Biological Engineering Department, Tufts University, Medford, Massachusetts 02155, United States.
Nikhil U NairChemical and Biological Engineering Department, Tufts University, Medford, Massachusetts 02155, United States.ORCID 0000-0001-7737-1385
James A Van DeventerChemical and Biological Engineering Department, Tufts University, Medford, Massachusetts 02155, United States.ORCID 0000-0003-4343-6157

Funding

The yeast surface as a platform for inhibitor discoveryR35GM133471 · NIGMS · TUFTS UNIVERSITY MEDFORD · PI James Allen Van Deventer · 2019 to 2026
$3.1M
Metabolic engineering in humans: Altered gut microbes as a therapeutic platformDP2HD091798 · NICHD · TUFTS UNIVERSITY MEDFORD · PI NAIR, NIKHIL UNNI · 2016 to 2016
$2.3M
NICHD NIH HHS DP2 HD091798NIGMS NIH HHS R35 GM133471
6 · The paper itself

Abstract

Protein-small molecule hybrids are structures capable of combining the inhibitory properties of small molecules and the specificities of binding proteins. However, discovery of such synergistic conjugates is a substantial engineering challenge. Here, we describe pharmacophore-driven antibody discovery as a high throughput approach to hybrid discovery. In this approach, we use a yeast display antibody library containing reactive noncanonical amino acids (ncAAs) and further diversify it by conjugating the library to four sulfonamide pharmacophores. Yeast display binding screens with each of the resulting billion-member hybrid collections against bovine carbonic anhydrase (bCA) yielded diverse collections of hybrids. Individual hybrids exhibited double digit nanomolar binding affinities, and frequently exhibited inhibitory properties in solution, despite the fact that the screens were based solely on binding phenotypes. Deep sequencing of sorted populations revealed that enrichments were strongly pharmacophore-dependent. In particular, screens with a potent pharmacophore led to collections of hybrids varying substantially in pharmacophore attachment point and antibody sequence features, while screens with moderate or weak pharmacophores led to collections with much narrower sets of enriched attachment points and antibody sequence features. Identification of the most frequently isolated CDR-H3 sequences and clustering CDR-H3 sequences by similarity within enriched populations provided further evidence for pharmacophore-dependent sorting outcomes. Experimental binding assays in which the pharmacophore warhead used during screening was replaced by another warhead indicated that isolated clones can tolerate alternative pharmacophores, but tend to prefer the warhead used during screening. Overall, these efforts demonstrate the utility of introducing pharmacophores into antibody libraries along with several lines of evidence that screening outcomes are pharmacophore-driven. These findings advance our understanding of hybrid discovery and highlight opportunities to pursue hybrids as research tools and potential therapeutic leads.

Identifiers

PMID41279963
PMCPMC12632902

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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.