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Record W4292986257 · doi:10.1101/2022.08.22.504611

Genetically-Encoded Discovery of Perfluoroaryl-Macrocycles that Bind to Albumin and Exhibit Extended Circulation <i>in-vivo</i>

2022· preprint· en· W4292986257 on OpenAlexafffund
Jeffrey Y. K. Wong, Steven E. Kirberger, Ryan Qiu, Arunika I. Ekanayake, Payam Kelich, Susmita Sarkar, Edgar R. Alvizo-Paez, Shiva Kalhor‐Monfared, John J. Dwyer, John M. Nuss, Yu‐Shan Lin, Matthew S. Macauley, Lela Vuković, William C. K. Pomerantz, Ratmir Derda

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2022
Typepreprint
Languageen
FieldMedicine
TopicMonoclonal and Polyclonal Antibodies Research
Canadian institutionsUniversity of Alberta
FundersNational Institute of General Medical SciencesFerring Research InstituteNatural Sciences and Engineering Research Council of CanadaNational Institutes of Health
KeywordsCysteineIn vivoPhage displayChemistryHuman serum albuminAlbuminPeptideBovine serum albuminStereochemistrySerum albuminAffinitiesBiochemistryPeptide libraryPeptide sequenceCombinatorial chemistryBiologyGeneGenetics

Abstract

fetched live from OpenAlex

Abstract In this paper, we report selection of albumin-binding macrocyclic peptides from genetically encoded libraries of peptides modified by perfluoroaryl-cysteine S N Ar chemistry. Modification of phage-displayed libraries SXCX n C-phage, n =3–5, where X is any amino acid except for cysteine by decafluoro-diphenylsulfone ( DFS ), yields genetically-encoded library of octafluoro-diphen-ylsulfone-crosslinked macrocycles ( OFS -SXCX n C-phage). Selection from these libraries using albumin as a bait identified a family of significantly enriched perfluoroaryl-macrocycles. Synthesis of perfluoroaryl-macrocycles predicted by phage display and testing their binding properties by 19 F NMR and fluorescent polarization identified OFS -macrocycle with SICRFFC sequence as the most potent albumin binder. We observed that OFS -macrocycles slowly react with biological nucleophiles such as glutathione. Replacing decafluoro-diphenylsulfone by nearly isosteric pentafluorophenyl sulfide yielded perfluorophenylsulfide ( PFS )-crosslinked macrocycles devoid of undesired reactivity. The augmented lead PFS -macrocycle with SICRFFC sequence exhibited K D = 4–6 μM towards human serum albumin and similar affinities towards rat and mouse albumins. When injected in mouse, the PFS -SICRFFCGGG compound was significantly retained in circulation in vivo when compared to control PFS -macrocyclic peptide. The perfluoroaryl-macrocycles with SICRFFC motif are the smallest known peptide macrocycle with significant affinity for human albumin and they are a productive starting point for future development of compact macrocycles with predictable circulation half-life in vivo .

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.000
Threshold uncertainty score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.022
GPT teacher head0.267
Teacher spread0.245 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2022
Admission routes2
Has abstractyes

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