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Record W4393868475 · doi:10.1101/2024.04.02.587727

Enhanced delivery of protein therapeutics with a diphtheria toxin-like platform that evades pre-existing neutralizing immunity

2024· preprint· en· W4393868475 on OpenAlexaff
Shivneet K. Gill, Seiji N. Sugiman‐Marangos, Greg L. Beilhartz, E Mei, Mikko Taipale, Roman A. Melnyk

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2024
Typepreprint
Languageen
FieldImmunology and Microbiology
TopicToxin Mechanisms and Immunotoxins
Canadian institutionsSickKids FoundationHospital for Sick ChildrenUniversity of Toronto
Fundersnot available
KeywordsImmunotoxinDiphtheria toxinBiologyImmunityAntibodyComputational biologyVirologyToxinImmune systemMicrobiologyImmunologyMonoclonal antibody

Abstract

fetched live from OpenAlex

ABSTRACT Targeted intracellular delivery of therapeutic peptides and proteins remains an important but unresolved goal in biotechnology. A promising approach is to engineer bacterial exotoxins that deliver their cytotoxic enzymes into cells and can be engineered to target cancer cells as is the case with immunotoxins. The well-studied diphtheria toxin translocation domain is ideally suited as a delivery platform as it has been shown to be capable of delivering a wide range of macromolecular cargo. Widespread deployment of DT-based therapeutics in humans, however, is complicated by the prevalence of pre-existing anti-DT antibodies from childhood vaccinations that reduce the exposure, efficacy and safety of this important class of protein drugs. Thus, there is a great need for delivery platforms with no pre-existing immunity in humans. Here, we describe the discovery and characterization of a distant diphtheria toxin homolog from the ancient reptile pathogen Austwickia chelonae that we have named Chelona Toxin (CT). We show that CT is comparable to DT structure and function in all respects except that it is not recognized by pre-existing anti-DT antibodies present in human sera. Moreover, we demonstrate that the CT translocase is superior to the DT translocase at delivering therapeutic protein cargo into target cells. These findings highlight CT as a potentially class-enabling new chassis for developing safer and more efficacious immunotoxins and intracellular protein delivery platforms for cancer therapy.

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 score0.001
Threshold uncertainty score0.003

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)0.0010.000

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 head0.027
GPT teacher head0.238
Teacher spread0.211 · 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
Published2024
Admission routes1
Has abstractyes

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