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Record W4411312610 · doi:10.1101/2025.06.10.658846

Rational Generation of Monoclonal Antibodies and Intrabodies Selective for Pathogenic TDP-43

2025· preprint· en· W4411312610 on OpenAlexaff
Beibei Zhao, Sarah Louadi, Juliane Coutts, Ebrima Gibbs, Megan Y. Huang, Ryan J. Marina, Stefan Aigner, Parvez Alam, Mari L. DeMarco, Ian R. Mackenzie, Anke A. Djikstra, Byron Caughey, G Yeo, Johanne Kaplan, Neil R. Cashman

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2025
Typepreprint
Languageen
FieldMedicine
TopicMonoclonal and Polyclonal Antibodies Research
Canadian institutionsUniversity of British ColumbiaAmorfix (Canada)
FundersNational Institute of Allergy and Infectious DiseasesNHLBI Division of Intramural ResearchNational Institutes of HealthDivision of Intramural Research, National Institute of Allergy and Infectious Diseases
KeywordsMonoclonal antibodyAntibodyVirologyChemistryBiologyImmunology

Abstract

fetched live from OpenAlex

ABSTRACT TAR DNA-binding protein 43 (TDP-43), encoded by the TARDBP gene, is a ribonucleoprotein associated with the pathogenesis of amyotrophic lateral sclerosis (ALS), frontotemporal dementia (FTD), and Alzheimer’s disease (AD). Under physiological conditions, TDP-43 is predominantly localized in the nucleus, where it participates in a variety of cellular functions related to RNA splicing, transport, and stability, as well as miRNA biogenesis. In disease, it is disproportionately mislocalized to the cytoplasm where it forms aggregates, which contribute to neurotoxicity and prion-like cell-to-cell propagation of pathogenic TDP-43. Targeting of misfolded aggregates of TDP-43 represents an attractive therapeutic strategy. However, development of effective immunotherapeutic agents remains a challenge, as they require stringent selectivity for misfolded TDP-43 in order to maintain the essential functions of physiologically native TDP-43. To address this issue, monoclonal antibodies (mAbs) and intrabodies were generated against an epitope in the N-terminal domain of TDP-43 that is only exposed when the protein is misfolded, but not in its properly folded form. We show that mouse and rabbit mAbs against this epitope displayed high binding affinities by surface plasmon resonance analysis and selectively reacted with pathological TDP-43 in post-mortem tissues from ALS, FTD, and AD patients. In a cell line system, human embryonic kidney (HEK) 293T cells, mAbs and corresponding intrabodies specifically reacted with cytoplasmic aggregates of transfected misfolded TDP-43 lacking the nuclear localization signal, TDP-43 ΔNLS . Functionally, mAbs inhibited cell-to-cell transmission of misfolded TDP-43 and the seeding activity of misfolded TDP-43 from FTLD brain homogenates by a novel RT-QuIC assay. Intrabodies promoted the degradation of intracellular aggregates of TDP-43 in HEK293T cells and in induced pluripotent stem cell-derived motor neurons (iPSC-MNs) from ALS patients. The results provide proof-of-concept evidence that supports selective targeting of misfolded toxic aggregates of TDP-43 as a potentially safe and effective avenue to treat neurodegenerative diseases associated with TDP-43 proteinopathy.

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 score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.001
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 head0.035
GPT teacher head0.290
Teacher spread0.255 · 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
Published2025
Admission routes1
Has abstractyes

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