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Record W4200331451 · doi:10.1021/acs.jmedchem.1c01586

Optimization of TAM16, a Benzofuran That Inhibits the Thioesterase Activity of Pks13; Evaluation toward a Preclinical Candidate for a Novel Antituberculosis Clinical Target

2021· article· en· W4200331451 on OpenAlexaff
Caroline Wilson, Peter C. Ray, Fabio Zuccotto, Jorge Hernández, Anup Aggarwal, Claire J. Mackenzie, Nicola Caldwell, Malcolm Taylor, Margaret Huggett, Michael Mathieson, Dinakaran Murugesan, Alasdair Smith, Susan H. Davis, Mattia Cocco, Maloy Kumar Parai, Arjun Acharya, Fábio K. Tamaki, Paul Scullion, Ola Epemolu, Jennifer Riley, Laste Stojanovski, Eva María López-Román, Pedro Alfonso Torres-Gómez, Ana Maria Toledo, Laura Guijarro-López, Isabel Camino, Curtis A. Engelhart, Dirk Schnappinger, Lisa M. Massoudi, Anne J. Lenaerts, Gregory T. Robertson, Chris Walpole, David J. Matthews, David Floyd, James C. Sacchettini, Kevin D. Read, Lourdes Encinas, Robert H. Bates, Simon R. Green, Paul G. Wyatt

Bibliographic record

VenueJournal of Medicinal Chemistry · 2021
Typearticle
Languageen
FieldMedicine
TopicTuberculosis Research and Epidemiology
Canadian institutionsStructural Genomics ConsortiumMcGill University Health Centre
FundersArgonne National LaboratoryNational Institutes of HealthWellcome TrustWellcomeWelch FoundationBiological and Environmental ResearchNational Institute of Allergy and Infectious DiseasesBill and Melinda Gates FoundationColorado State UniversityU.S. Department of Energy
KeywordshERGBenzofuranPharmacologyMycobacterium tuberculosisChemistryCardiotoxicityIn vivoTuberculosisDrug discoveryComputational biologyMedicineBiochemistryPotassium channelBiologyBiotechnologyToxicityStereochemistryInternal medicine

Abstract

fetched live from OpenAlex

High Resolution Image Download MS PowerPoint Slide With increasing drug resistance in tuberculosis (TB) patient populations, there is an urgent need for new drugs. Ideally, new agents should work through novel targets so that they are unencumbered by preexisting clinical resistance to current treatments. Benzofuran 1 was identified as a potential lead for TB inhibiting a novel target, the thioesterase domain of Pks13. Although, having promising activity against Mycobacterium tuberculosis, its main liability was inhibition of the hERG cardiac ion channel. This article describes the optimization of the series toward a preclinical candidate. Despite improvements in the hERG liability in vitro, when new compounds were assessed in ex vivo cardiotoxicity models, they still induced cardiac irregularities. Further series development was stopped because of concerns around an insufficient safety window. However, the demonstration of in vivo activity for multiple series members further validates Pks13 as an attractive novel target for antitubercular drugs and supports development of alternative chemotypes.

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 score0.003
Threshold uncertainty score0.009

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 science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.146
GPT teacher head0.447
Teacher spread0.301 · 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

Citations35
Published2021
Admission routes1
Has abstractyes

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Same venueJournal of Medicinal ChemistrySame topicTuberculosis Research and EpidemiologyFrench-language works237,207