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Record W4407868577 · doi:10.1007/s00044-025-03386-5

An evaluation of spirooxindoles as blocking agents of SARS-CoV-2 spike/ACE2 interaction: synthesis, biological evaluation and computational analysis

2025· article· en· W4407868577 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueMedicinal Chemistry Research · 2025
Typearticle
Languageen
FieldComputer Science
TopicComputational Drug Discovery Methods
Canadian institutionsStructural Genomics ConsortiumUniversity of Toronto
FundersLifeArcAlexander von Humboldt-StiftungBill and Melinda Gates Foundation
KeywordsBlocking (statistics)ChemistrySpike (software development)Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Coronavirus disease 2019 (COVID-19)Computational biologyVirologyComputer scienceBiologyInternal medicineMedicine

Abstract

fetched live from OpenAlex

Abstract Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has gained significant public health attention owing to its devastating effects on lives and livelihoods worldwide. Due to difficult access to vaccines in many developing countries and the inefficiency of vaccines in providing complete protection even with fully vaccinated persons, there remains the need for the development of novel drugs to combat the disease. This study describes the in vitro activity of a library of fifty-five spiro-fused tetrahydroisoquinoline–oxindole hybrids (spirooxindoles) as potential blocking agents of the interaction between the SARS-CoV-2 viral spike and the human angiotensin-converting enzyme 2 (ACE2) receptor, essential for viral transmission. The synthesis was conducted by the Pictet-Spengler condensation of phenethylamine and isatin derivatives, while the screening against spike-ACE2 interaction was done using our previously described AlphaScreen fluorescent assay. The in vitro screening identified compound ( 11j ) as the most active, showing a 50% inhibitory concentration (IC 50 ) of 3.6 μM against SARS-CoV-2 spike/ACE2 interaction. Structure-activity relationships explained via molecular docking studies and the computation of binding free energy of each compound with respect to the spike/ACE2 protein-protein interaction showed that the most active compound possesses a bulky naphthyl group, which addresses voluminous hydrophobic regions of the ACE2 binding site and interacts with the hydrophobic residues of the target. Therefore, these compounds could be potentially useful in searching for SARS-CoV-2 spike/ACE2 interaction blocking agents.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.013
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.489
Threshold uncertainty score0.504

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0130.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.312
GPT teacher head0.551
Teacher spread0.239 · 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