Evidence map›Paper›PMID 38532612›Full record

ArticleJournal of chemical information and modeling2024

Sequential Contrastive and Deep Learning Models to Identify Selective Butyrylcholinesterase Inhibitors.

Mustafa Kemal Ozalp, Patricia A Vignaux, Ana C Puhl, Thomas R Lane, Fabio Urbina, Sean Ekins

Open access · greenAbstract read
In one paragraph

Article in Journal of chemical information and modeling, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
3.1field-weighted citation impact, top 9% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 7 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. Review
  5. Applications of artificial intelligence in drug discovery for neurological diseases.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2025
    Review
  6. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 1 institution in 1 country.

Mustafa Kemal OzalpCollaborations Pharmaceuticals, Inc., 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.
Patricia A VignauxCollaborations Pharmaceuticals, Inc., 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.ORCID 0009-0004-4015-6410
Ana C PuhlCollaborations Pharmaceuticals, Inc., 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.
Thomas R LaneCollaborations Pharmaceuticals, Inc., 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.ORCID 0000-0001-9240-4763
Fabio UrbinaCollaborations Pharmaceuticals, Inc., 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.
Sean EkinsCollaborations Pharmaceuticals, Inc., 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.ORCID 0000-0002-5691-5790
Collaborations Pharmaceuticals (United States) · US

Funding

Centralized assay datasets for modelling support of small drug discovery organizationsR44GM122196 · NIGMS · COLLABORATIONS PHARMACEUTICALS, INC. · PI EKINS, SEAN · 2018 to 2022
$3.3M
MegaTox for analyzing and visualizing data across different screening systemsR44ES031038 · NIEHS · COLLABORATIONS PHARMACEUTICALS, INC. · PI EKINS, SEAN · 2022 to 2023
$1.7M
Machine learning approaches to predict Acetylcholinesterase inhibitionR43ES033855 · NIEHS · COLLABORATIONS PHARMACEUTICALS, INC. · PI EKINS, SEAN · 2022 to 2022
$256k
NIEHS NIH HHS R43 ES033855NIEHS NIH HHS R44 ES031038NIGMS NIH HHS R44 GM122196
6 · The paper itself

Abstract

Butyrylcholinesterase (BChE) is a target of interest in late-stage Alzheimer's Disease (AD) where selective BChE inhibitors (BIs) may offer symptomatic treatment without the harsh side effects of acetylcholinesterase (AChE) inhibitors. In this study, we explore multiple machine learning strategies to identify BIs

Indexed as

ButyrylcholinesteraseCholinesterase InhibitorsDeep LearningAcetylcholinesteraseAlzheimer DiseaseHumansModels, MolecularAcetylcholinesteraseButyrylcholinesteraseCholinesterase Inhibitors

Identifiers

PMID38532612
PMCPMC11331448
OpenAlexW4393232119

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.