Evidence map›Paper›PMID 31677002›Full record

ArticleJournal of computer-aided molecular design2020

Focused Library Generator: case of Mdmx inhibitors.

Zhonghua Xia, Pavel Karpov, Grzegorz Popowicz, Igor V Tetko

Abstract read
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In one paragraph

Article in Journal of computer-aided molecular design, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
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

8 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Artificial intelligence in chemistry and drug design.Journal of computer-aided molecular design · 2020
    Article
  6. Article
  7. Article
  8. Article
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

4 authors.

Zhonghua XiaInstitute of Structural Biology, Helmholtz Zentrum München - Research Center for Environmental Health (GmbH), Ingolstädter Landstraße 1, 85764, Neuherberg, Germany.ORCID 0000-0002-4219-374X
Pavel KarpovInstitute of Structural Biology, Helmholtz Zentrum München - Research Center for Environmental Health (GmbH), Ingolstädter Landstraße 1, 85764, Neuherberg, Germany.ORCID 0000-0003-4786-9806
Grzegorz PopowiczInstitute of Structural Biology, Helmholtz Zentrum München - Research Center for Environmental Health (GmbH), Ingolstädter Landstraße 1, 85764, Neuherberg, Germany.
Igor V TetkoInstitute of Structural Biology, Helmholtz Zentrum München - Research Center for Environmental Health (GmbH), Ingolstädter Landstraße 1, 85764, Neuherberg, Germany. i.tetko@helmholtz-muenchen.de.ORCID 0000-0002-6855-0012

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We present a Focused Library Generator that is able to create from scratch new molecules with desired properties. After training the Generator on the ChEMBL database, transfer learning was used to switch the generator to producing new Mdmx inhibitors that are a promising class of anticancer drugs. Lilly medicinal chemistry filters, molecular docking, and a QSAR IC

Indexed as

Drug DesignSmall Molecule LibrariesAntineoplastic AgentsBinding SitesCell Cycle ProteinsComputer-Aided DesignDatabases, ChemicalDatabases, PharmaceuticalDrug DiscoveryHumansLigandsMolecular Docking SimulationMolecular Dynamics SimulationNeural Networks, ComputerProtein BindingProto-Oncogene ProteinsAntineoplastic AgentsCell Cycle ProteinsLigandsMDM4 protein, humanProto-Oncogene ProteinsSmall Molecule LibrariesLSTMMdmx inhibitorsMolecular dynamicsPharmacophoreStructure generationTransfer learning

Identifiers

What OpenQuestion holds

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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.