Evidence map›Paper›PMID 36187180›Full record

ArticleFrontiers in bioinformatics2022

Scoring Functions for Protein-Ligand Binding Affinity Prediction using Structure-Based Deep Learning: A Review.

Rocco Meli, Garrett M Morris, Philip C Biggin

Abstract read
In one paragraph

Article in Frontiers in bioinformatics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 72 papers.

0numbers the graph read from it
0cells of the map it votes in
72citing 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

72 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. Article
  5. Article
  6. Review
  7. Article
  8. Article
  9. Review
  10. Review
  11. Review
  12. CDK7 as a Target for Docking Screens.Methods in molecular biology (Clifton, N.J.) · 2026
    Article
  13. Frontiers in bioinformatics · 2026
    Review
  14. Article
  15. Molegro Virtual Docker for Docking Screens.Methods in molecular biology (Clifton, N.J.) · 2026
    Article
  16. A Primer on SAnDReS 2.0 for Scoring Function Design.Methods in molecular biology (Clifton, N.J.) · 2026
    Article
  17. Elastic Net Regression to Predict CDK2 Inhibition.Methods in molecular biology (Clifton, N.J.) · 2026
    Article
  18. Hands-On Docking with Molegro Virtual Docker.Methods in molecular biology (Clifton, N.J.) · 2026
    Article
  19. Combining MVD and Ridge Method to Predict CDK2 Inhibition.Methods in molecular biology (Clifton, N.J.) · 2026
    Article
  20. Molegro Data Modeller for Machine Learning.Methods in molecular biology (Clifton, N.J.) · 2026
    Article

12 more citing papers are in PubMed but not listed here.

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

3 authors.

Rocco MeliDepartment of Biochemistry, University of Oxford, Oxford, United Kingdom.
Garrett M MorrisDepartment of Statistics, University of Oxford, Oxford, United Kingdom.
Philip C BigginDepartment of Biochemistry, University of Oxford, Oxford, United Kingdom.

Funding

Biotechnology and Biological Sciences Research Council BB/M011224/1Biotechnology and Biological Sciences Research Council BB/S50760X/1
6 · The paper itself

Abstract

The rapid and accurate

Indexed as

binding affinitydeep learningdockingin silico drug discoverymachine learningprotein-ligand bindingscoring functionsstructure-based drug discovery

Identifiers

PMID36187180
PMCPMC7613667

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.