Evidence map›Paper›PMID 33434015›Full record

ArticleACS infectious diseases2021

A Machine Learning Strategy for Drug Discovery Identifies Anti-Schistosomal Small Molecules.

Kimberley M Zorn, Shengxi Sun, Cecelia L McConnon, Kelley Ma, Eric K Chen, Daniel H Foil, Thomas R Lane, Lawrence J Liu, Nelly El-Sakkary, Danielle E Skinner and 2 more

Abstract read
In one paragraph

Article in ACS infectious diseases, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing 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

14 citing papers in PubMed.

  1. Article
  2. Plant-Derived Terpenes as Emerging Therapeutics Against Schistosomiasis.International journal of molecular sciences · 2026
    Review
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Phenotypic Profiling of Macrocyclic Lactones on ParasiticAntimicrobial agents and chemotherapy · 2023
    Article
  9. The Commoditization of AI for Molecule Design.Artificial intelligence in the life sciences · 2022
    Article
  10. Review
  11. Article
  12. Article
  13. Review
  14. 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

12 authors.

Kimberley M ZornCollaborations Pharmaceuticals, 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.
Shengxi SunCenter for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California 92093-0021, United States.
Cecelia L McConnonCenter for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California 92093-0021, United States.
Kelley MaCenter for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California 92093-0021, United States.
Eric K ChenCenter for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California 92093-0021, United States.
Daniel H FoilCollaborations Pharmaceuticals, 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.
Thomas R LaneCollaborations Pharmaceuticals, 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.
Lawrence J LiuCenter for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California 92093-0021, United States.
Nelly El-SakkaryCenter for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California 92093-0021, United States.
Danielle E SkinnerCenter for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California 92093-0021, United States.
Sean EkinsCollaborations Pharmaceuticals, 840 Main Campus Drive, Lab 3510, Raleigh, North Carolina 27606, United States.ORCID 0000-0002-5691-5790
Conor R CaffreyCenter for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California 92093-0021, United States.

Funding

Centralized assay datasets for modelling support of small drug discovery organizationsR44GM122196 · NIGMS · COLLABORATIONS PHARMACEUTICALS, INC. · PI EKINS, SEAN · 2018 to 2022
$3.3M
Defining the death transcriptome of Schistosoma mansoni to construct a molecular drug screenR21AI126296 · NIAID · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI CAFFREY, CONOR · 2017 to 2018
$415k
Predoctoral Research Training in Maternal and Pediatric PharmacologyT35HD064385 · NICHD · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI BEST, BROOKIE MANNING · 2010 to 2021
$376k
Centralized assay datasets for modelling support of small drug discovery organizationsR43GM122196 · NIGMS · COLLABORATIONS PHARMACEUTICALS, INC. · PI EKINS, SEAN · 2017 to 2017
$150k
NIAID NIH HHS HHSN272201700014CNIAID NIH HHS R21 AI126296NICHD NIH HHS T35 HD064385NIGMS NIH HHS R43 GM122196NIGMS NIH HHS R44 GM122196
6 · The paper itself

Abstract

Schistosomiasis is a chronic and painful disease of poverty caused by the flatworm parasite

Indexed as

Drug DiscoverySchistosoma mansoniAnimalsBayes TheoremLarvaMachine LearningBayesiandrug discoverymachine learningphenotypic screenSchistosomaschistosomiasis

Identifiers

PMID33434015
PMCPMC7887754

What OpenQuestion holds

Textmetadata
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.