Evidence map›Paper›PMID 33805419›Full record

ArticleMolecules (Basel, Switzerland)2021

Accelerated Repurposing and Drug Development of Pulmonary Hypertension Therapies for COVID-19 Treatment Using an AI-Integrated Biosimulation Platform.

Kaushik Chakravarty, Victor G Antontsev, Maksim Khotimchenko, Nilesh Gupta, Aditya Jagarapu, Yogesh Bundey, Hypatia Hou, Neha Maharao, Jyotika Varshney

Open access · goldAbstract read
In one paragraph

Article in Molecules (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed
3.0field-weighted citation impact, top 8% 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

17 citing papers in PubMed, 22 citations in OpenAlex.

  1. Review
  2. Review
  3. AΙ-Driven Drug Repurposing: Applications and Challenges.Medicines (Basel, Switzerland) · 2025
    Review
  4. Review
  5. Review
  6. Review
  7. Article
  8. Article
  9. Paving New Roads UsingIranian journal of pharmaceutical research : IJPR · 2022
    Review
  10. Article
  11. Review
  12. Review
  13. Review
  14. Article
  15. Article
  16. Article
  17. Artificial intelligence-driven drug repurposing and structural biology for SARS-CoV-2.Current research in pharmacology and drug discovery · 2021
    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

9 authors.

Kaushik ChakravartyVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.ORCID 0000-0002-0067-7332
Victor G AntontsevVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.ORCID 0000-0002-5007-7298
Maksim KhotimchenkoVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.ORCID 0000-0001-8440-9927
Nilesh GuptaVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.
Aditya JagarapuVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.
Yogesh BundeyVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.
Hypatia HouVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.
Neha MaharaoVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.
Jyotika VarshneyVeriSIM Life, 1 Sansome Street, Suite 3500, San Francisco, CA 94104, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The COVID-19 pandemic has reached over 100 million worldwide. Due to the multi-targeted nature of the virus, it is clear that drugs providing anti-COVID-19 effects need to be developed at an accelerated rate, and a combinatorial approach may stand to be more successful than a single drug therapy. Among several targets and pathways that are under investigation, the renin-angiotensin system (RAS) and specifically angiotensin-converting enzyme (ACE), and Ca

Indexed as

COVID-19 Drug TreatmentAngiotensin-Converting Enzyme InhibitorsAntiviral AgentsBiosimilar PharmaceuticalsCalcium Channel BlockersComputer SimulationCOVID-19Databases, PharmaceuticalDrug DevelopmentDrug RepositioningHumansHypertension, PulmonaryTissue DistributionAngiotensin-Converting Enzyme InhibitorsAntiviral AgentsBiosimilar PharmaceuticalsCalcium Channel BlockersACE inhibitorsartificial intelligencecalcium channel blockersCOVID-19drug repurposing

Identifiers

PMID33805419
PMCPMC8037385
OpenAlexW3146410443

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.