Evidence map›Paper›PMID 40872567›Full record

ArticlePharmaceuticals (Basel, Switzerland)2025

Network Pharmacology and Machine Learning Identify Flavonoids as Potential Senotherapeutics.

Jose Alberto Santiago-de-la-Cruz, Nadia Alejandra Rivero-Segura, María Elizbeth Alvarez-Sánchez, Juan Carlos Gomez-Verjan

Abstract read
In one paragraph

Article in Pharmaceuticals (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. Review
  5. Cellular Senescence in Skin Wound Repair: Dual Roles and Senotherapeutic Interventions.Wound repair and regeneration : official publication of the Wound Healing Society [and] the European Tissue Repair Society
    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

4 authors.

Jose Alberto Santiago-de-la-CruzDirección de Investigación, Instituto Nacional Geriatría (INGER), Mexico City 10200, Mexico.ORCID 0009-0002-5801-0319
Nadia Alejandra Rivero-SeguraDirección de Investigación, Instituto Nacional Geriatría (INGER), Mexico City 10200, Mexico.ORCID 0000-0002-2659-6864
María Elizbeth Alvarez-SánchezPosgrado en Ciencias Genómicas, Universidad Autónoma de la Ciudad de México, San Lorenzo 290, Col. Del Valle, Mexico City 03100, Mexico.ORCID 0000-0002-9212-4451
Juan Carlos Gomez-VerjanDirección de Investigación, Instituto Nacional Geriatría (INGER), Mexico City 10200, Mexico.ORCID 0000-0001-7186-8067

Funding

Consejo Nacional de Humanidades, Ciencias y Tecnologías 319706
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ageingflavonoidsmachine learningnetwork pharmacologysenescence

Identifiers

PMID40872567
PMCPMC12389116

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.