Evidence mapPaperPMID 40735430Full record

ReviewComputational and structural biotechnology journal2025

A comprehensive review on computational metabolomics: Advancing multiscale analysis through

Mohamed S Nafie, Abdelghafar M Abu-Elsaoud, Mohamed K Diab

Abstract readReview
In one paragraph

Review in Computational and structural biotechnology journal, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Review
  2. Review
  3. Review
  4. Review
  5. Arabidopsides as Signatory Biomarkers of theInternational journal of molecular sciences · 2026
    Review
  6. Review
  7. Article
  8. Article
  9. 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

3 authors.

Mohamed S NafieDepartment of Chemistry, College of Sciences, University of Sharjah, Sharjah 27272, United Arab Emirates.
Abdelghafar M Abu-ElsaoudDepartment of Biology, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11623, Saudi Arabia.
Mohamed K DiabPest Physiology Department, Plant Protection Research Institute, Agricultural Research Center, Giza 12311, Egypt.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Computational metabolomics will be established in drug discovery and research on complex biological networks. This field of research enhances the detection of metabolic biomarkers and the prediction of molecular interactions by combining multiscale analysis with

Indexed as

Computational metabolomicsDrug discoveryPharmacokineticsPharmacometabolomics

Identifiers

PMID40735430
PMCPMC12305607

What Socratic 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 Socratic graph.