Evidence map›Paper›PMID 41590694›Full record

ArticleMetabolites2026

Artificial Neural Network Elucidates the Role of Transport Proteins in

Niaz Bahar Chowdhury, Mark Kathol, Nabia Shahreen, Rajib Saha

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Metabolites, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Machine Learning Reveals Proteome-Encoded Growth Predictors ofbioRxiv : the preprint server for biology · 2025
    Article
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.

Niaz Bahar ChowdhuryChemical and Biomolecular Engineering, University of Nebraska-Lincoln, Lincoln, NE 68508, USA.
Mark KatholChemical and Biomolecular Engineering, University of Nebraska-Lincoln, Lincoln, NE 68508, USA.
Nabia ShahreenChemical and Biomolecular Engineering, University of Nebraska-Lincoln, Lincoln, NE 68508, USA.ORCID 0000-0002-6461-6184
Rajib SahaChemical and Biomolecular Engineering, University of Nebraska-Lincoln, Lincoln, NE 68508, USA.ORCID 0000-0002-2974-0243

Funding

National Science Foundation (NSF) CAREER Award 1943310
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial neural networkslignin breakdown productsmetabolic responseomics dataRhodopseudomonas palustris

Identifiers

PMID41590694
PMCPMC12844201

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.