Evidence map›Paper›PMID 38632985›Full record

ArticleiScience2024

Modeling non-genetic information dynamics in cells using reservoir computing.

Dipesh Niraula, Issam El Naqa, Jack Adam Tuszynski, Robert A Gatenby

Open access · goldAbstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in iScience, 2024. 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
1.7field-weighted citation impact, top 14% 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

5 citing papers in PubMed, 5 citations in OpenAlex.

  1. Review
  2. Article
  3. Review
  4. The Multiscale Wisdom of the Body: Collective Intelligence as a Tractable Interface for Next-Generation Biomedicine.BioEssays : news and reviews in molecular, cellular and developmental biology · 2025
    Review
  5. 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 at 2 institutions in 4 countries.

Dipesh NiraulaDepartment of Machine Learning, Moffitt Cancer Center, Tampa, FL, USA.
Issam El NaqaDepartment of Machine Learning, Moffitt Cancer Center, Tampa, FL, USA.
Jack Adam TuszynskiDepartments of Physics and Oncology, University of Alberta, Edmonton, AB, Canada.
Robert A GatenbyDepartments of Radiology and Integrated Mathematical Oncology, Moffitt Cancer Center, Tampa, FL, USA.
Moffitt Cancer Center · USSilesian University of Technology · PL

Funding

Optimal Decision Making in Radiotherapy Using Panomics AnalyticsR01CA233487 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI EL NAQA, ISSAM M. · 2019 to 2023
$2.4M
NCI NIH HHS R01 CA233487
6 · The paper itself

Abstract

Virtually all cells use energy-driven, ion-specific membrane pumps to maintain large transmembrane gradients of Na

Indexed as

Biological sciencesComputer scienceHealth sciences

Identifiers

PMID38632985
PMCPMC11022048
OpenAlexW4393255869

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.