Evidence map›Paper›PMID 39412786›Full record

ArticleAnalytical chemistry2024

Machine Learning Classification of Integrin-Expression-Based Magnetic Sorted SW 620 Cells by Simultaneous O-PTIR and SERS.

Blair L Rist, Spencer A Witte, Zachary D Schultz

Abstract read
In one paragraph

Article in Analytical chemistry, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. 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

3 authors.

Blair L RistDepartment of Chemistry and Biochemistry, The Ohio State University, Columbus, Ohio 43210, United States.
Spencer A WitteDepartment of Chemistry and Biochemistry, The Ohio State University, Columbus, Ohio 43210, United States.
Zachary D SchultzDepartment of Chemistry and Biochemistry, The Ohio State University, Columbus, Ohio 43210, United States.ORCID 0000-0003-1741-8801

Funding

Translational Therapeutics Research Program (TT)P30CA016058 · NCI · OHIO STATE UNIVERSITY · PI Jennifer A. Woyach · 1985 to 2026
$132.3M
Targeted TERS Investigations of Ligand-Receptor BindingR01GM109988 · NIGMS · UNIVERSITY OF NOTRE DAME · PI SCHULTZ, ZACHARY · 2015 to 2024
$3.2M
NCI NIH HHS P30 CA016058NIGMS NIH HHS R01 GM109988
6 · The paper itself

Abstract

Immortalized cell lines are commonly used for in vitro studies such as drug efficacy, toxicology, and life cycle due to their cost effectiveness and accessibility; however, subpopulations within a cell line can arise from random mutations or asynchronous cell cycles which may lead to results that make interpretation difficult. A method that could classify these differences and separate unique subpopulations would increase our understanding of heterogeneous cellular responses. In the present work, we explore spectroscopic signals associated with subpopulations of cells magnetically sorted on the basis of α

Indexed as

Machine LearningSpectrum Analysis, RamanCell Line, TumorGoldHumansIntegrin alpha5beta1Metal NanoparticlesOligopeptidesSpectrophotometry, InfraredGoldIntegrin alpha5beta1Oligopeptides

Identifiers

PMID39412786
PMCPMC12140086

What OpenQuestion holds

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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.