Evidence map›Paper›PMID 39730859›Full record

ArticleScientific reports2024

Towards a more objective and high-throughput spheroid invasion assay quantification method.

Rozanne W Mungai, Roger J Hartman, Grace E Jolin, Kevin W Piskorowski, Kristen L Billiar

Abstract read
In one paragraph

Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Article
  3. Cyclic stretch inhibits cell invasion in 3D scaffolds.bioRxiv : the preprint server for biology · 2026
    Article
  4. Review
  5. Article
  6. Article
  7. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors.

Rozanne W MungaiDepartment of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, MA, 01605, USA.
Roger J Hartman, Worcester, MA, 01605, USA.
Grace E JolinDepartment of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, MA, 01605, USA.
Kevin W PiskorowskiDepartment of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, MA, 01605, USA.
Kristen L BilliarDepartment of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, MA, 01605, USA. kbilliar@wpi.edu.

Funding

The mechanics of host cell repopulation of engineered tissuesR15HL167235 · NHLBI · WORCESTER POLYTECHNIC INSTITUTE · PI BILLIAR, KRISTEN L · 2023 to 2024
$700k
American Heart Association 20AIREA35120448American Heart Association-American Stroke Association 20AIREA35120448National Science Foundation CMMI 1761432NHLBI NIH HHS R15 HL167235NIH HHS 1R15HL167235-01
6 · The paper itself

Abstract

Multicellular spheroids embedded in 3D hydrogels are prominent in vitro models for 3D cell invasion. Yet, quantification methods for spheroid cell invasion that are high-throughput, objective and accessible are still lacking. Variations in spheroid sizes and the shapes of the cells within render it difficult to objectively assess invasion extent. The goal of this work is to develop a high-throughput quantification method of cell invasion into 3D matrices that minimizes sensitivity to initial spheroid size and cell spreading and provides precise integrative directionally-dependent metrics of invasion. By analyzing images of fluorescent cell nuclei, invasion metrics are automatically calculated at the pixel level. The initial spheroid boundary is segmented and automated calculations of the nuclear pixel distances from the initial boundary are used to compute common invasion metrics (i.e., the change in invasion area, mean distance) for the same spheroid at a later timepoint. We also introduce the area moment of inertia as an integrative metric of cell invasion that considers the invasion area as well as the pixel distances from the initial spheroid boundary. Further, we show that principal component analysis can be used to quantify the directional influence of a stimuli to invasion (e.g., due to a chemotactic gradient or contact guidance). To demonstrate the power of the analysis for cell types with different invasive potentials and the utility of this method for a variety of biological applications, the method is used to analyze the invasiveness of five different cell types. In all, implementation of this high-throughput quantification method results in consistent and objective analysis of 3D multicellular spheroid invasion. We provide the analysis code in both MATLAB and Python languages as well as a GUI for ease of use for researchers with a range of computer programming skills and for applications in a variety of biological research areas such as wound healing and cancer metastasis.

Indexed as

High-Throughput Screening AssaysSpheroids, CellularCell Line, TumorCell MovementHumansHydrogelsNeoplasm InvasivenessPrincipal Component AnalysisHydrogels

Identifiers

PMID39730859
PMCPMC11681046

What Socratic holds

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Registered trials

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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.