Search research articles

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by

Same author

Customizable FDM-based zebrafish larva mold for live imaging.

Biology open·2026

Same author

Fast label-free live imaging with FlowVision reveals key principles of cancer cell arrest on endothelial monolayers.

The EMBO journal·2026

Same author

PhotoFiTT: a quantitative framework for assessing phototoxicity in live-cell microscopy experiments.

Nature communications·2025

Same author

Regulation of cell dynamics by rapid integrin transport through the biosynthetic pathway.

The Journal of cell biology·2025

Same author

Structural Repetition Detector for multi-scale quantitative mapping of molecular complexes through microscopy.

Nature communications·2025

Same author

Time, the final frontier.

Molecular oncology·2025

Same journal

Disentangling the response to lysosomal damage.

Journal of cell science·2026

Same journal

The force, form and function of the nucleus.

Journal of cell science·2026

Same journal

The nucleus-vacuole junction at a glance.

Journal of cell science·2026

Same journal

Loss of INPP5E affects photoreceptor outer segment membrane biogenesis in iPSC-derived human retinal organoids.

Journal of cell science·2026

Same journal

Brinker regulates reciprocal outcomes of BMP signal between stem cells and differentiating cells.

Journal of cell science·2026

Same journal

Primary cilium disassembly - from mechanisms to roles in physiology and disease.

Journal of cell science·2026

See all related articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

Search research articles

Related Experiment Video

Updated: May 17, 2025

Discrimination and Characterization of Heterocellular Populations Using Quantitative Imaging Techniques

Discrimination and Characterization of Heterocellular Populations Using Quantitative Imaging Techniques

Published on: June 30, 2017

Practical considerations for data exploration in quantitative cell biology.

Joanna W Pylvänäinen^1,2,3, Hanna Grobe^1,2,3, Guillaume Jacquemet^1,2,3

¹Turku Bioscience Centre, University of Turku and Åbo Akademi University, FI-20520 Turku, Finland.

Journal of Cell Science

|April 7, 2025

Summary

This summary is machine-generated.

This opinion paper provides practical advice for structured data exploration in quantitative cell biology. It highlights how artificial intelligence and large language models can enhance data analysis workflows for more reliable scientific conclusions.

Keywords:

Data analysis Data exploration Data management Microscopy

More Related Videos

Workflow for High-content, Individual Cell Quantification of Fluorescent Markers from Universal Microscope Data, Supported by Open Source Software

Workflow for High-content, Individual Cell Quantification of Fluorescent Markers from Universal Microscope Data, Supported by Open Source Software

Published on: December 16, 2014

ExCYT: A Graphical User Interface for Streamlining Analysis of High-Dimensional Cytometry Data

ExCYT: A Graphical User Interface for Streamlining Analysis of High-Dimensional Cytometry Data

Published on: January 16, 2019

Related Experiment Videos

Last Updated: May 17, 2025

Discrimination and Characterization of Heterocellular Populations Using Quantitative Imaging Techniques

Discrimination and Characterization of Heterocellular Populations Using Quantitative Imaging Techniques

Published on: June 30, 2017

Workflow for High-content, Individual Cell Quantification of Fluorescent Markers from Universal Microscope Data, Supported by Open Source Software

Workflow for High-content, Individual Cell Quantification of Fluorescent Markers from Universal Microscope Data, Supported by Open Source Software

Published on: December 16, 2014

ExCYT: A Graphical User Interface for Streamlining Analysis of High-Dimensional Cytometry Data

ExCYT: A Graphical User Interface for Streamlining Analysis of High-Dimensional Cytometry Data

Published on: January 16, 2019

Area of Science:

Quantitative cell biology
Bioimage data analysis

Background:

Data exploration is crucial for transforming raw data into scientific insights in cell biology.
Effective exploration demands a flexible, hands-on approach beyond polished figures to uncover trends and refine hypotheses.

Purpose of the Study:

To offer practical guidance for establishing a structured data exploration workflow.
To leverage emerging AI tools for improved data analysis in cell biology.

Main Methods:

Drawing on personal experience in analyzing bioimage datasets.
Integrating advice on utilizing generative AI and large language models.

Main Results:

Provides a framework for systematic data exploration.
Demonstrates the potential of AI to simplify coding and workflow enhancement.

Conclusions:

Adopting these practices streamlines research workflows.
Enhances the reliability of scientific conclusions.
Promotes transparency and collaboration in cell biology data analysis.