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CytokineProfile: An Integrated Web Tool for Cytokine Profiling Analysis.

Shubh Saraswat¹, Bira Arumndari Nurrahma², Philip A Kern³

¹Department of Biostatistics, University of Kentucky, Lexington, KY 40536, USA.

Computational and Structural Biotechnology Journal

|May 11, 2026

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CytokineProfile is a new web tool for analyzing multiplex cytokine assay data, simplifying biomarker discovery. It offers an end-to-end platform for reproducible, user-friendly cytokine data analysis.

Area of Science:

Immunology
Bioinformatics
Computational Biology

Background:

Multiplex cytokine assays are crucial for biomarker discovery.
Existing web tools are often not optimized for cytokine data, requiring extensive reformatting.
There is a need for a dedicated, reproducible computational platform for cytokine analysis.

Purpose of the Study:

To develop CytokineProfile, a user-friendly, end-to-end web-based platform for analyzing multiplex cytokine assay data.
To integrate data quality control, statistical analysis, visualization, and machine learning modules tailored for cytokine analysis.
To streamline the process of cytokine biomarker discovery and interpretation.

Main Methods:

Developed CytokineProfile, a web tool accepting standard tabular formats.

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Integrated modules for data preview, quality control, missing-value handling, and filtering.

Included analytical modules for visualization, univariate/multivariate statistics, and machine learning classifiers.

Main Results:

CytokineProfile successfully analyzed cytokine profiles from prediabetes subjects.
The tool demonstrated comparable performance to existing platforms while offering unique visualizations and machine learning outputs.
Benchmarking confirmed practical runtime and memory efficiency for large datasets (up to 1,000 samples, 100 cytokines).

Conclusions:

CytokineProfile offers a reproducible and user-friendly solution for complex cytokine data analysis.
The platform facilitates rigorous biomarker discovery and interpretation in immunology and disease profiling.
It addresses the limitations of existing tools by providing specialized functionalities for cytokine assays.