bioRxivImmunologyPreprint
A semi-automated tool for improving Assessments and Lab Tests data annotation in ImmPort
Amanda R. TursiiD, Joshua D. FortriedeiD, Kevin A. BurnsiD, Nicholas K. SabaiD, Parisa Pirani, Matthew D. StrubiD, Patrick J. DunniD, Henry SchaeferiD, Sandra AndorfiD
Abstract
Public data sharing in immunological and clinical research is essential for transparency, reproducibility, and secondary analysis. However, many datasets in repositories such as ImmPort lack sufficient structured data to enable reuse. ImmPort's Assessments and Lab Tests templates -- which capture critical clinical information -- are often incomplete or omitted due to their complexity and the manual effort required. To address this challenge, an application with a graphical user interface requiring no programming was developed to facilitate population of these templates. The tool streamlines the submission process by reducing time and complexity for data contributors while ensuring template formatting. It integrates ImmPort files, study-specific data files, and a curated data dictionary to automate the mapping of study variables to the required fields within each template. The tool was evaluated on seven ImmPort studies with diverse designs. It successfully generated submission-ready templates that passed ImmPort's internal validation and will be incorporated into the repository. By improving the feasibility and completeness of templates, this approach enhances the quality, findability, and reusability of data within ImmPort.
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- ImmunoPheno: A Computational Framework for Data-Driven Design and Analysis of Immunophenotyping Experiments
Lincoln Wu, Minh A Nguyen, … Pablo G. Cámara·bioRxiv·Feb 3, 2026
- KM-GPT: An Automated Pipeline for Reconstructing Individual Patient Data from Kaplan-Meier Plots
Yaoyao Fiona Zhao, Haoyue Sun, … Yanxun Xu·bioRxiv·Sep 15, 2025
- IMGT(R) at scale: FAIR, Dynamic and Automated Tools for Immune Locus Analysis
Gaoussou Sanou, Guilhem Zeitoun, … Σοφία Κοσσίδα·Nucleic Acids ResearchPeer-reviewed·Sep 24, 2025
- The Labbing Project: A database management application for neuroimaging research
Zvi Baratz, Yaniv Assaf·bioRxiv·Jan 2, 2023
- An Open-Source Modular Framework for Automated Pipetting and Imaging Applications
W. Ouyang, R. Bowman, … B. Diederich·bioRxiv·Jun 24, 2021
- BMAP: a comprehensive and reproducible biomedical data analysis platform
Yongyong Ren, Zhiwei Cheng, … Hui Dong Lu·bioRxiv·Jul 15, 2024