bioRxivSystems BiologyPreprint
A Guide to the Quantitative Proteomic Profiles of the Cancer Cell Line Encyclopedia
Abstract
We recently reported the quantitative proteomics of 375 samples as part of the Cancer Cell Line Encyclopedia (Nusinow et al., 2020). Mass spectrometry-based proteomics data is broadly unfamiliar to most biologists in our experience, resulting in questions from analysts about how to use the data. From the proteomics community there was interest about how we normalized the data, as the scope of this project was so much larger than what has been commonly available. This paper serves as a guide to the data set to answer these questions and acts as a supplement to the main manuscript. The first part addresses users of the data, describing the experimental design, interpretation of the values, and dealing with standard issues in proteomics like multiple protein isoforms per gene and missing values. The second part of the manuscript details how we arrived at the normalization procedure reported in the paper, including the diagnostics used to assess multiple normalization schemes.
- organism: human
- assay: proteomics
- research focus: benchmarking
- research focus: database / resource
- approach: statistical model
- Citations
- 21
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
- Systematic Evaluation of Normalization Approaches in Tandem Mass Tag and Label-Free Protein Quantification Data Using PRONE
Lis Arend, Klaudia Adamowicz, … Tanja Laske·Briefings in BioinformaticsPeer-reviewed·Apr 21, 2025
- Rapid proteotyping reveals cancer biology and drug response determinants in the NCI-60 cells
Tiannan Guo, Augustin Luna, … Ruedi H. Aebersold·bioRxiv·Mar 7, 2019
- Is Protein Quantification and Physical Normalization Always Necessary in Proteomics?
Alex Zelter, Michael E. Riffle, … Michael J. MacCoss·bioRxiv·Feb 28, 2026
- In depth profiling of the cancer proteome from the flowthrough of standard RNA-preparation kits for precision oncology
F. Mundt Madsen, A. B. Nielsen, … M. Mann·bioRxiv·May 12, 2023
- Towards routine proteome profiling of FFPE tissue: Insights from a 1,200 case pan-cancer study
Johanna Tüshaus, Stephan Eckert, … Bernhard Küster·The EMBO JournalPeer-reviewed·Nov 18, 2024
- Quantitative Single-Cell Proteomics as a Tool to Characterize Cellular Hierarchies
Erwin M. Schoof, Benjamin Furtwängler, … Bo Torben Porse·Nature CommunicationsPeer-reviewed·Jun 7, 2021