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A multilaboratory analysis characterized the ability of 27 different labs to identify 20 proteins at equimolar concentrations in a highly purified test sample mixture using mass spectrometry. The results show that while the technology is reproducible, many common experimental problems arise, and improved search engines and databases are still needed.