Effect of quality characteristics of single sample preparation steps in the precision and coverage of proteomic studies--a review
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Updated: May 12, 2026

High-Quality Brain and Bone Marrow Nuclei Preparation for Single Nuclei Multiome Assays
Published on: December 22, 2023
Thomas Krüger1, Thomas Lehmann, Heidrun Rhode
1Institute of Biochemistry I, Nonnenplan 2, Universitätsklinikum Jena, 07740 Jena, Germany. Thomas.Krueger@mti.uni-jena.de
Abstract:
Proteomic profiling and biomarker search are analytical tools as many other. Nevertheless, in the proteomic discovery phase considerable sample fractionation is inevitable before readout. Since these procedures are of notable complexity, proteomic tools need in particular analytical quality validation standards as prevail for other analytical methods. With acceptance of the rule of error propagation the values of imprecision and yield of each preparation step determine overall reproducibility and therewith information harvest of a propagated method series. Thereto, we examined recent proteomic reports with reproducibility data and with parallelization, and automation approaches. Based on the data available from literature it is highly probable, that at least a part of current proteomic platforms actually suffer from high technical variance. The general need for quantification and the impact of precision and recovery levels with each step of typical multi-step workflows are illustrated. All sample preparation approaches that maximize yields (percent recoveries) and minimize overall imprecision should be suitable to improve reliability of biomarker search. This has to be realized by technical innovations that (a) minimize the imprecision of each serial sample preparation step, that (b) minimize the number of serial sample preparation steps, and that (c) parallelize all procedures with a maximum of automation.
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