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Reproducibility in urine peptidome profiling using MALDI-TOF
Andrea Padoan1, Daniela Basso, Marco La Malfa
1Department of Medicine-DIMED, University of Padova, Padova, Italy.
Abstract:
MALDI-TOF profiling of low molecular weight peptides (peptidome) usage is limited due to the lack of reproducibility from the confounding inferences of sample preparation, data acquisition, and processing. We applied MALDI-TOF analysis to profile urine peptidome with the aims to: (i) compare centrifugal ultrafiltration and dialysis pretreatments, (ii) determine whether using signal LOD (sLOD), together with data normalization, may reduce MALDI-TOF variability. We also investigated the influence of peaks detection on reproducibility. Dialysis allowed to obtain better MALDI-TOF spectra than ultrafiltration. Within the 1000-4000 m/z range, we identified 120 and 129 peaks in intra- and interassay studies, respectively. To estimate the sLOD, serial dilution of pooled urines up to 1/256 were analyzed in triplicate. Six data normalization strategies were investigated-the mean, median, internal standard, relative intensity, TIC, and linear rescaling normalization. Normalization methods alone performed poorly in reducing features variability while when combined to sLOD adjustment showed an overall reduction in features CVs. Applying a feedback signal processing approach, after median normalization and sLOD adjustment, CVs were reduced from 103 to 26% and 113 to 25% for the intra- and interassay, respectively, and spectra became more comparable in terms of data dispersion.
Insights
Matrix-assisted laser desorption/ionization-time of flight (MALDI-TOF) profiling of urine peptidome shows improved reproducibility. Combining signal limit of detection (sLOD) with data normalization significantly reduces variability in MALDI-TOF spectra.
Area of Science:
- Biochemistry
- Analytical Chemistry
- Proteomics
Background:
- Matrix-assisted laser desorption/ionization-time of flight (MALDI-TOF) profiling of low molecular weight peptides, or peptidome, is hindered by sample preparation and data processing variability.
- Reproducibility challenges limit the widespread clinical application of MALDI-TOF peptidome analysis.
Purpose of the Study:
- To compare centrifugal ultrafiltration and dialysis for urine peptidome pretreatment.
- To assess the effectiveness of signal limit of detection (sLOD) and data normalization in reducing MALDI-TOF variability.
- To investigate the impact of peak detection on reproducibility.
Main Methods:
- MALDI-TOF analysis was performed on urine samples pretreated with either centrifugal ultrafiltration or dialysis.
- Serial dilutions of pooled urines were analyzed to estimate sLOD.
- Six data normalization strategies (mean, median, internal standard, relative intensity, TIC, linear rescaling) were evaluated.
- A feedback signal processing approach was applied after median normalization and sLOD adjustment.
Main Results:
- Dialysis yielded superior MALDI-TOF spectra compared to ultrafiltration.
- A combined approach of median normalization and sLOD adjustment significantly reduced coefficient of variation (CV) from over 100% to 25-26%.
- This method enhanced spectral comparability and reduced data dispersion.
Conclusions:
- Dialysis is a more effective pretreatment method for urine peptidome analysis using MALDI-TOF.
- Combining sLOD adjustment with appropriate data normalization, particularly median normalization and feedback signal processing, substantially improves the reproducibility of MALDI-TOF peptidome profiling.
- These advancements enhance the reliability of MALDI-TOF for analyzing complex biological samples like urine peptidome.
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