Titration-WB: A methodology for accurate quantitative protein determination overcoming reproducibility errors.

Western blotting (WB) is a cornerstone technique for protein detection and quantification in molecular biology. However, its semi-quantitative nature, reliance on housekeeping protein normalization, and susceptibility to technical variability often undermine data accuracy and reproducibility. To add...

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Main Authors: Alice Maestri, Ewa Ehrenborg, Olivera Werngren, Maria Olin, Carolina E Hagberg, Matteo Pedrelli, Paolo Parini
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0325052
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author Alice Maestri
Ewa Ehrenborg
Olivera Werngren
Maria Olin
Carolina E Hagberg
Matteo Pedrelli
Paolo Parini
author_facet Alice Maestri
Ewa Ehrenborg
Olivera Werngren
Maria Olin
Carolina E Hagberg
Matteo Pedrelli
Paolo Parini
author_sort Alice Maestri
collection DOAJ
description Western blotting (WB) is a cornerstone technique for protein detection and quantification in molecular biology. However, its semi-quantitative nature, reliance on housekeeping protein normalization, and susceptibility to technical variability often undermine data accuracy and reproducibility. To address these limitations, we introduce titration-based Western blotting (t-WB), as innovative quantitative approach that uses serial dilutions of protein samples to generate regression curves for precise protein quantification. The method mitigates common errors, including loading inaccuracies and signal saturation, by leveraging the R² value as a quality control metric and calculating the regression line. Its slope is then used as a measure of protein concentration, expressed as signal intensity/total protein loaded. The advantage of t-WB is the removal of housekeeping protein normalization, eliminating thus the bias created by experimental conditions that may alter housekeeping protein levels. t-WB was validated across diverse setups, demonstrating its robustness in minimizing inter-experiment variability and improving accuracy by normalizing to a single internal control. By standardizing workflows, t-WB ensures reproducibility, uncovers subtle biological changes, and resolves biases inherent to classical WB protocols.
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spelling doaj-art-3784be2262004b41a5e460a57915149a2025-08-20T03:20:09ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-01206e032505210.1371/journal.pone.0325052Titration-WB: A methodology for accurate quantitative protein determination overcoming reproducibility errors.Alice MaestriEwa EhrenborgOlivera WerngrenMaria OlinCarolina E HagbergMatteo PedrelliPaolo PariniWestern blotting (WB) is a cornerstone technique for protein detection and quantification in molecular biology. However, its semi-quantitative nature, reliance on housekeeping protein normalization, and susceptibility to technical variability often undermine data accuracy and reproducibility. To address these limitations, we introduce titration-based Western blotting (t-WB), as innovative quantitative approach that uses serial dilutions of protein samples to generate regression curves for precise protein quantification. The method mitigates common errors, including loading inaccuracies and signal saturation, by leveraging the R² value as a quality control metric and calculating the regression line. Its slope is then used as a measure of protein concentration, expressed as signal intensity/total protein loaded. The advantage of t-WB is the removal of housekeeping protein normalization, eliminating thus the bias created by experimental conditions that may alter housekeeping protein levels. t-WB was validated across diverse setups, demonstrating its robustness in minimizing inter-experiment variability and improving accuracy by normalizing to a single internal control. By standardizing workflows, t-WB ensures reproducibility, uncovers subtle biological changes, and resolves biases inherent to classical WB protocols.https://doi.org/10.1371/journal.pone.0325052
spellingShingle Alice Maestri
Ewa Ehrenborg
Olivera Werngren
Maria Olin
Carolina E Hagberg
Matteo Pedrelli
Paolo Parini
Titration-WB: A methodology for accurate quantitative protein determination overcoming reproducibility errors.
PLoS ONE
title Titration-WB: A methodology for accurate quantitative protein determination overcoming reproducibility errors.
title_full Titration-WB: A methodology for accurate quantitative protein determination overcoming reproducibility errors.
title_fullStr Titration-WB: A methodology for accurate quantitative protein determination overcoming reproducibility errors.
title_full_unstemmed Titration-WB: A methodology for accurate quantitative protein determination overcoming reproducibility errors.
title_short Titration-WB: A methodology for accurate quantitative protein determination overcoming reproducibility errors.
title_sort titration wb a methodology for accurate quantitative protein determination overcoming reproducibility errors
url https://doi.org/10.1371/journal.pone.0325052
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