{"title":"Quantitative western blotting adapted for expanded sample capacity with non-linear curve fitting.","authors":"Yuting Cheng, Junko Kishimoto, Zihao Ye, Ayu Narita, Xueyun Hu, Hisashi Ito, Ryouichi Tanaka","doi":"10.1007/s10265-026-01700-9","DOIUrl":null,"url":null,"abstract":"<p><p>Quantification of cellular protein levels is a central aspect of molecular biology. Although large-scale proteomic quantification technologies have been developed, Western blotting remains a widely used method for researchers investigating a limited number of target proteins. As the demand for rigorous statistical evaluation of Western blotting data increases, particularly in studies involving larger sample sizes, the limitations imposed by the finite number of samples that can be loaded onto a single SDS-PAGE gel have become more apparent. Consequently, the quantitative capacity of Western blotting experiments is often restricted. To address this, we developed an enhanced method for quantitative Western blotting using a multi-gel blotting approach, which was originally described by Aksamitiene et al. for high-throughput Western blotting, wherein multiple SDS-PAGE gels are simultaneously transferred onto a single PVDF membrane. To optimize the accuracy of quantification, transfer conditions were systematically examined, and a standard protocol with which the majority of protein is uniformly transferred to a membrane is provided. Furthermore, considering the inherent non-linear relationship of protein concentration and Western blotting signal intensity, we adopted a log-logistic regression model to calibrate the relationship for the estimation of protein concentrations in unknown samples. Taken together, an enhanced quantitative Western blotting method is provided, offering improved accuracy and reliability in protein quantification.</p>","PeriodicalId":16813,"journal":{"name":"Journal of Plant Research","volume":" ","pages":"317-329"},"PeriodicalIF":2.2000,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Plant Research","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1007/s10265-026-01700-9","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/2/25 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"PLANT SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Quantification of cellular protein levels is a central aspect of molecular biology. Although large-scale proteomic quantification technologies have been developed, Western blotting remains a widely used method for researchers investigating a limited number of target proteins. As the demand for rigorous statistical evaluation of Western blotting data increases, particularly in studies involving larger sample sizes, the limitations imposed by the finite number of samples that can be loaded onto a single SDS-PAGE gel have become more apparent. Consequently, the quantitative capacity of Western blotting experiments is often restricted. To address this, we developed an enhanced method for quantitative Western blotting using a multi-gel blotting approach, which was originally described by Aksamitiene et al. for high-throughput Western blotting, wherein multiple SDS-PAGE gels are simultaneously transferred onto a single PVDF membrane. To optimize the accuracy of quantification, transfer conditions were systematically examined, and a standard protocol with which the majority of protein is uniformly transferred to a membrane is provided. Furthermore, considering the inherent non-linear relationship of protein concentration and Western blotting signal intensity, we adopted a log-logistic regression model to calibrate the relationship for the estimation of protein concentrations in unknown samples. Taken together, an enhanced quantitative Western blotting method is provided, offering improved accuracy and reliability in protein quantification.
期刊介绍:
The Journal of Plant Research is an international publication that gathers and disseminates fundamental knowledge in all areas of plant sciences. Coverage extends to every corner of the field, including such topics as evolutionary biology, phylogeography, phylogeny, taxonomy, genetics, ecology, morphology, physiology, developmental biology, cell biology, molecular biology, biochemistry, biophysics, bioinformatics, and systems biology.
The journal presents full-length research articles that describe original and fundamental findings of significance that contribute to understanding of plants, as well as shorter communications reporting significant new findings, technical notes on new methodology, and invited review articles.