Histogram-based analysis for confocal microscope images with immunofluorescent staining: A graphical-user-interface tool

Immunofluorescent staining is widely utilized in biomedical research. However, reliable and reproducible quantification remains challenging and often depend on the experience of the raters heavily. As a result, variations caused by different raters or the same rater at different times confound quant...

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Main Authors: Xiuli Yang, Yuguo Li, Zhiliang Wei
Format: Article
Language:English
Published: Elsevier 2025-06-01
Series:MethodsX
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Online Access:http://www.sciencedirect.com/science/article/pii/S2215016125001529
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author Xiuli Yang
Yuguo Li
Zhiliang Wei
author_facet Xiuli Yang
Yuguo Li
Zhiliang Wei
author_sort Xiuli Yang
collection DOAJ
description Immunofluorescent staining is widely utilized in biomedical research. However, reliable and reproducible quantification remains challenging and often depend on the experience of the raters heavily. As a result, variations caused by different raters or the same rater at different times confound quantitative interpretations. In this study, we propose a histogram-based analytical method to explore the sources of signals at various intensities and, subsequently, identify the signals of interest using the histograms as a reference. Our method aims to alleviate inter-rater and intra-rater inconsistencies and improve the quantification of microscope images with immunofluorescent staining. • Identification of signal sources for image pixels at different intensities • Reduction of quantification variations using the proposed histogram-based analysis
format Article
id doaj-art-db8549f4360f4b67a37d23e52f0de856
institution Matheson Library
issn 2215-0161
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publishDate 2025-06-01
publisher Elsevier
record_format Article
series MethodsX
spelling doaj-art-db8549f4360f4b67a37d23e52f0de8562025-06-27T05:51:23ZengElsevierMethodsX2215-01612025-06-0114103306Histogram-based analysis for confocal microscope images with immunofluorescent staining: A graphical-user-interface toolXiuli Yang0Yuguo Li1Zhiliang Wei2Corresponding authors.; Department of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, United StatesDepartment of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, United StatesCorresponding authors.; Department of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, United StatesImmunofluorescent staining is widely utilized in biomedical research. However, reliable and reproducible quantification remains challenging and often depend on the experience of the raters heavily. As a result, variations caused by different raters or the same rater at different times confound quantitative interpretations. In this study, we propose a histogram-based analytical method to explore the sources of signals at various intensities and, subsequently, identify the signals of interest using the histograms as a reference. Our method aims to alleviate inter-rater and intra-rater inconsistencies and improve the quantification of microscope images with immunofluorescent staining. • Identification of signal sources for image pixels at different intensities • Reduction of quantification variations using the proposed histogram-based analysishttp://www.sciencedirect.com/science/article/pii/S2215016125001529Histogram-fitting-based quantification of immunofluorescent images
spellingShingle Xiuli Yang
Yuguo Li
Zhiliang Wei
Histogram-based analysis for confocal microscope images with immunofluorescent staining: A graphical-user-interface tool
MethodsX
Histogram-fitting-based quantification of immunofluorescent images
title Histogram-based analysis for confocal microscope images with immunofluorescent staining: A graphical-user-interface tool
title_full Histogram-based analysis for confocal microscope images with immunofluorescent staining: A graphical-user-interface tool
title_fullStr Histogram-based analysis for confocal microscope images with immunofluorescent staining: A graphical-user-interface tool
title_full_unstemmed Histogram-based analysis for confocal microscope images with immunofluorescent staining: A graphical-user-interface tool
title_short Histogram-based analysis for confocal microscope images with immunofluorescent staining: A graphical-user-interface tool
title_sort histogram based analysis for confocal microscope images with immunofluorescent staining a graphical user interface tool
topic Histogram-fitting-based quantification of immunofluorescent images
url http://www.sciencedirect.com/science/article/pii/S2215016125001529
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AT yuguoli histogrambasedanalysisforconfocalmicroscopeimageswithimmunofluorescentstainingagraphicaluserinterfacetool
AT zhiliangwei histogrambasedanalysisforconfocalmicroscopeimageswithimmunofluorescentstainingagraphicaluserinterfacetool