Not all stains are made equal: impact of stain normalization on prostate cancer diagnosis.

IF 4.4 Q1 PATHOLOGY
Giorgio Cazzaniga, Alessandro Caputo, Vincenzo L'Imperio, Fabio Gibilisco, Manuela Scotto, Orazio Maria Antonino Pennisi, Nicola Michielli, Alessandro Mogetta, Filippo Molinari, Filippo Fraggetta, Massimo Salvi
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引用次数: 0

Abstract

Objective: Stain normalization is a technique used to standardize the color appearance of digital whole slide images (WSIs). This study aimed to assess the impact of digital stain normalization on prostate cancer diagnosis by pathologists.

Methods: A multi-institutional board of four pathologists evaluated 407 hematoxylin and eosin (H&E) prostate WSIs before and after stain normalization. The presence/absence of prostate adenocarcinoma, the Grade Groups as well as color quality perception and time required for diagnosis were recorded.

Results: After normalization, color quality improved significantly for all pathologists (median scores increased from 4-6 to 7-8/10). Average diagnosis time decreased from 50s to 35s (p < 0.001). Inter-pathologist reproducibility for Gleason risk group showed a fair to good level of agreement, with an improvement after normalization.

Conclusions: Stain normalization enhanced pathologists' diagnosis of prostate cancer by improving color standardization, reducing diagnosis time, and increasing inter-observer reproducibility. These findings highlight the potential of stain normalization to improve accuracy and efficiency in digital pathology.

并非所有的染色都是相同的:染色正常化对前列腺癌诊断的影响。
目的:染色归一化是一种对数字整片图像(wsi)颜色外观进行标准化的技术。本研究旨在评估数字染色归一化对病理学家诊断前列腺癌的影响。方法:一个由四名病理学家组成的多机构委员会对407例苏木精和伊红(H&E)前列腺wsi在染色正常化前后进行评估。记录前列腺癌的存在/不存在、分级分组、颜色质量感知和诊断所需时间。结果:归一化后,所有病理医师的色彩质量均有明显改善(中位评分从4-6分提高到7-8/10分)。平均诊断时间由50秒缩短至35秒(p < 0.001)。格里森危险组的病理间再现性显示出相当好的一致性,在标准化后有所改善。结论:染色归一化通过改善颜色标准化、缩短诊断时间和增加观察者间的可重复性,提高了病理学家对前列腺癌的诊断。这些发现强调了染色归一化在数字病理学中提高准确性和效率的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
PATHOLOGICA
PATHOLOGICA PATHOLOGY-
CiteScore
5.90
自引率
5.70%
发文量
108
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