1. Impact of Stain Normalization on Pathologist Assessment of Prostate Cancer: A Comparative Study.
- Author
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Salvi, Massimo, Caputo, Alessandro, Balmativola, Davide, Scotto, Manuela, Pennisi, Orazio, Michielli, Nicola, Mogetta, Alessandro, Molinari, Filippo, and Fraggetta, Filippo
- Subjects
STAINS & staining (Microscopy) ,DESCRIPTIVE statistics ,PROSTATE tumors ,TUMOR grading - Abstract
Simple Summary: Prostate cancer is the second most diagnosed cancer in men worldwide, with an estimated 1,276,000 new cases and 359,000 deaths in 2018. It is graded using the Gleason system into five grade groups of increasing tumor aggressiveness. However, diagnosis is hampered by a relatively high rate of inter- and intra-observer variability. Currently, the reduction of the perceived color variability is performed by physical quality controls, such as subjective assessment by visual inspection and comparison between laboratories. However, slides from different laboratories and even from different batches of the same laboratory may show significant color variations. The stain normalization procedure helps to standardize the stain color appearance of a digital image with respect to a reference image. In this study, we investigated the impact of the stain normalization process on prostate cancer biopsies from the pathologist's perspective. In clinical routine, the quality of whole-slide images plays a key role in the pathologist's diagnosis, and suboptimal staining may be a limiting factor. The stain normalization process helps to solve this problem through the standardization of color appearance of a source image with respect to a target image with optimal chromatic features. The analysis is focused on the evaluation of the following parameters assessed by two experts on original and normalized slides: (i) perceived color quality, (ii) diagnosis for the patient, (iii) diagnostic confidence and (iv) time required for diagnosis. Results show a statistically significant increase in color quality in the normalized images for both experts (p < 0.0001). Regarding prostate cancer assessment, the average times for diagnosis are significantly lower for normalized images than original ones (first expert: 69.9 s vs. 77.9 s with p < 0.0001; second expert: 37.4 s vs. 52.7 s with p < 0.0001), and at the same time, a statistically significant increase in diagnostic confidence is proven. The improvement of poor-quality images and greater clarity of diagnostically important details in normalized slides demonstrate the potential of stain normalization in the routine practice of prostate cancer assessment. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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