Evolving Perspectives in Nuclear Atypia Scoring: From Traditional Methods to Modern Insights

Early breast cancer detection greatly improves treatment success and survival rates, allowing for less invasive treatments and better quality of life. Screening and diagnostic methods are essential for identifying cancer in its early stages, leading to timely interventions. Nuclear atypia scoring is crucial for diagnosis and survival, helping detect malignant cell changes and guide treatment. This review evaluates recent advancements, including deep learning techniques, and addresses the advancement and challenges in nuclear atypia assessment. It explores traditional methods, cutting-edge technologies, inter-observer variability, and data integration, emphasizing the evolving role of accurate scoring in enhancing patient care and understanding breast cancer progression.

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Publication Details

Published
2025-02-07
DOI
https://doi.org/10.1109/etis64005.2025.10961915
Primary Topic
Nuclear Physics and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Evolving Perspectives in Nuclear Atypia Scoring: From Traditional Methods to Modern Insights

T. Sudha, Riboy Cheriyan, B. Simon
Nuclear Physics and Applications
article

Evolving Perspectives in Nuclear Atypia Scoring: From Traditional Methods to Modern Insights

T. Sudha, Riboy Cheriyan, B. Simon
article en

Abstract

Early breast cancer detection greatly improves treatment success and survival rates, allowing for less invasive treatments and better quality of life. Screening and diagnostic methods are essential for identifying cancer in its early stages, leading to timely interventions. Nuclear atypia scoring is crucial for diagnosis and survival, helping detect malignant cell changes and guide treatment. This review evaluates recent advancements, including deep learning techniques, and addresses the advancement and challenges in nuclear atypia assessment. It explores traditional methods, cutting-edge technologies, inter-observer variability, and data integration, emphasizing the evolving role of accurate scoring in enhancing patient care and understanding breast cancer progression.

APJ Abdul Kalam Technological University (IN)
Openalex Percentile: Top 90%
Nuclear Physics and Applications
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