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相关论文: Label-free virtual HER2 immunohistochemical staini…

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For invasive breast cancer, immunohistochemical (IHC) techniques are often used to detect the expression level of human epidermal growth factor receptor-2 (HER2) in breast tissue to formulate a precise treatment plan. From the perspective…

Human epidermal growth factor receptor 2 (HER2) is a critical protein in cancer cell growth that signifies the aggressiveness of breast cancer (BC) and helps predict its prognosis. Accurate assessment of immunohistochemically (IHC) stained…

Immunohistochemistry (IHC) has transformed clinical pathology by enabling the visualization of specific proteins within tissue sections. However, traditional IHC requires one tissue section per stain, exhibits section-to-section…

Accurate assessment of human epidermal growth factor receptor 2 (HER2) expression is critical for breast cancer diagnosis, prognosis, and therapy selection; yet, most existing digital HER2 scoring methods rely on bulky and expensive optical…

医学物理 · 物理学 2026-01-27 Che-Yung Shen , Xilin Yang , Yuzhu Li , Leon Lenk , Aydogan Ozcan

Breast cancer is a highly fatal disease among cancers in women, and early detection is crucial for treatment. HER2 status, a valuable diagnostic marker based on Immunohistochemistry (IHC) staining, is instrumental in determining breast…

图像与视频处理 · 电气工程与系统科学 2024-09-04 Linda Wei , Shengyi Hua , Shaoting Zhang , Xiaofan Zhang

Histological analysis of tissue samples is one of the most widely used methods for disease diagnosis. After taking a sample from a patient, it goes through a lengthy and laborious preparation, which stains the tissue to visualize different…

计算机视觉与模式识别 · 计算机科学 2019-03-05 Yair Rivenson , Hongda Wang , Zhensong Wei , Yibo Zhang , Harun Gunaydin , Aydogan Ozcan

The overexpression of the human epidermal growth factor receptor 2 (HER2) in breast cells is a key driver of HER2-positive breast cancer, a highly aggressive subtype requiring precise diagnosis and targeted therapy. Immunohistochemistry…

图像与视频处理 · 电气工程与系统科学 2026-03-10 Sara Rehmat , Hafeez Ur Rehman , Byeong-Gwon Kang , Sarra Ayouni , Yunyoung Nam

The evaluation of the Human Epidermal growth factor Receptor-2 (HER2) expression is an important prognostic biomarker for breast cancer treatment selection. However, HER2 scoring has notoriously high interobserver variability due to stain…

图像与视频处理 · 电气工程与系统科学 2022-11-18 Manh Dan Pham , Cyprien Tilmant , Stéphanie Petit , Isabelle Salmon , Saima Ben Hadj , Rutger H. J. Fick

The overexpression of human epidermal growth factor receptor 2 (HER2) has been established as a therapeutic target in multiple types of cancers, such as breast and gastric cancers. Immunohistochemistry (IHC) is employed as a basic HER2 test…

图像与视频处理 · 电气工程与系统科学 2020-09-16 Jun Zhang , Kuan Tian , Pei Dong , Haocheng Shen , Kezhou Yan , Jianhua Yao , Junzhou Huang , Xiao Han

Many medical and biological protocols for analyzing individual biological cells involve morphological evaluation based on cell staining, designed to enhance imaging contrast and enable clinicians and biologists to differentiate between…

Breast cancer presents a significant healthcare challenge globally, demanding precise diagnostics and effective treatment strategies, where histopathological examination of Hematoxylin and Eosin (H&E) stained tissue sections plays a central…

图像与视频处理 · 电气工程与系统科学 2024-08-06 Linhao Qu , Chengsheng Zhang , Guihui Li , Haiyong Zheng , Chen Peng , Wei He

The current standard for detecting human epidermal growth factor receptor 2 (HER2) status in breast cancer patients relies on HER2 amplification, identified through fluorescence in situ hybridization (FISH) or immunohistochemistry (IHC).…

图像与视频处理 · 电气工程与系统科学 2024-09-27 Ardhendu Sekhar , Vrinda Goel , Garima Jain , Abhijeet Patil , Ravi Kant Gupta , Tripti Bameta , Swapnil Rane , Amit Sethi

Histological staining is the gold standard for tissue examination in clinical pathology and life-science research, which visualizes the tissue and cellular structures using chromatic dyes or fluorescence labels to aid the microscopic…

医学物理 · 物理学 2023-03-07 Bijie Bai , Xilin Yang , Yuzhu Li , Yijie Zhang , Nir Pillar , Aydogan Ozcan

Immunohistochemistry (IHC) is essential for assessing specific immune biomarkers like Human Epidermal growth-factor Receptor 2 (HER2) in breast cancer. However, the traditional protocols of obtaining IHC stains are resource-intensive,…

图像与视频处理 · 电气工程与系统科学 2026-04-10 Aasim Bin Saleem , Amr Ahmed , Ardhendu Behera , Hafeezullah Amin , Iman Yi Liao , Mahmoud Khattab , Pan Jia Wern , Haslina Makmur

The quantification of biomarkers on immunohistochemistry breast cancer images is essential for defining appropriate therapy for breast cancer patients, as well as for extracting relevant information on disease prognosis. This is an arduous…

图像与视频处理 · 电气工程与系统科学 2023-11-27 Blanca Maria Priego-Torresa , Barbara Lobato-Delgado , Lidia Atienza-Cuevas , Daniel Sanchez-Morillo

Generally, human epidermal growth factor 2 (HER2) breast cancer is more aggressive than other kinds of breast cancer. Currently, HER2 breast cancer is detected using expensive medical tests are most expensive. Therefore, the aim of this…

图像与视频处理 · 电气工程与系统科学 2022-11-22 M. F. Mridha , Md. Kishor Morol , Md. Asraf Ali , Md Sakib Hossain Shovon

Immunohistochemistry (IHC) analysis is a well-accepted and widely used method for molecular subtyping, a procedure for prognosis and targeted therapy of breast carcinoma, the most common type of tumor affecting women. There are four…

图像与视频处理 · 电气工程与系统科学 2024-06-18 Sumit Kumar Jha , Purnendu Mishra , Shubham Mathur , Gursewak Singh , Rajiv Kumar , Kiran Aatre , Suraj Rengarajan

Histological staining is a vital step used to diagnose various diseases and has been used for more than a century to provide contrast to tissue sections, rendering the tissue constituents visible for microscopic analysis by medical experts.…

图像与视频处理 · 电气工程与系统科学 2020-05-08 Yijie Zhang , Kevin de Haan , Yair Rivenson , Jingxi Li , Apostolos Delis , Aydogan Ozcan

It is a critical task to evalaute HER2 expression level accurately for breast cancer evaluation and targeted treatment therapy selection. However, the standard multi-step Immunohistochemistry (IHC) staining is resource-intensive, expensive,…

计算机视觉与模式识别 · 计算机科学 2026-02-23 Peide Zhu , Linbin Lu , Zhiqin Chen , Xiong Chen

The evaluation of human epidermal growth factor receptor 2 (HER2) expression is essential to formulate a precise treatment for breast cancer. The routine evaluation of HER2 is conducted with immunohistochemical techniques (IHC), which is…

图像与视频处理 · 电气工程与系统科学 2022-05-11 Shengjie Liu , Chuang Zhu , Feng Xu , Xinyu Jia , Zhongyue Shi , Mulan Jin
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