乳がん患者のHER2グレーディング
当研究室では、統計モデル、予測分析、データ可視化を通じて、大規模データから有益な知見を抽出しています。データ駆動型の意思決定支援を目指しています。

関連論文
Research papers and publications in this area

Region of interest (ROI) selection using vision transformer for automatic analy…
Md Shakhawat Hossain, Galib Muhammad Shahriar, MM Mahbubul Syeed, Mohammad Faisal Uddin, Mahady Has…
Scientific Reports (Nature) , Vol. 13 (1)
Selecting regions of interest (ROI) is a common step in medical image analysis across all imaging modalities. An ROI is a subset of an …

Tissue Artifact Segmentation and Severity Assessment for Automatic Analysis usi…
Md Shakhawat Hossain, Galib Muhammad Shahriar, MM Mahbubul Syeed, Mohammad Faisal Uddin, Mahady Has…
IEEE Access , Vol. 11
Traditionally, pathological analysis and diagnosis are performed by manually eyeballing glass-slide specimens under a microscope by an expert. The whole slide image (WSI) is …
Automatic grading of invasive breast cancer patients for the decision of therap…
Hossain Shakhawat, Matthew Hanna, Kareem Ibrahim, Rene Serrette, Peter Ntiamoah, Marcia Edelweiss, …
This chapter discusses an automatic system designed using whole slide imaging (WSI) and artificial intelligence (AI) technology to grade invasive breast cancer patients enabling …

The perception of health professionals in Bangladesh toward the digitalization …
Md Shakhawat Hossain, MM Mahbubul Syeed, Kaniz Fatema, Mohammad Faisal Uddin
International Journal of Environmental Research and Public Health , Vol. 19 (20)
Bangladesh is undertaking a major transformation towards digitalization in every sector, and healthcare is no exception. Digitalization of the health sector is expected to …

Singular Nuclei Segmentation for Automatic HER2 Quantification Using CISH Whole…
Md Shakhawat Hossain, MM Mahbubul Syeed, Kaniz Fatema, Md Sakir Hossain, Mohammad Faisal Uddin
Sensors , Vol. 22 (19)
Human epidermal growth factor receptor 2 (HER2) quantification is performed routinely for all breast cancer patients to determine their suitability for

Automatic quality evaluation of whole slide images for the practical use of who…
Hossain Md Shakhawat, Tomoya Nakamura, Fumikazu Kimura, Yukako Yagi, Masahiro Yamaguchi
ITE Transactions On Media Technology And Applications , Vol. 8 (4)
A whole slide imaging (WSI) scanner scans pathological-specimens to produce digital images for monitor-based diagnosis and analysis. However, the image quality is sometimes insufficient …

Automatic quantification of HER2 gene amplification in invasive breast cancer f…
Md Shakhawat Hossain, Matthew G Hanna, Naohiro Uraoka, Tomoya Nakamura, Marcia Edelweiss, Edi Brogi…
Journal of Medical Imaging , Vol. 6 (4)
Human epidermal growth factor receptor 2 (HER2), a transmembrane tyrosine kinase receptor encoded by the ERBB2 gene on chromosome 17q12, is a predictive and prognostic biomarker …

Practical image quality evaluation for whole slide imaging scanner
Md Shakhawat Hossain, Toyama Nakamura, Fumikazu Kimura, Yukako Yagi, Masahiro Yamaguchi
Whole slide imaging (WSI) scanner scans pathological specimens to produce digital slides to use in pathology practice, research, and computational pathology, which enables monitor-based diagnosis …