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1. iForensic, multicentric validation of digital whole slide images (WSI) in forensic histopathology setting according to the College of American Pathologists guidelines NSTL国家科技图书文献中心

Pigaiani, Nicola |  Oliva, Antonio... -  《International journal of legal medicine》 - 2025,139(3) - 1161~1168 - 共8页

摘要: decade. However, the application of digital whole slide |  images (WSI) in forensic pathology still needs to be |  perspectives, with improving impacts on the whole daily | Pathology has benefited from the rapid |  progress of image-digitizing technology during the last
关键词: Digital forensic histopathology |  Digital glass |  Digital whole slide images |  Forensic pathology |  Method validation

2. Ensemble transformer-based multiple instance learning to predict pathological subtypes and tumor mutational burden from histopathological whole slide images of endometrial and colorectal cancer NSTL国家科技图书文献中心

Wang, Ching-Wei |  Liu, Tzu-Chien... -  《Medical image analysis》 - 2025,99 - 103372~103372 - 共18页 - 被引量:1

摘要: directly from the H&E stained whole slide images (WSIs |  mainly evaluated by whole-exome sequencing or next | In endometrial cancer (EC) and colorectal |  cancer (CRC), in addition to microsatellite instability | , tumor mutational burden (TMB) has gradually gained
关键词: Tumor mutational burden |  Endometrial cancer |  Colorectal cancer |  Deep learning |  Whole slide images |  Immunotherapy

3. Partial-Label Contrastive Representation Learning for Fine-Grained Biomarkers Prediction From Histopathology Whole Slide Images NSTL国家科技图书文献中心

Yushan Zheng |  Kun Wu... -  《IEEE journal of biomedical and health informatics》 - 2025,29(1) - 396~408 - 共13页

摘要: prediction from whole slide images (WSIs) face challenges |  prediction from histopathology whole slide images. | In the domain of histopathology analysis | , existing representation learning methods for biomarkers |  due to the complexity of tissue subtypes and label
关键词: Representation learning |  Task analysis |  Biomarkers |  Histopathology |  Contrastive learning |  Annotations |  Feature extraction

4. Positional encoding-guided transformer-based multiple instance learning histopathology whole slide images classification NSTL国家科技图书文献中心

Shi, Jun |  Sun, Dongdong... -  《Computer Methods and Programs in Biomedicine》 - 2025,258 - 108491~108491 - 共14页

摘要:Background and objectives: Whole slide image |  features of the patches within a WSI to achieve the slide |  (WSI) classification is of great clinical |  significance in computer-aided pathological diagnosis. Due to |  the high cost of manual annotation, weakly
关键词: Digital pathology |  Whole slide image |  Multiple instance learning |  Position encoding |  Cancer subtyping |  Gene mutation prediction

5. Efficient and Generalizable Prediction of Molecular Alterations in Multiple-Cancer Cohorts Using Hematoxylin and Eosin Whole Slide Images NSTL国家科技图书文献中心

Ingale, Kshitij |  Hong, Sun Hae... -  《Modern pathology》 - 2025,38(4) - 100691~100691 - 共12页

摘要:, whole slide image embeddings derived using multitask |  routinely generated hematoxylin and eosinestained images |  images using a multitask approach. Compared with |  predictions from a single slide. (c) 2024 THE AUTHORS | Molecular testing of tumor samples for
关键词: biomarkers |  image processing |  multiple instance learning

6. Prospective and Retrospective Analysis of Whole-Slide Images of Sentinel and Targeted Lymph Node Frozen Sections in Breast Cancer NSTL国家科技图书文献中心

Ye, Qiqi |  Law, Timothy... -  《Modern pathology》 - 2025,38(4) - 100708~100708 - 共8页

摘要: that demonstrate the potential of whole-slide imaging | Different digital modalities are currently |  available for frozen section (FS) evaluation in surgical |  pathology practice. However, there are limited studies |  (WSI) as a robust digital pathology option for FS
关键词: breast cancer |  frozen section |  lymph nodes |  whole-slide imaging

7. Multi-Task Adaptive Resolution Network for Lymph Node Metastasis Diagnosis From Whole Slide Images of Colorectal Cancer NSTL国家科技图书文献中心

Tong Wang |  Su-Jin Shin... -  《IEEE journal of biomedical and health informatics》 - 2025,29(1) - 420~432 - 共13页

摘要:Automated detection of lymph node metastasis |  (LNM) holds great potential to alleviate the workload |  of doctors and reduce misinterpretations. Despite |  the practical successes achieved, effectively |  addressing the highly complex and heterogeneous tumor
关键词: Tumors |  Feature extraction |  Cancer |  Multitasking |  Vectors |  Medical diagnostic imaging |  Lymph nodes |  Hospitals |  Accuracy |  Training

8. MetFinder: A Tool for Automated Quantitation of Metastatic Burden in Histological Sections From Preclinical Models NSTL国家科技图书文献中心

Karz, Alcida |  Coudray, Nicolas... -  《Pigment cell & melanoma research》 - 2025,38(1) - n/a~n/a - 共17页

摘要: quantification of tumor content from whole slide images is a |  performance in segmenting these images, the tool obtained | As efforts to study the mechanisms of melanoma |  metastasis and novel therapeutic approaches multiply | , researchers need accurate, high-throughput methods to
关键词: deep learning |  histopathology |  metastatic burden |  murine models |  preclinical studies |  quantification |  whole slide images

9. Multiple-Instance Learning for thyroid gland disease classification: A hands-on experience NSTL国家科技图书文献中心

Lysukhin D. |  Varlamov A.... -  《Computers in Biology and Medicine》 - 2025,184 - 109424~109424 - 共9页

摘要: evaluating multiple whole slide images (WSIs) from a single |  also assessed the impact of detailed slide-level | © 2024 Elsevier LtdThe morphological diagnosis |  of thyroid gland neoplasms presents a dual |  challenge: it requires the expertise of highly trained
关键词: Artificial intelligence |  Histopathology |  Multiple Instance Learning |  Thyroid cancer |  Whole-slide images

10. Interpretable multi-stage attention network to predict cancer subtype, microsatellite instability, TP53 mutation and TMB of endometrial and colorectal cancer NSTL国家科技图书文献中心

Wang, Ching-Wei |  Muzakky, Hikam... -  《Computerized Medical Imaging and Graphics》 - 2025,121 - 102499~102499 - 共16页

摘要: histopathological whole slide images of EC and CRC slides | Mismatch repair deficiency (dMMR), also known |  as high-grade microsatellite instability (MSI-H | ), is a well- established biomarker for predicting the |  immunotherapy response in endometrial cancer (EC) and
关键词: Microsatellite instability |  TP53 |  Tumor mutational burden |  Endometrial cancer |  Colorectal cancer |  Deep learning |  Whole slide images |  Immunotherapy
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