Oncology/Hematology

Latest AI and machine learning research in oncology/hematology for healthcare professionals.

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ESMO basic requirements for AI-based biomarkers in oncology (EBAI).

BACKGROUND: Artificial intelligence (AI) is expected to introduce an increasing number of biomarkers in oncology. To bridge the gap between oncology and computer science, it is timely to define recommendations for AI-based biomarkers suitable for routine clinical use. Here, we propose the ESMO (European Society for Medical Oncology) Basic Requirements for AI-based Biomarkers In Oncology (EBAI). DE...

Nov 18 2025 41260261

Toward accurate breast cancer classification: A review of multi-modal machine learning approaches.

The innovations in classifying breast cancer into malignant and benign categories and further categorizing it into molecular subtypes have reshaped healthcare services, enabling accurate diagnosis of these complex conditions. Identification of molecular subtypes of breast cancer is one of the most important treatment challenges, as these subtypes can have an enormous effect on the prognosis and tr...

Nov 18 2025 41265505
Interpretable Machine Learning Model for Survival Prediction in Pediatric Adrenocortical Tumors.

PURPOSE: Pediatric adrenocortical tumors (pACTs) are rare and clinically heterogeneous. Existing risk stratification systems rely on fixed thresholds ...

Nov 18 2025 41608202
White Light, Magnifying Endoscopy, Endocytoscopy, and Artificial Intelligence in Diagnosis of Early Colorectal Cancer: A Comparative Study.

OBJECTIVES: Early detection of colorectal cancer is critical for improving prognosis. However, assessing invasion depth-distinguishing between superfi...

Nov 17 2025 41262550
Hopfield neural networks with diverse activation functions: impact of variable action gradients and electromagnetic radiation effects.

Activation functions and their variable gradient action are pivotal in bridging artificial neural networks with the dynamic behavior of biological neu...

Nov 17 2025 41319405
Emerging options and future strategies in immunotherapy for advanced lung squamous-cell carcinoma.

Advanced-stage lung squamous-cell carcinoma (LUSC) remains a therapeutic challenge. Although immune checkpoint inhibitors (ICIs) have revolutionized L...

Nov 17 2025 41260258
A Multi-instance Learning Network with Prototype-instance Adversarial Contrastive for Cervix Pathology Grading.

The pathological grading of cervical squamous cell carcinoma (CSCC) is a fundamental and important index in tumor diagnosis. Pathologists tend to focu...

Nov 17 2025 41412020
MiniGPT-Pancreas: Multimodal Large Language Model for Pancreas Cancer Observation and Localization in CT Images.

Pancreatic cancer remains one of the deadliest malignancies, primarily because of its subtle CT appearance and frequent late-stage diagnosis. We intro...

Nov 17 2025 41658402
Automated Segmentation of Bilateral Vestibular Schwannoma in Neurofibromatosis 2 (NF2).

OBJECTIVE: Automated segmentation models for volumetric measurement of vestibular schwannoma (VS) have been developed for sporadic VS but not for bila...

Nov 17 2025 41243123
DoubleBlock-ViT: A MaxViT-based enhancement and dual-path skip connections for brain tumor segmentation in MRI scans.

BACKGROUND: Manual interpretation of brain tumor regions in MRI scans demands substantial medical expertise, is time-consuming, and is prone to human ...

Nov 17 2025 41274096
SpatialFusion: A Unified Model for Integrating Spatial Transcriptomics to Unveil Cell-type Distribution, Interaction, and Functional Heterogeneity in Tissue Microenvironments.

Recent advances in spatial transcriptomics (ST) have significantly enhanced our understanding of tissue structure and intercellular interactions. Howe...

Nov 17 2025 41237948
Feasibility of deep learning-based cancer detection in ultrasound microvascular images.

Acoustic angiography is a superharmonic contrast-enhanced ultrasound modality that maps 3-D microvasculature with fine spatial resolutions and has dem...

Nov 15 2025 41270708
Novel growth pattern-specific digital marker of TILs improves stratification of lung adenocarcinoma patients.

Lung adenocarcinoma (LUAD) is one of the most prevalent forms of cancer and continues to be associated with high mortality rates, despite recent advan...

Nov 15 2025 41240064
Artificial intelligence-driven CT radiomics model predicts prognosis in TACE-refractory hepatocellular carcinoma.

PURPOSE: To develop an integrated predictive model combining radiomics, clinical risk factors, and machine learning for prognostic assessment in hepat...

Nov 14 2025 41236585
Emerging trends in nuclear medicine: breakthrough in radiopharmaceuticals, Geant4 simulations, and AI integration.

Nuclear medicine has witnessed revolutionary progress, spurred by advances in radiopharmaceuticals, computational modeling, and artificial intelligenc...

Nov 14 2025 41237411
A CT-based 2.5D deep learning model for preoperative T-staging in gastric cancer: a retrospective multicenter study.

PURPOSE: To develop and validate a 2.5D multi-angle deep learning (MADL) model for preoperative T-staging in patients with gastric cancer (GC) and to ...

Nov 14 2025 41236584
Combining MEA-Net and LAP-Net for Pneumoconiosis Staging Framework.

OBJECTIVE: Pneumoconiosis is a common and highly hazardous occupational disease. The staging of pneumoconiosis is mainly carried out by experienced do...

Nov 14 2025 41247264
A deep learning-based radiomics model for noninvasive diagnosis of melanoma.

To develop a noninvasive diagnostic model integrating deep learning and radiomics for improving the accuracy and clinical utility of early melanoma di...

Nov 14 2025 41201865
Noninvasive nasopharyngeal cancer screening via salivary DNA detection using label-free surface-enhanced Raman spectroscopy.

Nasopharyngeal carcinoma (NPC) is a malignant tumor originating from the mucosal epithelium of the nasopharynx, which has a high incidence in southern...

Nov 13 2025 41265314
Transformer-based multi-scale feature fusion for real-time CT bone metastasis detection.

Bone metastasis, a frequent complication of advanced cancers, requires early, precise detection to enable timely interventions and improve patient out...

Nov 13 2025 41241185
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