Oncology/Hematology

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

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Transferrin Receptor 1 (TFRC) and Ferroptosis-Related Biomarkers in Oncology: Analytical Evaluation and Translational Potential.

One of the important regulators of cellular iron uptake is transferrin receptor 1 (TFRC), which is closely linked to ferroptosis, an iron-dependent form of regulated cell death caused by lipid peroxidation. TFRC and ferroptosis-related biomarkers (including soluble transferrin receptor, labile iron pools, 4-hydroxynonenal, malondialdehyde, glutathione status, GPX4 expression, and oxidized species ...

Jun 6 2026 42249840

Integrated CT-PET radiogenomics and graph-based multi-task learning for preoperative prediction of key glioma molecular markers.

BACKGROUND: The clinical management of glioma is increasingly dependent on the tumor's molecular profile, particularly the mutation status of Isocitrate Dehydrogenase (IDH), the promoter methylation of O-6-Methylguanine-DNA Methyltransferase (MGMT), and the co-deletion of chromosomal arms 1p and 19q. Determining these markers requires invasive tissue sampling. This study aimed to develop and valid...

Jun 6 2026 42249986
A simple morphometric algorithm based on nuclear atypia features of invasive breast carcinoma: relationship with nuclear grade, Ki-67 level, and hormone receptor status.

Background With the widespread availability of whole-slide imaging, many studies have utilized digital images of hematoxylin and eosin (H&E)-stained b...

Jun 6 2026 42250057
A histopathologically verified dataset of magnifying narrow-band imaging endoscopy for classifying the gastric precancerous cascade.

Gastric cancer is a leading cause of mortality worldwide, yet the development of computer-aided diagnosis (CAD) systems for its early detection is hin...

Jun 6 2026 42251050
Development and validation of pathomics signature for predicting prognosis of advanced high-grade serous ovarian carcinoma patients after platinum-based chemotherapy.

In patients with advanced high-grade serous ovarian carcinoma (HGSOC), the standard treatment typically involves platinum-based chemotherapy after deb...

Jun 6 2026 42251135
Ultrasound-based multiregional radiomics nomogram for predicting recurrence in HER2-positive breast cancer.

PURPOSE: Accurate prediction of recurrence risk is crucial for personalizing therapy in human epidermal growth factor receptor 2-positive (HER2-positi...

Jun 6 2026 42251269
Single-cell transcriptomics and machine learning unveil liquid-liquid phase separation-related biomarkers in HPV-positive cervical cancer.

BACKGROUND: Liquid-liquid phase separation (LLPS) dysregulation is a key driver of oncogenesis, yet its specific role in HPV-positive cervical cancer ...

Jun 6 2026 42251432
Use of contrast-enhanced mammography for preoperative prediction of lymphovascular invasion status in invasive breast cancer.

BACKGROUND: To investigate the use of contrast-enhanced mammography (CEM) for preoperative prediction of lymphovascular invasion (LVI) status in invas...

Jun 6 2026 42251446
Explainable AI reveals squamous histology and U-shaped PD-L1 patterns as primary subgroup predictors of neoadjuvant and perioperative immunotherapy benefit in NSCLC: a machine learning analysis.

BACKGROUND: The introduction of neoadjuvant and perioperative immunotherapy has broadened treatment options for resectable non-small cell lung cancer ...

Jun 6 2026 42249154
Multimodal Artificial Intelligence Prediction of Abiraterone Efficacy in Two STAMPEDE Phase 3 Trials of Non-Metastatic Very High-Risk Prostate Cancer.

BACKGROUND: Long-term androgen deprivation therapy (LT-ADT) with radiotherapy is standard-of-care for high-risk localized prostate cancer, with abirat...

Jun 5 2026 42250604
Machine learning-driven investigation on liquid-liquid phase separation-related prognostic signature in diffuse large B-cell lymphoma.

Diffuse large B-cell lymphoma (DLBCL) is the most common aggressive non-Hodgkin lymphoma and is characterized by substantial heterogeneity. This study...

Jun 5 2026 42246608
Machine Learning-Guided Survival Prediction and Treatment Sequencing in Advanced Soft Tissue Sarcoma Beyond Second-Line Therapy: A Retrospective Cohort Study.

INTRODUCTION: Evidence guiding the optimal sequencing of later-line systemic therapy in advanced soft tissue sarcoma (STS) remains limited. The aim of...

Jun 5 2026 42247057
Zero echo time MRI with deep learning reconstruction and chemical shift correction for detecting osteolytic myeloma lesions.

OBJECTIVE: We compared three magnetic resonance imaging (MRI) sequences-native zero echo time (ZTE), deep learning (DL)-chemical shift correction (CSC...

Jun 5 2026 42247107
Artificial intelligence in prostate cancer imaging: A mini-review of current applications and future directions.

This mini-review synthesizes evidence from recent studies to provide an updated perspective on current applications, methodological challenges, and fu...

Jun 5 2026 42247882
Multimodal deep learning integration of clinical, dosiomics, and radiomics features to predict toxicity in breast cancer patients undergoing hypofractionated radiotherapy.

BACKGROUND AND PURPOSE: Radiation dermatitis (RD) and superficial soft tissue fibrosis are common toxicities among the patients with breast cancer rec...

Jun 5 2026 42248053
Unsupervised deep learning enables blur-free resolution enhancement in two-photon microscopy.

Two-photon microscopy enables the non-invasive imaging of deep living tissue. Quantitative three-dimensional analysis is hampered by axial blur and an...

Jun 5 2026 42248144
Virtual photon-counting micro-CT platform for simulation of head and neck cancer imaging in mice.

OBJECTIVE: Our goal was to develop a simulation platform for photon-counting CT (PCCT) imaging in mouse models of head and neck squamous cell carcinom...

Jun 5 2026 42248199
Hyperspectral Imaging for Breast-Conserving Surgery Margin Assessment: A Systematic Review.

CONTEXT.—: Breast-conserving surgery (BCS) offers comparable overall survival rates to mastectomy. However, 14% to 37% of cases require re-excision ow...

Jun 5 2026 42248565
Development of LRRC15-binding disulfide-constrained peptides for PET imaging of cancer-associated fibroblasts.

Leucine-rich-repeat-containing protein 15 (LRRC15) is selectively expressed on cancer-associated fibroblasts (CAFs) and constitutes a promising biomar...

Jun 5 2026 42248838
Targeting the intrinsically disordered AR-NTD through a machine learning-based enhanced sampling workflow.

Targeting the intrinsically disordered N-terminal domain of the androgen receptor (AR-NTD) represents a promising strategy to overcome resistance in p...

Jun 5 2026 42248893
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