Pathology

Latest AI and machine learning research in pathology for healthcare professionals.

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SAM2HIPT: A hybrid deep learning framework integrating SAM2 and HIPT with joint loss optimization for immunohistochemical cell nucleus segmentation.

Nucleus segmentation in immunohistochemistry (IHC) images plays a critical role in cancer diagnosis and treatment assessment. However, existing methods remain limited in segmentation accuracy and boundary delineation due to staining heterogeneity, densely packed cell distributions, and complex background interference. To address these challenges, this paper proposes a two-stage nucleus segmentatio...

Apr 23 2026 42025178

Parametrically upscaled model-based predictive platform for fatigue with location-specific microstructural linkages.

Fatigue in metallic materials is a cost-intensive engineering challenge due to unpredictable occurrences when undergoing cyclic loading. Particularly vulnerable is dwell fatigue, where the hold time significantly reduces life. The unpredictability is attributed to microstructure-dependent crack nucleation (a significant portion of life) in polycrystalline microstructures with evolving mechanisms. ...

Apr 23 2026 42020387
Early detection and subtyping of gastric cancer: A cell-free DNA fragmentome-based liquid biopsy method.

Cell-free DNA (cfDNA) in plasma provides attractive opportunities for early cancer diagnosis. This study aimed to establish gastric cancer (GC) artifi...

Apr 22 2026 42109851
Modelling the epidemic dynamics of HPV among women in China and optimization of ongoing cervical cancer elimination strategies.

BACKGROUND: The infection of high-risk human papillomavirus (hr-HPV) and related cervical cancer have greatly threatened women's health. However, the ...

Apr 22 2026 42021319
Protocol for an interpretable self-attention artificial neural network framework to predict cancer risk in oral potentially malignant disorders.

Oral potentially malignant disorders (OPMDs) can directly progress to cancer, necessitating accurate risk prediction to guide clinical intervention. H...

Apr 22 2026 42024509
Urinary extracellular vesicle miRNA signature reflects pancreatic islet stress in type 2 diabetes.

INTRODUCTION: Type 2 diabetes (T2D) is a progressive metabolic disorder characterized by insulin resistance and progressive β-cell dysfunction. Early ...

Apr 22 2026 42017432
FOSL2 regulates endothelial cell state and chromatin accessibility in systemic sclerosis pulmonary vascular remodeling.

Systemic sclerosis (SSc) is characterized by fibrosis and vasculopathy affecting the skin and internal organs, leading to multiorgan dysfunction. Inju...

Apr 22 2026 42018656
Identification and molecular typing of disulfidptosis-related biomarkers in anaplastic thyroid carcinoma.

Increasing evidence suggests that disulfidptosis plays a crucial role in tumorigenesis and progression. This study aimed to identify biomarkers closel...

Apr 22 2026 42020364
A new era of precision diagnosis and treatment for lung cancer: artificial intelligence-driven multimodal data integration and clinical applications.

Certain characteristics, such as high heterogeneity, a complex tumor microenvironment, metastatic potential, and drug resistance, render Lung cancer (...

Apr 22 2026 42020390
The University of Texas Southwestern Glioma Dataset - MRI, Molecular Markers and Segmentations.

Gliomas are the most common type of primary brain tumors. Their management options and outcomes depend significantly on the underlying molecular-marke...

Apr 22 2026 42020453
DeepFAN, a transformer-based model for human-artificial intelligence collaborative assessment of incidental pulmonary nodules in CT scans: a multireader, multicase trial.

The widespread adoption of computed tomography has increased the detection of lung nodules. However, deep learning methods for classification of benig...

Apr 22 2026 42020549
ThyroFusion: A Multi-modal Deep Learning Framework Integrating Vision and Language for Thyroid Nodule Malignancy Risk Assessment.

Accurate differentiation between benign and malignant thyroid nodules remains challenging in clinical practice. Current deep learning approaches predo...

Apr 22 2026 42020852
Multiclass lung cancer detection using a hybrid capsule inspired deep neural network.

Convolutional Neural Networks are widely used in lung cancer detection for more than a decade. However, it suffers from preserving spatial relationshi...

Apr 22 2026 42014820
Raman spectroscopy in renal analysis: Technologies, applications, and advancements.

The advantage of Raman spectroscopy (RS) in renal analysis lies in its capacity to non-invasively acquire label-free molecular vibrational fingerprint...

Apr 21 2026 42066712
Exploring the toxicological impact of perfluorooctanoic acid and perfluorooctane sulfonate on glioblastoma through network toxicology, machine learning, and multi-dimensional bioinformatics analysis.

Exposure to perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate (PFOS) has been associated with the development of various malignant tumors. H...

Apr 21 2026 42025812
Crosstalk between immune and programmed cell death and their application in colorectal cancer risk stratification.

Programmed cell death (PCD) and cellular immunity play pivotal roles in colorectal cancer (CRC) progression; understanding their crosstalk and identif...

Apr 21 2026 42124937
A comprehensive toolkit for analyzing cell-free DNA genomic sequencing data in liquid biopsy.

Liquid biopsy via plasma cell-free DNA (cfDNA) is transforming precision medicine by enabling non-invasive insights into the genomic and epigenomic la...

Apr 21 2026 42111187
Analysis and validation of diagnostic biomarkers and immune cell infiltration characteristics in chronic spontaneous urticaria and autophagy based on machine learning.

BACKGROUND: The exact molecular mechanisms governing a heightened risk of chronic spontaneous urticaria (CSU) associated with autophagy remain largely...

Apr 21 2026 42058160
World Health Organization classification of tumours of the breast 6th edition 2026.

The 6th edition of the WHO Classification of Breast Tumours introduces both major and minor changes based on recent advances in our understanding of b...

Apr 21 2026 42011085
Challenges and Barriers in Implementing AI for Clinical Applications in Anatomic Pathology.

The transformation of anatomic pathology from microscope-based practice to digital and computational workflows has created unprecedented opportunities...

Apr 21 2026 42011912
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