Pathology

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

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Deep Learning-Based Diagnosis of Parotid Gland Tumors on CT Images: A Multi-view Approach for Preoperative Differentiation of Benign and Malignant Lesions.

BACKGROUND: Accurate preoperative differentiation between benign and malignant parotid gland tumors is essential for guiding surgical planning and treatment decisions. However, early-stage malignant tumors often lack distinctive imaging features on contrast-enhanced CT, making diagnosis challenging. PURPOSE: This study aimed to develop an artificial intelligence (AI)-assisted diagnostic system bas...

May 29 2026 42217825

Beyond Correlation: Causal Intervention for Multi-Label Medical Image Diagnosis.

This paper addresses the challenge of multi-disease diagnosis by integrating causal reasoning into the diagnostic framework. In clinical practice, multiple conditions often co-occur, making multi-disease diagnosis more relevant than isolated single-disease cases. However, most deep learning methods focus on single-disease detection and fail to capture the complexity of diagnosing concurrent condit...

May 29 2026 42213561
Unifying pKa and Protonation Prediction with Sequence-Based Deep Learning.

Predictions of pKa values provide insights into key aspects of molecular behavior, including solubility, lipophilicity, and binding affinity. Despite ...

May 29 2026 42214058
A comprehensive review of deep learning applications in the segmentation and classification of skin cancer.

Skin cancer (SC) is one of the most prevalent forms of cancer worldwide. Both melanoma and non-melanoma types pose major challenges for early detectio...

May 29 2026 42214390
Interlayer-aware postoperative facial appearance prediction in orthognathic surgery with bio-geometric guidance.

OBJECTIVE: Accurate prediction of postoperative facial appearance is essential for orthognathic surgical planning, yet remains challenging due to the ...

May 29 2026 42214412
Ethnicity-specific molecular subtypes and a machine-learning risk model in Asian patients with non-muscle-invasive bladder cancer.

Non-muscle-invasive bladder cancer (NMIBC) has high rates of recurrence and progression, yet its molecular landscape across different ethnicities rema...

May 29 2026 42215586
Early detection of gastric cancer: a novel circulating microbiome DNA based liquid biopsy assay.

Microorganisms play significant roles in gastric cancer (GC) progression. However, it is unknown whether circulating microbiome DNA (cmDNA) possesses ...

May 29 2026 42215593
Development and validation of a noninvasive machine learning model using urinary extracellular vesicle physical parameters for prostate cancer diagnosis.

Urinary extracellular vesicles (uEVs) are promising biomarkers for prostate cancer (PCa). Although novel uEV-based biomarkers have advanced early diag...

May 29 2026 42215604
Exercise-related genes predicts overall survival and tumor immune microenvironment, and identifies the biological role of SLC52A2 in breast cancer.

BACKGROUND: Breast cancer (BRCA) is the most common malignant tumor in women, with prognoses differing markedly by molecular subtype. Exercise is know...

May 29 2026 42215809
A novel prognostic model based on MVIRGs identifies ANGPT2 as a key target driving the malignant progression of HCC.

BACKGROUND: Hepatocellular carcinoma (HCC) is a highly lethal malignancy with high recurrence and limited therapies. Microvascular invasion (MVI) is a...

May 29 2026 42215875
Network toxicology and bioinformatics reveal potential molecular links between cadmium exposure and pancreatic cancer.

BACKGROUND: Environmental cadmium (Cd) pollution poses a severe threat to human health due to its strong bioaccumulation and high carcinogenicity. Alt...

May 29 2026 42216024
DNA damage response signature-based prognostic genes for intrahepatic cholangiocarcinoma: a combined analysis of machine learning and biological experiments.

BACKGROUND: Intrahepatic cholangiocarcinoma (ICC) is a highly aggressive subtype of primary liver cancer with insidious onset, early metastasis, and p...

May 29 2026 42216034
A two-stage sperm holomorphological analysis method based on multi-output network construction.

BACKGROUND: Sperm morphology detection technology has important research value in diagnosing male infertility. Traditional manual detection methods ar...

May 29 2026 42216116
Human factors validation study of an artificial neural network‑based preoperative decision‑support tool for noninvasive lymph node staging (NILS) in women with primary breast cancer (ISRCTN99301435).

BACKGROUND: The integration of clinical decision support tools in medical practice is challenging and must be carefully undertaken, especially in canc...

May 28 2026 42204510
Sex-specific molecular and cellular phenotypes during resolution of neuropathic pain in dorsal root ganglia.

The dorsal root ganglion (DRG) is examined for sex-dependent phenotypes in sensory neurons, satellite glial cells (SGCs), and local macrophages follow...

May 28 2026 42207640
Translating transcriptomics analysis into diagnostic workflows: clinical variant identification and interpretation in hypothesis-driven and hypothesis-free approaches.

BACKGROUND: Despite significant advancements in genetic diagnosis, there are still bottlenecks in DNA-level testing. Challenges to diagnosis include t...

May 28 2026 42208150
Lactylation-related prognostic signature characterized in pancreatic ductal adenocarcinoma through public scRNA-seq dataset and machine learning algorithms: the TOP2A-H3K18la-NQO1 axis orchestrates malignant progression.

BACKGROUND: Lactate promotes histone lactylation, which affects protein transcription and translation, thereby influencing tumour cell progression. Ho...

May 28 2026 42209673
KRASG12V/A146T mutations are associated with nCRT resistance via enhanced DNA double-strand break repair and support a deep learning prediction framework in LARC.

BACKGROUND: Neoadjuvant chemoradiotherapy (nCRT) is the standard treatment for locally advanced rectal cancer (LARC), yet clinically validated biomark...

May 28 2026 42210090
Elevated ST2+ Tregs in RA-ILD: correlation with pulmonary fibrosis and the IL-33/ST2/AREG axis.

BACKGROUND: Interstitial lung disease (ILD) represents a significant extra-articular complication associated with rheumatoid arthritis (RA), contribut...

May 28 2026 42210372
Rapid Generation of Subject-Specific Human Models With Detailed Tissue Structures for Timely Individualized SAR Assessment.

PURPOSE: To enable the rapid generation of subject-specific whole-body anatomical models for patient-specific prediction of torso-local specific absor...

May 28 2026 42210642
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