Rheumatology

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

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Diagnostic Performance of Machine Learning for Systemic Lupus Erythematosus: Systematic Review and Meta-Analysis.

BACKGROUND: Early and accurate diagnosis of systemic lupus erythematosus (SLE) and its organ involvement is essential. Previous reviews of machine learning (ML) in SLE combined heterogeneous tasks and validation strategies and may have overinterpreted model performance. OBJECTIVE: This study evaluated the diagnostic performance of ML and deep learning (DL) models for 3 clinically distinct SLE-rela...

Sep 4 2026 42696514

Large Language Models for Heterogeneous Data Mining in Liver Disease: Framework Development and Retrospective Validation Study.

BACKGROUND: Differentiating among liver disease entities such as autoimmune liver disease (AILD), drug-induced liver injury (DILI), and chronic hepatitis B (CHB) remains clinically challenging due to overlapping clinical manifestations and nonspecific laboratory findings. Conventional machine learning (ML) approaches rely mainly on structured laboratory data, whereas free-text clinical reports and...

Sep 4 2026 42696525
Cough Hypersensitivity in Gastroesophageal Reflux-Induced Chronic Cough: Insights from Reflux Monitoring and High-Resolution Manometry.

BACKGROUND: Cough hypersensitivity contributes to the heterogeneity of gastroesophageal reflux-induced chronic cough (GERC), but its associated factor...

Sep 2 2026 42686877
Research progress in traditional Chinese medicine for lymphoma: multi-pathway and multi-drug combination approaches.

OBJECTIVES: Lymphoma is a prevalent hematologic malignancy with complex pathogenesis involving dysregulated signaling pathways and high treatment resi...

Sep 1 2026 42680210
Modular multi-task deep learning framework for prediction of treatment initiation in neovascular age-related macular degeneration modular AI for NVAMD treatment initiation study-MANTIS.

PURPOSE: The purpose of this study is to develop a fully automated system for determining the optimal time to begin anti-vascular endothelial growth f...

Sep 1 2026 42680556
Nailfold capillary phenotypes distinguish juvenile myositis subtypes and associate with disease activity.

BACKGROUND: Nailfold capillaroscopy is a non-invasive method to visualize altered microcirculation in pediatric rheumatic disease, with potential to a...

Sep 1 2026 42681940
Development of a Prognostic Survival Risk Score for Lung Cancer Patients With Type 2 Diabetes Mellitus: A Territory-Wide Retrospective Cohort Study.

BACKGROUND: Lung cancer is a leading cause of cancer-related mortality, and its prognosis is often affected by comorbidities such as type 2 diabetes m...

Sep 1 2026 42655935
Humanoid Colleagues and the Rheumatology Workforce: Preparing for a New Era.

Rheumatology faces sustained workforce strain, widening access gaps, and escalating administrative burden. Fellowship expansion and integration of adv...

Sep 1 2026 42666073
Elevated pro-BNP and low-grade inflammation are associated with low bone mineral density in systemic sclerosis, a case control study.

BACKGROUND: Bone mineral density (BMD) is compromised in patients with systemic sclerosis (SSc) compared to the background population, yet the underly...

Sep 1 2026 42675495
Silencing SLC52A2 promotes tertiary lymphoid structure formation and inhibits IL-17 pathway to ameliorate melanoma progression.

Tertiary lymphoid structure (TLS) correlates with improved prognosis in melanoma. The role of solute carrier family 52 member A2 (SLC52A2) in mediatin...

Aug 31 2026 42671664
Redundancy-aware AI-guided discovery and experimental validation of antimicrobial peptides for infected wound treatment.

Artificial intelligence (AI) is accelerating antimicrobial peptide (AMP) discovery, but prediction-centered workflows often overlook dataset redundanc...

Aug 31 2026 42673834
Retrospective population-based cohorts for assessing the performance of algorithmic diabetes classification and for quantifying the true burden of type 1, type 2 and LADA phenotypes in Quebec: a study protocol.

INTRODUCTION: Diabetes affects 537 million people worldwide, with type 2 diabetes (T2D) estimated to account for most cases. Type 1 diabetes (T1D), la...

Aug 31 2026 42674789
Myocardial Fibrosis in Pediatric Heart Disease: Mechanisms, Imaging Biomarkers, Clinical Consequences, and Emerging Antifibrotic Therapies.

Myocardial fibrosis is increasingly recognized as a central determinant of adverse cardiac remodeling and long-term cardiovascular outcomes in childre...

Aug 28 2026 42661244
Development and temporal validation of AI-enhanced HEp-2 indirect immunofluorescence image analysis for specific autoantibody prediction in systemic autoimmune rheumatic diseases.

OBJECTIVE: ANA indirect immunofluorescence (IIF) is the reference standard but depends on subjective pattern interpretation. We tested whether artific...

Aug 28 2026 42663162
Microphysiological immune-on-chip systems: engineering human immunity for precision immunotherapy, vaccine development, and autoimmune disease modelling.

Microphysiological immune-on-chip systems have emerged as transformative biomedical microdevices capable of recreating the structural, biochemical, an...

Aug 28 2026 42663717
ASPIRE: Accurate alternative splicing prediction from limited RNA sequencing data and a minimal gene set.

Alternative splicing is a fundamental biological mechanism that increases protein diversity and regulates critical cellular processes across eukaryote...

Aug 28 2026 42664278
Machine learning-driven drug repurposing and computational validation for Nipah virus.

The recurring Nipah virus outbreaks and the lack of effective antiviral therapies, emphasize the urgent need for effective therapeutic interventions. ...

Aug 28 2026 42665761
When Deepfakes Meet Herd Immunity: Artificial Intelligence, Vaccine Avoidance, and the Next Infodemic Threat.

Vaccination remains among the most effective public health interventions, but its impact increasingly depends on public trust and a reliable informati...

Aug 27 2026 42661500
Naïve adaptive immune receptor repertoires in celiac disease assessed by machine learning; impact of the HLA-DQ2.5 allotype on the TCR repertoire.

The adaptive immune receptor repertoire (AIRR) - the collection of an individual's B-cell and T-cell receptors (BCRs and TCRs, respectively) - encodes...

Aug 27 2026 42649420
Saliva Liquid Biopsy for Detection of Oral and Systemic Diseases.

Saliva has emerged as a compelling liquid biopsy for the non-invasive diagnosis and monitoring of both oral and systemic diseases. Secreted by major a...

Aug 25 2026 42638446
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