Urology

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

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Automating prostate biopsy guidance: A robust CNN approach for non-rigid 3D/3D MR-TRUS image registration.

Fusing transrectal ultrasound (TRUS) and magnetic resonance (MR) images has significantly improved the accuracy of prostate cancer detection during targeted biopsies. However, automatic MR-TRUS registration remains challenging due to the large anatomical and appearance differences between the two imaging modalities. This study introduces a fully automatic, weakly supervised deep learning (DL) appr...

Jan 10 2026 41520474

ReTri: Progressive domain bridging via representation disentanglement and triple-level consistency-driven feature alignment for unsupervised domain adaptive medical image segmentation.

Unsupervised domain adaptation (UDA) in medical image segmentation presents significant challenges due to substantial cross-domain disparities and the inherent absence of target domain annotations. In this study, to address these challenges, we propose an end-to-end progressive domain bridging framework based on representation disentanglement and triple-level consistency-driven feature alignment, ...

Jan 9 2026 41544504
Machine learning-based multi-class classification of bladder pathologies using fused 3D CT radiomic and 3D auto-encoder deep features.

OBJECTIVE: To develop an automated analytical framework that integrates hybrid radiomics and deep learning features from non-contrast CT images for th...

Jan 9 2026 41568074
Beyond the Cell Atlas: Functional Communities as the Essential Pathologic Units Driving Kidney Disease.

Kidney disease represents a growing global health crisis, demanding a deeper understanding of its underlying pathophysiology. Current mechanistic effo...

Jan 9 2026 41563353
FGA Serves as a Potential Diagnostic Marker and Therapeutic Target for Elderly Acute Kidney Injury.

To identify potential biomarkers and explore the underlying mechanisms of elderly acute kidney injury (e-AKI), we performed integrative plasma proteom...

Jan 9 2026 41512179
Challenges in improving the equation for estimating 24-h urinary sodium excretion from casual urine in hypertensive patients taking antihypertensive drugs: addressing overestimation, especially at low sodium excretion levels.

The estimation formula by Tanaka et al. for predicting the 24-h urinary sodium (Na) excretion (24Na) from a single causal urine sample is widely used....

Jan 9 2026 41514025
Cross-omics interpretable neural network for discovery of molecular markers in prostate cancer.

Determining molecular markers that mediate clinically aggressive phenotypes in prostate cancer is a significant challenge. While traditional linear mo...

Jan 8 2026 41518989
Patient Perceptions of Artificial Intelligence-Generated Kidney Transplant Information: Comparing ChatGPT With the National Kidney Foundation.

RATIONALE & OBJECTIVE: Generative artificial intelligence (AI) may help patients better understand the complexities of kidney transplantation. However...

Jan 8 2026 41767690
Significance and Implications of Prostate Cancer: Critical Overview for Future Directions in Africa.

Prostate cancer places a heavy economic burden on health care in many countries globally. This is no exception in Africa. It is also described as one ...

Jan 8 2026 41504175
Uncovering the potential of pathomics: prognostic prediction and mechanistic investigation of pancreatic cancer.

A machine learning-based pathomics model was investigated for its value and biological significance in predicting overall survival (OS) after surgery ...

Jan 8 2026 41508286
Expansion of CKD diagnostics through biosensor technology: An early detection approach.

Chronic kidney disease (CKD) is a complicated global health disease that causes serious health issues like kidney failure and heart-related problems. ...

Jan 8 2026 41519220
Effects of a transformer-based AI-based application to support incontinence-associated dermatitis and pressure injury assessment, nursing care and documentation: Controlled pilot intervention study.

BACKGROUND: Artificial intelligence (AI) is playing an increasingly important role in nursing care, including wound management. Differentiating pressu...

Jan 7 2026 41623358
Machine learning model for predicting interfraction motion of the seminal vesicles in prostate cancer radiotherapy.

BACKGROUND AND PURPOSE: In external beam radiotherapy for prostate cancer, inclusion of the seminal vesicles (SV) in the clinical target volume (CTV) ...

Jan 6 2026 41506573
Acute kidney injury: Detection, risk stratification, and predictive biomarkers.

BACKGROUND: Acute kidney injury (AKI) is a complex multifactorial syndrome characterized by a rapid decline in kidney function, frequently observed in...

Jan 6 2026 41506360
Active surveillance as the treatment of choice for low-risk prostate cancer: Reliability of results obtained through clinical language processing systems and big data.

INTRODUCTION: Advances in natural language processing (NLP) technologies have gained prominence for extracting relevant clinical information. Savana i...

Jan 5 2026 41500453
The role of focal therapy for localized prostate cancer: From diagnosis to ablation.

INTRODUCTION: Focal therapy (FT) has emerged as an intermediate therapeutic strategy between active surveillance (AS) and radical treatments for the m...

Jan 5 2026 41500454
The role of artificial intelligence in hypertension management.

PURPOSE OF REVIEW: Hypertension remains a leading modifiable risk factor for cardiovascular and renal conditions and dementia. Given its rising global...

Jan 5 2026 41491933
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