Transplantation

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

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A Flexible Hybrid Quantum-classical Training Framework of Organ-at-Risk and Tumor Segmentation Models for Radiation Therapy Planning.

Deep learning-based Organ-at-Risk (OAR) and tumor segmentation is vital for radiation therapy planning but often suffers from over-parameterization, requiring large datasets to avoid overfitting, which is impractical in small-sample medical settings. Traditional trainable parameter reduction methods, relying on structural lightweighting or low-rank approximation, may artificially limit model expre...

Feb 16 2026 41699007

A multi-level segmentation-guided diffusion model for streak artifact reduction in routine non-contrast chest CT.

Streak artifacts in non-contrast computed tomography (NCCT) can obscure anatomical details and even confuse radiologic signs. Existing methods for artifact reduction have limitations: specialized training data and high annotation costs hinder the performance scalability, inadequate anatomical constraints struggle to preserve fine details, and limited generative stability along with suboptimal arti...

Feb 14 2026 41689727
Automatic detection of single-electron regime and virtual gate definition in quantum dots using U-Net and clustering.

To realize practical quantum computers, a large number of quantum bits (qubits) will be required. Semiconductor spin qubits offer advantages such as h...

Feb 14 2026 41691077
Construction of a deep learning-based predictive model for delayed graft function in kidney transplantation.

BACKGROUND: Delayed graft function (DGF) is a major complication of kidney transplantation that adversely affects long-term graft survival. This study...

Feb 13 2026 41969322
Interpretable prognostic modeling of glioblastoma using cross-cohort transcriptome integration and machine learning approaches.

Glioblastoma (GBM) is an aggressive brain tumor with highly variable patient outcomes due to pronounced molecular heterogeneity. Prognosis remains dis...

Feb 13 2026 41713199
Long-Term Follow-Up in Liver Transplantation and Combined Cardiac Surgery: Validation and Refinement of the LT+CS Risk Score Using Advanced Machine Learning.

BACKGROUND: Combined liver transplantation (LT) and cardiac surgery (LT+CS) is a therapeutic option for patients with end-stage liver disease (ESLD) a...

Feb 13 2026 41217341
Explainability-informed benchmarking of two deep learning models for organ-at-risk segmentation in MR-guided adaptive radiotherapy.

INTRODUCTION/BACKGROUND: Segmentation of gastrointestinal (GI) organs-at-risk (OARs) is a critical yet time-consuming step in MR-guided adaptive radio...

Feb 13 2026 41690008
Machine Learning-Assisted Detection of Phosgene and Acetyl Chloride via a Dual-Probe Fluorescent Platform with Differential Reactivity.

Phosgene and acyl chlorides are highly toxic chemicals that pose serious threats to human health and environmental safety, yet their rapid and reliabl...

Feb 13 2026 41685427
Molecular fluorophore dimerization: a new paradigm for precision phototheranostics.

Molecular fluorophore dimerization has recently emerged as a powerful and versatile design strategy in phototheranostics, offering a distinct regulato...

Feb 13 2026 41685519
Identification of a type 1 diabetes-associated T cell receptor repertoire signature from the human peripheral blood.

Type 1 diabetes (T1D) is a T cell-mediated disease with a strong immunogenetic human leukocyte antigen (HLA) dependence. HLA allelic influence on the ...

Feb 13 2026 41686902
Development and explanation of electrocardiogram-based deep learning for predicting short-term mortality in heart failure patients.

BACKGROUND: Heart failure mortality has risen sharply after years of decline, highlighting the limitations of current risk assessment tools in accurac...

Feb 13 2026 41678824
Hydrogel-enabled drug delivery for ulcerative colitis.

Ulcerative colitis (UC) represents a chronic, relapsing inflammatory condition primarily affecting the colonic and rectal mucosa, presenting substanti...

Feb 13 2026 41680539
Enhancing out-of-distribution detection with bilateral distribution score.

Out-of-distribution (OOD) detection has emerged as a crucial safeguard for ensuring trustworthy deployment of machine learning models in safety-critic...

Feb 12 2026 41707456
Research on the Application Value of Blood Plasma Autofluorescence Spectroscopy Model Constructed by Machine Learning Algorithms in Identifying the Types of Post-operative Kidney Transplantation Injury.

BACKGROUND: This study aimed to assess the value of blood plasma autofluorescence spectroscopy in classifying renal injury after renal transplantation...

Feb 12 2026 41690351
Effect of caudal fin shape on swimming performance of a flying fish robot.

The advancement of robotic fish necessitates examination of whether caudal fins should be specifically designed for individual body shapes or if gener...

Feb 12 2026 41604772
Leaky-Integrate-Fire Neuron via Synthetic Antiferromagnetic Coupling and Spin-Orbit Torque.

Neuromorphic Computing (NC) is a promising candidate for Artificial Intelligence (AI) applications. To realize NC, electronic analogues of brain compo...

Feb 12 2026 41674350
Inference of SARS-CoV-2 exposure biomarkers using large-scale T-cell repertoire profiling.

BACKGROUND: The COVID-19 pandemic offers a powerful opportunity to develop methods for monitoring the spread of infectious diseases based on their sig...

Feb 12 2026 41680899
Navigating high-dimensional processing parameters in organic photovoltaics via a multitier machine learning framework.

Optimizing organic photovoltaic (OPV) performance requires navigating the high-dimensional, interdependent processing parameters governing bulk hetero...

Feb 11 2026 41671361
Silencer variants are key drivers of gene up-regulation in Alzheimer's disease.

The genetic mechanisms of ~90% of Alzheimer's disease (AD)-associated variants residing in noncoding DNA remain poorly understood. To address this, we...

Feb 11 2026 41671378
NoninvasiveĀ Staging of Hepatic Fibrosis in Patients with Autoimmune Liver Disease Using Deep Learning.

RATIONALE AND OBJECTIVES: Accurate staging of hepatic fibrosis is essential for guiding immunosuppressive and antifibrotic therapies. However, percuta...

Feb 11 2026 41680010
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