Frontal cortical gyrification mediates the association between hippocampal subfield microstructure and cognitive function in Parkinson's disease: A NODDI study highlighting olfactory dysfunction
December 2025
Olfactory dysfunction and cognitive impairment are common and often co-occurring non-motor symptoms in Parkinson's disease (PD). However, the neural mechanisms underlying their association remain unclear....
Transformer-based integration of radiomics and deep learning for differentiating lipid-poor adrenal adenomas from malignant tumors
December 2025
To evaluate the effectiveness of a Transformer model based on contrast-enhanced computed tomography (CECT) that integrates radiomics and deep learning features in differentiating adrenal lipid-poor...
Consistency-driven state-space model for incomplete multimodal MRI brain tumor segmentation
December 2025
Brain tumor segmentation based on multimodal magnetic resonance imaging (MRI) plays a crucial role in clinical diagnosis and treatment planning. However, the absence or unavailability of certain modalities...
Predicting efficacy of electroconvulsive therapy for adolescent major depressive disorder using a dual-branch graph attention network fusing multi-modal MRI
December 2025
Major Depressive Disorder (MDD) significantly contributes to global disease burden, and Electroconvulsive Therapy (ECT) is an effective yet variable treatment. This study aims to develop an individualized...
Potential neural mechanisms and imaging changes in type 2 diabetes with cognitive impairment
September 2025
Many studies have demonstrated that type 2 diabetes mellitus (T2DM) can lead to various complications. In this review, we examine the central nervous system (CNS) symptoms it causes, focusing on cognitive...
Advances in neuroimaging applications of quantitative susceptibility mapping
September 2025
This review article delves into the advancements of quantitative susceptibility mapping (QSM) in neuroimaging, highlighting its utility in detecting and quantifying magnetic susceptibility differences...
Critical review of patient outcome study in head and neck cancer radiotherapy
September 2025
In modern radiation therapy for head and neck cancers, the treatment related toxicities remain a significant clinical challenge. This review critically evaluates the evolution of data-driven approaches...
Investigating the shared genetic architecture between Parkinson's disease and magnetic susceptibility of the substantia nigra
September 2025
Parkinson's disease (PD) is a common and progressively deteriorating neurodegenerative disorder thatprofoundly affects millions of individuals worldwide. Neuroimaging research has consistently demonstrated...
Fast-RF-Shimming: Accelerate RF shimming in 7T MRI using deep learning
September 2025
Ultrahigh field (UHF) Magnetic Resonance Imaging (MRI) offers an elevated signal-to-noise ratio (SNR), enabling exceptionally high spatial resolution that benefits both clinical diagnostics and advanced...
Cardiac ECV mapping: Underlying concepts and clinical applications
September 2025
Myocardial Extracellular volume fraction (ECV) mapping, based on cardiac magnetic resonance (CMR), is a crucial technique for assessing myocardial histological changes by evaluating extracellular matrix...
Dopamine receptor- and noradrenaline transporter-related disruptions are associated with depression and cognitive performance in COVID-19 survivors
September 2025
This study aims to explore the relationships between neural activity, neurovascular coupling (NVC), and neurotransmitter receptors, and to investigate their association with emotion and cognition in...
Intelligent analysis of chest X-ray based on multi-modal instruction tuning
September 2025
Chest X-ray plays a crucial role in the screening and diagnosis of chest diseases. Due to the complexity of pathological manifestations and limitations of radiologists' experience, the accuracy and...
Applications of resting-state fMRI and machine learning in cognitive impairment in type 2 diabetes mellitus: A scoping review
June 2025
Type 2 Diabetes Mellitus (T2DM) is a common metabolic disorder that adversely affects cognitive function and heightens the risk of neurodegenerative diseases. This review examines cutting-edge developments...
Application of deep learning on automated breast ultrasound: Current developments, challenges, and opportunities
June 2025
Breast cancer is a major disease threatening the health of women worldwide. The advent of automated breast ultrasound (ABUS) has provided new possibilities for the early screening and diagnosis of breast...
MRI advances on structural and functional changes in limbic system with premenstrual syndrome
June 2025
Premenstrual Syndrome (PMS) is a unique emotional disorder in women, characterized by a series of cyclical physical, emotional, behavioral, and cognitive symptoms that occur during the luteal phase...
Large language model-based multi-source integration pipeline for automated diagnostic classification and zero-shot prognoses for brain tumor
June 2025
In this study, we use large language models (LLMs) to integrate information from multi-source medical reports to enhance the accuracy of automated diagnostic classification and prognosis for brain ...
Multi-task glioma segmentation and IDH mutation and 1p19q codeletion classification via a deep learning model on multimodal MRI
June 2025
To develop a deep learning model for simultaneous segmentation of glioma lesions and classification of IDH mutation and 1p/19q codeletion status using multimodal MRI....
Reference ranges of CT quantitative indexes based on paired inspiratory and expiratory chest CT in healthy Chinese adults: A community-based cohort study
June 2025
Computed tomography (CT) screening has established itself as the routine method to monitor lung conditions by providing pulmonary structural and functional information. However, the reference ranges...
Radiology-GPT: A large language model for radiology
June 2025
We introduce Radiology-GPT, a large language model for radiology. Using an instruction tuning approach on an extensive dataset of radiology domain knowledge, Radiology-GPT demonstrates superior performance...
One scan, multiple insights: A review of AI-Driven biomarker imaging and composite measure detection in lung cancer screening
March 2025
In an era where early detection of diseases is paramount, integrating artificial intelligence (AI) into routine lung cancer screening offers a groundbreaking approach to simultaneously uncover multiple...
A noval neuro-biomarker of cognitive impairment related to cerebral small vessel disease in patients with T2DM: Lenticulostriate arteries
March 2025
The lenticulostriate arteries (LSAs) are crucial cerebral microvasculature vessels, supplying blood to the basal ganglia and internal capsule. Diagnosing, recognizing, and treating cognitive impairment...
Microstructure changes of the brain preceded glymphatic function changes in young obesity with and without food addiction
March 2025
Obesity in young adults has become a public health issue that cannot be ignored. Previous studies have shown that obesity, emotional stress and food addiction can interact with each other. However,...