Artificial Intelligence to Reduce or Eliminate the Need for Gadolinium-Based Contrast Agents in Brain and Cardiac MRI

From Dose Reduction to Contrast Maximization

(2022) Alexandre Bône et al.   INVESTIGATIVE RADIOLOGY

Deep learning‐based 3D MRI contrast‐enhanced synthesis from a 2D noncontrast T2Flair sequence

(2022) Yulin Wang et al.   MEDICAL PHYSICS

Artificial Intelligence for Contrast-free MRI: Scar Assessment in Myocardial Infarction Using Deep Learning-based Virtual Native Enhancement (VNE)

(2022) Qiang Zhang et al.   CIRCULATION

Synthetic Post-Contrast Imaging through Artificial Intelligence: Clinical Applications of Virtual and Augmented Contrast Media

(2022) Luca Pasquini et al.   Pharmaceutics

Deep Learning Algorithm Trained with COVID-19 Pneumonia Also Identifies Immune Checkpoint Inhibitor Therapy-Related Pneumonitis

(2021) Carlo Augusto Mallio et al.   Cancers

Deep learning–based methods may minimize GBCA dosage in brain MRI

(2021) Huanyu Luo et al.   EUROPEAN RADIOLOGY

A generic deep learning model for reduced gadolinium dose in contrast‐enhanced brain MRI

(2021) Srivathsa Pasumarthi et al.   MAGNETIC RESONANCE IN MEDICINE

Toward Replacing Late Gadolinium Enhancement With Artificial Intelligence Virtual Native Enhancement for Gadolinium-Free Cardiovascular Magnetic Resonance Tissue Characterization in Hypertrophic Cardiomyopathy

(2021) Qiang Zhang et al.   CIRCULATION

Automated Noncontrast Myocardial Tissue Characterization for Hypertrophic Cardiomyopathy: Holy Grail or False Prophet?

(2021) Charlotte H Manisty et al.   CIRCULATION

Can Deep Learning Replace Gadolinium in Neuro-Oncology?

(2021) Samy Ammari et al.   INVESTIGATIVE RADIOLOGY

Simultaneous T 1 , T 2 , and T 1ρ cardiac magnetic resonance fingerprinting for contrast agent–free myocardial tissue characterization

(2021) Carlos Velasco et al.   MAGNETIC RESONANCE IN MEDICINE

Using explainable machine learning to characterise data drift and detect emergent health risks for emergency department admissions during COVID-19

(2021) Christopher Duckworth et al.   Scientific Reports

Gadolinium Deposition Safety: Seeking the Patient’s Perspective

(2020) C.A. Mallio et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

Impact on gadolinium anomaly in river waters in Tokyo related to the increased number of MRI devices in use

(2020) Kazumasa Inoue et al.   MARINE POLLUTION BULLETIN

Within-network brain connectivity in Crohn’s disease patients with gadolinium deposition in the cerebellum

(2020) Carlo A. Mallio et al.   NEURORADIOLOGY

Anthropogenic gadolinium in freshwater and drinking water systems

(2020) Robert Brünjes et al.   WATER RESEARCH

Explainable AI: A Review of Machine Learning Interpretability Methods

(2020) Pantelis Linardatos et al.   Entropy

2020 AHA/ACC Guideline for the Diagnosis and Treatment of Patients With Hypertrophic Cardiomyopathy

(2020) Steve R. Ommen et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Use of Intravenous Gadolinium-based Contrast Media in Patients with Kidney Disease: Consensus Statements from the American College of Radiology and the National Kidney Foundation

(2020) Jeffrey C. Weinreb et al.   RADIOLOGY

Can Virtual Contrast Enhancement in Brain MRI Replace Gadolinium?

(2019) Jens Kleesiek et al.   INVESTIGATIVE RADIOLOGY

Magnetic Resonance Perfusion or Fractional Flow Reserve in Coronary Disease

(2019) Eike Nagel et al.   NEW ENGLAND JOURNAL OF MEDICINE

Deep Learning for Diagnosis of Chronic Myocardial Infarction on Nonenhanced Cardiac Cine MRI

(2019) Nan Zhang et al.   RADIOLOGY

Gadolinium Deposition in the Brain in a Large Animal Model

(2019) Alexander Radbruch et al.   INVESTIGATIVE RADIOLOGY

Deep Learning for Predicting Enhancing Lesions in Multiple Sclerosis from Noncontrast MRI

(2019) Ponnada A. Narayana et al.   RADIOLOGY

Risk of Nephrogenic Systemic Fibrosis in Patients With Stage 4 or 5 Chronic Kidney Disease Receiving a Group II Gadolinium-Based Contrast Agent

(2019) Sean A. Woolen et al.   JAMA Internal Medicine

Deep learning enables reduced gadolinium dose for contrast-enhanced brain MRI

(2018) Enhao Gong et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

MRI-Guided Thrombolysis for Stroke with Unknown Time of Onset

(2018) Götz Thomalla et al.   NEW ENGLAND JOURNAL OF MEDICINE

Immediate Allergic Reactions to Gadolinium-based Contrast Agents: A Systematic Review and Meta-Analysis

(2018) Ashkan Heshmatzadeh Behzadi et al.   RADIOLOGY

Framing the challenges of artificial intelligence in medicine

(2018) Kun-Hsing Yu et al.   BMJ Quality & Safety

Gadolinium deposition in the brain: summary of evidence and recommendations

(2017) Vikas Gulani et al.   LANCET NEUROLOGY

Reconstruction of 7T-Like Images From 3T MRI

(2016) Khosro Bahrami et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

q-Space Deep Learning: Twelve-Fold Shorter and Model-Free Diffusion MRI Scans

(2016) Vladimir Golkov et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Safety of the Gadolinium-Based Contrast Agents for Magnetic Resonance Imaging, Focusing in Part on Their Accumulation in the Brain and Especially the Dentate Nucleus

(2016) Val M. Runge   INVESTIGATIVE RADIOLOGY

Brain metastatic volume and white matter lesions in advanced cancer patients

(2013) Carlo Cosimo Quattrocchi et al.   JOURNAL OF NEURO-ONCOLOGY