Search research articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by

Same author

Discovery of an Orally Available Potent ER Aminopeptidase 1 (ERAP1) Inhibitor That Enhances Antitumor Responses and Limits Inflammatory Autoimmunity <i>In Vivo</i>.

Journal of medicinal chemistry·2026

Same author

Body Roundness Index as a Predictor of Electrical Cardioversion Failure in Patients With Persistent Atrial Fibrillation.

Pacing and clinical electrophysiology : PACE·2026

Same author

CBCT-based synthetic MRI generation for target localization during deep inspiration breath hold (DIBH) abdominal radiotherapy.

Physics in medicine and biology·2026

Same author

CT-to-FLAIR Style Transfer Improves Perilesional Edema Conspicuity in Brain Metastases.

AJNR. American journal of neuroradiology·2026

Same author

SELFIE: Self-Supervised Learning for Fast Dynamic Golden-Angle Radial MRI.

NMR in biomedicine·2026

Same author

Primitive neuronal component is a frequent finding among IDH-mutant astrocytomas with RB1 alterations.

Acta neuropathologica·2026

Same journal

Susceptibility Source Separation Unveils Paramagnetic and Diamagnetic Trajectories in Healthy Brains From 5 to 90 Years.

NMR in biomedicine·2026

Same journal

Skeletal Motor Unit Recruitment During Periodic Auditory Cueing: A Simultaneous Behavioral and Motor Unit Magnetic Resonance Imaging (MUMRI) Study.

NMR in biomedicine·2026

Same journal

Quantitative Guanidinium CEST-Based pH Mapping at 3 T in Healthy and Pathological Muscle.

NMR in biomedicine·2026

Same journal

Liver Diffusion Weighted MRI: Effect of Iron Overload on Apparent Diffusion Coefficient.

NMR in biomedicine·2026

Same journal

In Vivo Assessment of Placental Structure and Perfusion in Late-Gestation Pregnancies and Their Association With Fetal Growth.

NMR in biomedicine·2026

Same journal

Reproducibility of Splanchnic Blood Flow Measured Using Phase-Contrast MRI.

NMR in biomedicine·2026

See all related articles

Search research articles

Related Experiment Video

Updated: Mar 8, 2026

3D Scanning Technology Bridging Microcircuits and Macroscale Brain Images in 3D Novel Embedding Overlapping Protocol

3D Scanning Technology Bridging Microcircuits and Macroscale Brain Images in 3D Novel Embedding Overlapping Protocol

Published on: May 12, 2019

Highly Accelerated 3D MRI of Brain Tumors Using Deep Modular Reconstruction Networks.

Anthony Mekhanik¹, Joseph N Stember², Onur Yildirim²

¹Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, New York, USA.

NMR in Biomedicine

|March 6, 2026

Summary

This summary is machine-generated.

Accelerated Deep Modular Image REconstruction (ADMIRE) uses deep learning to speed up 3D MRI scans for cancer imaging. This AI method achieves faster scans with comparable image quality to standard methods.

Keywords:

acceleration brain tumors deep learning reconstruction post‐contrast 3D T1‐weighted MRI

More Related Videos

Multicolor 3D Printing of Complex Intracranial Tumors in Neurosurgery

Multicolor 3D Printing of Complex Intracranial Tumors in Neurosurgery

Published on: January 11, 2020

Role of Diffusion MRI Tractography in Endoscopic Endonasal Skull Base Surgery

Role of Diffusion MRI Tractography in Endoscopic Endonasal Skull Base Surgery

Published on: July 5, 2021

Related Experiment Videos

Last Updated: Mar 8, 2026

3D Scanning Technology Bridging Microcircuits and Macroscale Brain Images in 3D Novel Embedding Overlapping Protocol

3D Scanning Technology Bridging Microcircuits and Macroscale Brain Images in 3D Novel Embedding Overlapping Protocol

Published on: May 12, 2019

Multicolor 3D Printing of Complex Intracranial Tumors in Neurosurgery

Multicolor 3D Printing of Complex Intracranial Tumors in Neurosurgery

Published on: January 11, 2020

Role of Diffusion MRI Tractography in Endoscopic Endonasal Skull Base Surgery

Role of Diffusion MRI Tractography in Endoscopic Endonasal Skull Base Surgery

Published on: July 5, 2021

Area of Science:

Radiology
Medical Imaging
Artificial Intelligence

Background:

3D T1-weighted MRI is crucial for cancer neuroimaging but is time-consuming.
Current acceleration techniques limit scan speed, impacting clinical workflow.

Purpose of the Study:

To accelerate 3D MRI acquisition using deep learning reconstruction of undersampled k-space data.
To develop and validate a novel deep learning framework (ADMIRE) for faster MRI scans.

Main Methods:

Developed a two-stage deep learning framework (ADMIRE) for artifact removal and image enhancement.
Trained ADMIRE on 136 3D T1-weighted MRI datasets (BRAVO and MPRAGE).
Validated ADMIRE against existing methods and clinical acquisitions using quantitative and qualitative assessments.

Main Results:

ADMIRE demonstrated superior image quality compared to data-driven and unrolled deep learning methods.
The method achieved noninferiority to the clinical standard despite 32%-46% acquisition time reduction.
Statistical analysis confirmed ADMIRE's effectiveness in overall quality and diagnostic confidence.

Conclusions:

ADMIRE significantly accelerates T1-weighted 3D MRI acquisition while maintaining diagnostic quality.
The framework enables higher k-space undersampling factors, improving clinical efficiency.
Fast computation and use of clinical sequences facilitate ADMIRE's translation into clinical practice.