Machine learning applications to neuroimaging for glioma detection and classification: An artificial intelligence augmented systematic review.

Journal of Clinical Neuroscience : Official Journal of the Neurosurgical Society of Australasia
Quinlan D BuchlakMassimo Piccardi

Abstract

Glioma is the most common primary intraparenchymal tumor of the brain and the 5-year survival rate of high-grade glioma is poor. Magnetic resonance imaging (MRI) is essential for detecting, characterizing and monitoring brain tumors but definitive diagnosis still relies on surgical pathology. Machine learning has been applied to the analysis of MRI data in glioma research and has the potential to change clinical practice and improve patient outcomes. This systematic review synthesizes and analyzes the current state of machine learning applications to glioma MRI data and explores the use of machine learning for systematic review automation. Various datapoints were extracted from the 153 studies that met inclusion criteria and analyzed. Natural language processing (NLP) analysis involved keyword extraction, topic modeling and document classification. Machine learning has been applied to tumor grading and diagnosis, tumor segmentation, non-invasive genomic biomarker identification, detection of progression and patient survival prediction. Model performance was generally strong (AUC = 0.87 ± 0.09; sensitivity = 0.87 ± 0.10; specificity = 0.0.86 ± 0.10; precision = 0.88 ± 0.11). Convolutional neural network, support vector machine a...Continue Reading

References

Jan 1, 1992·Neuroradiology·M WatanabeN Takeda
Mar 11, 2005·The New England Journal of Medicine·Roger StuppUNKNOWN National Cancer Institute of Canada Clinical Trials Group
Jul 10, 2007·Acta Neuropathologica·David N LouisPaul Kleihues
May 3, 2008·The Lancet Oncology·Dieta BrandsmaMartin J van den Bent
May 23, 2008·Neurosurgery·Nader Sanai, Mitchel S Berger
Jul 1, 2008·Journal of Clinical Epidemiology·Margaret SampsonDavid Moher
Oct 18, 2008·Evidence-based Dentistry·Derek Richards
Jan 3, 2009·Medical Image Analysis·Marcel PrastawaGuido Gerig
Jul 23, 2009·Annals of Internal Medicine·David MoherUNKNOWN PRISMA Group
Oct 7, 2009·Nature Reviews. Clinical Oncology·Isaac Yang, Manish K Aghi
Jun 22, 2010·Magnetic Resonance in Medicine : Official Journal of the Society of Magnetic Resonance in Medicine·Frank G ZöllnerLothar R Schad
Mar 23, 2011·Journal of Neurosurgery·Nader SanaiMitchel S Berger
Apr 26, 2011·International Journal of Computer Assisted Radiology and Surgery·Evangelia I ZacharakiChristos Davatzikos
Oct 20, 2011·Journal of Clinical Oncology : Official Journal of the American Society of Clinical Oncology·Neil K AaronsonMartin Klein
Nov 3, 2011·Journal of Neuro-oncology·Derek R Johnson, Brian Patrick O'Neill
Feb 11, 2012·AJNR. American Journal of Neuroradiology·E I ZacharakiC Davatzikos
May 30, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Radhakrishna AchantaSabine Süsstrunk
Oct 27, 2012·JAMA : the Journal of the American Medical Association·Asgeir S JakolaOle Solheim
Jun 8, 2013·Physics in Medicine and Biology·Stefan BauerMauricio Reyes
Jul 26, 2013·Journal of Digital Imaging·Kenneth ClarkFred Prior
May 27, 2014·IEEE Transactions on Bio-medical Engineering·Meiyan HuangQianjin Feng
Sep 3, 2014·NeuroImage. Clinical·Rika InanoSusumu Miyamoto
Sep 6, 2014·Journal of Neurosurgery·Matthew M GrabowskiMichael A Vogelbaum
Dec 11, 2014·IEEE Transactions on Medical Imaging·Bjoern H MenzeKoen Van Leemput
Feb 11, 2015·Advances in Anatomic Pathology·Sriram Venneti, Jason T Huse
May 29, 2015·Nature·Yann LeCunGeoffrey Hinton
Aug 11, 2015·IEEE Transactions on Medical Imaging·Michael GoetzKlaus H Maier-Hein
Nov 19, 2015·Radiology·Robert J GilliesHedvig Hricak
Jan 14, 2016·Radiographics : a Review Publication of the Radiological Society of North America, Inc·Tianrun CaiDimitrios Mitsouras
Mar 10, 2016·IEEE Transactions on Medical Imaging·Sergio PereiraCarlos A Silva
Apr 14, 2016·Computational and Mathematical Methods in Medicine·Liya Zhao, Kebin Jia

❮ Previous
Next ❯

Citations

Jun 27, 2021·European Journal of Orthopaedic Surgery & Traumatology : Orthopédie Traumatologie·Quinlan D BuchlakSiva Chandrasekaran
Oct 5, 2021·Der Radiologe·Johann-Martin Hempel, Daniel Pinto Dos Santos

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

JMIR Medical Informatics
Irena Spasic, Goran Nenadic
Otology & Neurotology : Official Publication of the American Otological Society, American Neurotology Society [and] European Academy of Otology and Neurotology
Matthew G CrowsonTimothy C Y Chan
© 2021 Meta ULC. All rights reserved