Diverse Applications of Artificial Intelligence in Neuroradiology.

Abstract:

:Recent advances in artificial intelligence (AI) and deep learning (DL) hold promise to augment neuroimaging diagnosis for patients with brain tumors and stroke. Here, the authors review the diverse landscape of emerging neuroimaging applications of AI, including workflow optimization, lesion segmentation, and precision education. Given the many modalities used in diagnosing neurologic diseases, AI may be deployed to integrate across modalities (MR imaging, computed tomography, PET, electroencephalography, clinical and laboratory findings), facilitate crosstalk among specialists, and potentially improve diagnosis in patients with trauma, multiple sclerosis, epilepsy, and neurodegeneration. Together, there are myriad applications of AI for neuroradiology."

journal_name

Neuroimaging Clin N Am

authors

Duong MT,Rauschecker AM,Mohan S

doi

10.1016/j.nic.2020.07.003

subject

Has Abstract

pub_date

2020-11-01 00:00:00

pages

505-516

issue

4

eissn

1052-5149

issn

1557-9867

pii

S1052-5149(20)30053-8

journal_volume

30

pub_type

杂志文章,评审
  • Surgical approaches in thyroid cancer: what the radiologist needs to know.

    abstract::This article discusses the broad topic of thyroid cancer, with a focus on giving the reader an understanding of the basis for surgical decision making. The reader will gain an understanding of the embryology, anatomy, and various cancer pathologies than can affect the thyroid gland. The reader will also be exposed to ...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2008.03.009

    authors: Newman JG,Chalian AA,Shaha AR

    更新日期:2008-08-01 00:00:00

  • Functional MR imaging in the evaluation of the patient with epilepsy. Functional localization.

    abstract::Functional magnetic resonance imaging is able to define noninvasively the location of eloquent cortex responsible for speech, motor, and visual function, and it holds promise for localizing other important functional tissues in the future. Such localization is extremely important to the epileptologist and surgeon plan...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Latchaw RE,Hu X

    更新日期:1995-11-01 00:00:00

  • Spinal trauma.

    abstract::Approximately 30,000 spinal injuries occur in the United States every year. Injuries to the spine and its contents affect predominately young, healthy individuals and are a major cause of disability, with significant socioeconomic consequences. The main cause for spinal injuries is blunt trauma, most commonly caused b...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2006.11.006

    authors: Sundgren PC,Philipp M,Maly PV

    更新日期:2007-02-01 00:00:00

  • Surgical approaches to the skull base.

    abstract::Surgical approaches to the skull base have seen significant evolution. The most practical approaches now use the concept of comprehensive integration of all phases of cranial base surgery, from modular disassembly of the craniofacial skeleton and tumor resection to a functional and aesthetic reconstruction. The improv...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章

    doi:

    authors: Janecka IP

    更新日期:1994-08-01 00:00:00

  • Tumor and Tumorlike Masses in Pediatric Patients that Involve Multiple Spaces.

    abstract::There are several tumors and tumorlike masses involving multiple spaces in the pediatric brain. Accurate diagnosis of tumors and distinguishing them from tumorlike masses is an important aspect in the diagnostic workup and plays a key role for management and prognosis. Neuroimaging plays an important role in (1) ident...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2016.08.006

    authors: Bosemani T,Poretti A

    更新日期:2017-02-01 00:00:00

  • The anterior approach to the cervical spine.

    abstract::This article focuses on the indications for anterior cervical surgery, relevant surgical anatomy, a brief description of the technique of anterior surgery followed by a discussion of results and complications. It is hoped that the reader will achieve a better understanding for the clinical syndrome of cervical disc de...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Bell GR

    更新日期:1995-08-01 00:00:00

  • Pitfalls in the staging of cancer of oral cavity cancer.

    abstract::Oral cavity cancer comprises nearly 30% of all malignant tumors of the head and neck. After a definitive diagnosis has been made, imaging is essential for staging the primary tumor by evaluating submucosal spread and invasion of adjacent structures, and to identify nodal or distant metastasis. Oral cavity anatomy is o...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2012.08.004

    authors: Aiken AH

    更新日期:2013-02-01 00:00:00

  • Imaging of brain tumors in the pediatric population.

    abstract::Primary brain tumors are the most common solid tumor in children and the second most common cancer after leukemia and lymphoma to affect the pediatric population. The incidence, clinical presentation, imaging features, and treatment outcomes of various pediatric brain tumors are discussed. ...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Luh GY,Bird CR

    更新日期:1999-11-01 00:00:00

  • Imaging of brain tumors: perfusion/permeability.

    abstract::The use of biomarkers of microvascular structure and function from perfusion and permeability imaging is now well established in neuro-oncological research. There remain significant challenges to be overcome before these techniques and related biomarkers can find general clinical acceptance. Core to this is the standa...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2010.04.008

    authors: Thompson G,Mills SJ,Stivaros SM,Jackson A

    更新日期:2010-08-01 00:00:00

  • Hydrocephalus in children: neurosurgical and neuroimaging concerns.

    abstract::The neuroimaging of hydrocephalus from the perspective of the pediatric neurosurgeon is discussed. Processes with new developments in therapy and imaging are described, including congenital causes of hydrocephalus, unilateral hydrocephalus, trapped fourth ventricle, and benign external hydrocephalus. ...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Boaz JC,Edwards-Brown MK

    更新日期:1999-02-01 00:00:00

  • Normal anatomy of the skull base.

    abstract::CT and MR imaging increasingly are being used for the evaluation of the skull base. New innovative techniques have revolutionized radiologic understanding of normal skull base anatomy. Thus, normal anatomic relationships with radiographic correlation are vital for accurate pathologic assessment. ...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Lustrin ES,Robertson RL,Tilak S

    更新日期:1994-08-01 00:00:00

  • Common Otologic Surgical Procedures: Clinical Decision-Making Pearls and the Role of Imaging.

    abstract::Neuro-otologists rely on the expertise and judgment of a skilled neuroradiologist to identify radiographic abnormalities in the complicated regional anatomy of the temporal bone and middle and posterior fossa, and more importantly, to alert the surgeon to potential operative pitfalls. This article highlights some of t...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2018.09.008

    authors: Peng T,Ramaswamy AT,Kim AH

    更新日期:2019-02-01 00:00:00

  • Functional magnetic resonance imaging. Application to degenerative brain disease and hydrocephalus.

    abstract::Magnetic resonance (MR) imaging, in addition to its excellent depiction of neuroanatomy, is being developed as a major technique for functional imaging of cerebrospinal fluid motion and for measurement of velocity, strain, and diffusional processes within the brain parenchyma. Functional MR imaging studies are reveali...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Feinberg DA

    更新日期:1995-02-01 00:00:00

  • Cross-Sectional Imaging Techniques and Normal Anatomy of the Salivary Glands.

    abstract::The salivary glands play an important role in digestion and oral hygiene, and give rise to a variety of benign and malignant pathologies. In suspected pathology, the goal of imaging is to confirm a lesion as being of salivary gland origin, narrow the list of differential considerations, define the extent of disease, a...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2018.01.001

    authors: Atkinson C,Fuller J 3rd,Huang B

    更新日期:2018-05-01 00:00:00

  • Neurosurgical management of congenital malformations and inherited disease of the spine.

    abstract::Congenital malformations encompass a diverse group of disorders present at birth as result of genetic abnormalities, infection, errors of morphogenesis, or abnormalities in the intrauterine environment. Congenital disorders affecting the brain and spinal cord are often diagnosed before delivery with the use of prenata...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2011.05.009

    authors: Hervey-Jumper SL,Garton HJ,Wetjen NM,Maher CO

    更新日期:2011-08-01 00:00:00

  • Imaging of Minor Salivary Glands.

    abstract::Neoplastic and non-neoplastic lesions may involve the minor salivary glands. Tumors of minor salivary glands are commonly seen in the oral cavity. Malignant tumors are more common than benign minor salivary gland tumors. The most common malignant tumors are adenoid cystic carcinoma and mucoepidermoid carcinoma, and th...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2018.01.008

    authors: Abdel Razek AAK,Mukherji SK

    更新日期:2018-05-01 00:00:00

  • The Pediatric Cerebellum in Inherited Neurodegenerative Disorders: A Pattern-recognition Approach.

    abstract::Evaluation of imaging studies of the cerebellum in inherited neurodegenerative disorders is aided by attention to neuroimaging patterns based on anatomic determinants, including biometric analysis, hyperintense signal of structures, including the cerebellar cortex, white matter, dentate nuclei, brainstem tracts, and n...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2016.03.007

    authors: Blaser SI,Steinlin M,Al-Maawali A,Yoon G

    更新日期:2016-08-01 00:00:00

  • Trunkal intracranial aneurysms: dissecting and fusiform aneurysms.

    abstract::Aneurysms arising along the arterial trunk are uncommon and not well-characterized lesions in contrast to saccular aneurysms. According to pathological studies, most of spontaneous trunkal aneurysms are related to dissecting phenomena. On the basis of clinical presentation, dissecting aneurysms can be separated into a...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2006.05.006

    authors: Biondi A

    更新日期:2006-08-01 00:00:00

  • Pathology of the olfactory nerve.

    abstract::The olfactory system and especially the olfactory bulb (OB) as the first relay in the olfactory system represent highly plastic structures. For example, OB volume partly reflects the degree of afferent neural activity. Research indicates that smell deficits leading to a reduced sensory input result in structural chang...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2007.10.002

    authors: Abolmaali N,Gudziol V,Hummel T

    更新日期:2008-05-01 00:00:00

  • Fetal imaging of central nervous system abnormalities.

    abstract::Fetal MR imaging is complementary to obstetric ultrasonography. The additional information provided by in utero MR imaging may alter prenatal, perinatal, or immediate postnatal management. For example, the MR imaging findings may affect the decision to continue the pregnancy, change the mode, timing, or location of de...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2004.03.006

    authors: Golja AM,Estroff JA,Robertson RL

    更新日期:2004-05-01 00:00:00

  • Sickle cell disease and stroke in a pediatric population. Evidence-based diagnostic evaluation.

    abstract::Cerebrovascular complications are common in SCD and constitute a major source of concern to the pediatric hematologist. These complications can be either clinically overt or covert. The authors' review of the diagnostic tests does not offer absolute indications for neuroimaging because most of the evidence is based on...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/s1052-5149(03)00030-3

    authors: Winrow N,Melhem ER

    更新日期:2003-05-01 00:00:00

  • Imaging of rickettsial, spirochetal, and parasitic infections.

    abstract::This article is an update and literature review of the clinical and neuroimaging findings of the commonly known rickettsial, spirochetal, and eukaryotic parasitic infections. Being familiar with clinical presentation and imaging findings of these infections is crucial for early diagnosis and treatment especially in pa...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2012.05.015

    authors: Akgoz A,Mukundan S,Lee TC

    更新日期:2012-11-01 00:00:00

  • High-resolution CISS MR imaging with and without contrast for evaluation of the upper cranial nerves: segmental anatomy and selected pathologic conditions of the cisternal through extraforaminal segments.

    abstract::The authors review the course and appearance of the major segments of the upper cranial nerves from their apparent origin at the brainstem through the proximal extraforaminal region, focusing on the imaging and anatomic features of particular relevance to high-resolution magnetic resonance imaging evaluation. Selected...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2013.03.021

    authors: Blitz AM,Macedo LL,Chonka ZD,Ilica AT,Choudhri AF,Gallia GL,Aygun N

    更新日期:2014-02-01 00:00:00

  • The skull base and calvaria. Adult and pediatric.

    abstract::The anatomy of the skull base is complex. In the infant and child, the complexity is magnified by the numerous sutures, synchondroses, and normal variants that are present. In this article, the normal anatomy of the skull and skull base is presented using radiographs, computed tomography, and magnetic resonance imagin...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Belden CJ

    更新日期:1998-02-01 00:00:00

  • Diskography.

    abstract::Diskography has become a vital study in the evaluation of spinal pain, particularly in patients who are considered candidates for possible surgical intervention. It has been the author's experience that when diskography is performed with appropriate clinical indication by skilled and experienced practitioners who are ...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Schellhas KP

    更新日期:2000-08-01 00:00:00

  • Role of neuroimaging in the evaluation of tremor.

    abstract::The role for neuroimaging in the management of patients with tremor is gradually increasing, particularly with respect to stereotactic neurosurgery and deep brain stimulation where less than 2-mm tolerance is required for accurate electrode placement. The routine use of single photon emission CT technology to image th...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章

    doi:10.1016/j.nic.2009.08.005

    authors: Hensman DJ,Bain PG

    更新日期:2010-02-01 00:00:00

  • The resource-based relative value scale and neuroradiology: ASNR's history at the RUC.

    abstract::The Resource-Based Relative Value Scale (RBRVS) has been the defining algorithm for professional reimbursement of medical services since its introduction in 1992. This article reviews the history of the RBRVS, with an emphasis on the integral involvement of the radiology and neuroradiology communities. Appropriate rei...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2012.04.008

    authors: Donovan WD

    更新日期:2012-08-01 00:00:00

  • Proton MR spectroscopy of common brain tumors.

    abstract::Proton MR spectroscopy allows differentiation of normal tissues from pathologic ones. There is now evidence that this technique may be able to distinguish different histological grades of tumors. The proton MR spectroscopic changes due to treatment of brain tumors is discussed in this article. ...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:

    authors: Castillo M,Kwock L

    更新日期:1998-11-01 00:00:00

  • Central nervous system tuberculosis.

    abstract::Central nervous system (CNS) tuberculosis is frequently encountered in tropical countries. Imaging plays an important role in its recognition and in its differentiation from other similar conditions. Specific magnetic resonance techniques, such as magnetization transfer imaging, proton magnetic resonance spectroscopy,...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2011.07.004

    authors: Gupta RK,Kumar S

    更新日期:2011-11-01 00:00:00

  • Overview of the complications and sequelae in spinal infections.

    abstract::Spondylitis or infection of the spine is a spectrum of diseases involving the bone, disks, and/or ligaments. Because of a significant increase in the immunocompromised patient population, spinal infections are a growing and changing group of conditions, making the diagnosis based on imaging more challenging. Most case...

    journal_title:Neuroimaging clinics of North America

    pub_type: 杂志文章,评审

    doi:10.1016/j.nic.2015.01.007

    authors: Huyskens J,Van Goethem J,Faure M,van den Hauwe L,De Belder F,Venstermans C,Parizel PM

    更新日期:2015-05-01 00:00:00