Abstract:
:Big data has transformed into a trend phrase in healthcare and neurosurgery, becoming a pervasive and inescapable phrase in everyday life. The upsurge in big data applications is a direct consequence of the drastic boom in information technology as well as the growing number of internet-connected devices called the Internet of Things in healthcare. Compared with business, marketing, and other sectors, healthcare applications are lagging due to a lack of technical knowledge among healthcare workers, technological limitations in acquiring and analyzing the data, and improper governance of healthcare big data. Despite these limitations, the medical literature is flooded with big data-related articles, and most of these are filled with abstruse terminologies such as machine learning, artificial intelligence, artificial neural network, and algorithm. Many of the recent articles are restricted to neurosurgical registries, creating a false impression that big data is synonymous with registries. Others advocate that the utilization of big data will be the panacea to all healthcare problems and research in the future. Without a proper understanding of these principles, it becomes easy to get lost without the ability to differentiate hype from reality. To that end, the authors give a brief narrative of big data analysis in neurosurgery and review its applications, limitations, and the challenges it presents for neurosurgeons and healthcare professionals naive to this field. Awareness of these basic concepts will allow neurosurgeons to understand the literature regarding big data, enabling them to make better decisions and deliver personalized care.
journal_name
J Neurosurgjournal_title
Journal of neurosurgeryauthors
Raju B,Jumah F,Ashraf O,Narayan V,Gupta G,Sun H,Hilden P,Nanda Adoi
10.3171/2020.5.JNS201288subject
Has Abstractpub_date
2020-10-02 00:00:00pages
1-11eissn
0022-3085issn
1933-0693pii
2020.5.JNS201288pub_type
杂志文章abstract::A patient is reported with a purely pial arteriovenous malformation (AVM) supplied from the posterior parietal artery. The prominent middle meningeal artery contributed to opacification of the angular branches distal to the AVM, but did not contribute to the AVM. After total removal of the AVM, the angular branches be...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1979.50.4.0522
更新日期:1979-04-01 00:00:00
abstract::The authors report microsurgical treatment in 32 cases of basilar artery aneurysms, operated on with good results in 28 cases, fair results in one, and poor results in one; there were two deaths. Twenty-nine patients (91%) were able to return to social activities. Characteristics of the surgical techniques include 1) ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1979.51.5.0615
更新日期:1979-11-01 00:00:00
abstract::The Vanderbilt University Hospital heritage was influenced by the excellence of the Johns Hopkins era--by Osler, Halsted, Cushing, Brooks, and many others. Upon this strong origin, the neurosurgery department was built by Cobb Pilcher and perpetuated by William F. Meacham. ...
journal_title:Journal of neurosurgery
pub_type: 历史文章,杂志文章
doi:10.3171/jns.1993.79.3.0464
更新日期:1993-09-01 00:00:00
abstract::A small group of spinal arteriovenous malformations (AVM's) most commonly present in children or young adults, are characterized by a large size, high flow, the presence of multiple feeders, and frequent extension to paraspinous structures. Cardiac output requirements may be significantly increased by these so-called ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1989.70.4.0628
更新日期:1989-04-01 00:00:00
abstract::To determine the risk of intracranial hemorrhage in patients with malignant gliomas who are treated with anticoagulant drugs for late postoperative venous thromboembolism, the authors retrospectively reviewed the computerized data base of all patients with primary brain tumors seen at the University of California, San...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1987.66.3.0357
更新日期:1987-03-01 00:00:00
abstract:OBJECT:Studies on risk factors for subarachnoid hemorrhage (SAH) show heterogeneity. For example, hypertension has been found to be a significant risk factor in some studies but not in others. The authors hypothesized that differences in the ethnicity of the populations studied could account for these findings. METHOD...
journal_title:Journal of neurosurgery
pub_type: 杂志文章,meta分析
doi:10.3171/JNS-07/09/0522
更新日期:2007-09-01 00:00:00
abstract::The aim of this study was to establish a standard method for determining the pressure setting of the Codman Hakim valve (CHV) in patients with hydrocephalus. The authors' investigation was twofold. It focused on: 1) the relationships among CHV setting, intracranial pressure (ICP), intraabdominal pressure (IAP), hydros...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.2000.92.1.0181
更新日期:2000-01-01 00:00:00
abstract::The goals in the management of patients with vestibular schwannomas have changed drastically over the past few decades, with preservation of useful hearing representing the newest challenge. The true incidence of preserved useful hearing, however, has become clouded by a lack of uniformity in reporting results. The au...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1995.83.2.0191
更新日期:1995-08-01 00:00:00
abstract:OBJECT:Accurate diagnosis of the topographical relationships of craniopharyngiomas (CPs) involving the third ventricle and/or hypothalamus remains a challenging issue that critically influences the prediction of risks associated with their radical surgical removal. This study evaluates the diagnostic accuracy of MRI to...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/2013.1.JNS111722
更新日期:2013-08-01 00:00:00
abstract:OBJECTIVE:The object of this study was to define caudate nucleus locations responsive to intraoperative direct electrical stimulation for tinnitus loudness modulation and relate those locations to functional connectivity maps between caudate nucleus subdivisions and auditory cortex. METHODS:Six awake study participant...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/2018.10.JNS181659
更新日期:2019-02-08 00:00:00
abstract::OBJECTIVE: This study was performed to identify the angiographic features of hemorrhagic-onset moyamoya disease (MMD) in comparison with those of patients with ischemic-onset MMD. METHODS: This case-control study compared the data set of the Japan Adult Moyamoya (JAM) Trial with the angiographic data of adult patients...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/2017.11.JNS171990
更新日期:2019-05-01 00:00:00
abstract::Microvascular end-to-end anastomoses of rat common carotid arteries measuring 0.6 to 0.7 mm in diameter were performed using an argon surgical laser system. Vascular bonding with the argon laser was accomplished in all cases. The anastomosed carotid artery segments were evaluated both angiographically and histological...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1985.63.5.0771
更新日期:1985-11-01 00:00:00
abstract::A case of cerebral metastasis of chorioepithelioma with an occlusion of the angular artery is presented. The occlusion was verified angiographically, surgically, and microscopically. ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1979.51.2.0247
更新日期:1979-08-01 00:00:00
abstract::Tophaceous pseudogout is one of the rarest forms of crystal deposition disease, typically presenting as a destructive and invasive mass involving the temporomandibular joint or the infratemporal fossa region in the absence of any other articular manifestations. Previous cases have been assumed to be caused by calcium ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1999.90.1.0148
更新日期:1999-01-01 00:00:00
abstract:OBJECT:The authors report on a retrospective analysis of the imaging and clinical outcomes following gamma surgery in 100 patients with nonsecretory pituitary macroadenoma. METHODS:Between June 1989 and March 2004, 100 consecutive patients with nonsecretory pituitary macroadenoma were treated at the Lars Leksell Cente...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.2006.104.6.876
更新日期:2006-06-01 00:00:00
abstract:OBJECT:The aim of this study was to evaluate the usefulness and limitations of gamma surgery (GS) in the treatment of brain metastases from melanoma. METHODS:Imaging and clinical outcomes in 45 patients treated for 92 brain metastases from melanoma between October 1989 and October 1999 were retrospectively analyzed. F...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.2002.96.3.0544
更新日期:2002-03-01 00:00:00
abstract::Transdural herniations of the spinal cord are rare, and those occurring acutely after a spinal cord injury (SCI) are particularly unusual. In this report, the authors present the case of acute posttraumatic spinal cord herniation in a patient who sustained severe polytraumatic injuries. The clinical manifestations wer...
journal_title:Journal of neurosurgery
pub_type: 杂志文章,评审
doi:10.3171/spi.2001.94.2.0316
更新日期:2001-04-01 00:00:00
abstract::The authors describe three patients with expanding hemorrhagic mass lesions who presented 13 to 18 years after undergoing Silastic duraplasty. In all patients, results of bacteriological cultures of the masses obtained intraoperatively were positive, revealing low-virulence bacteria. Two of the patients were treated w...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1999.90.3.0559
更新日期:1999-03-01 00:00:00
abstract::This follow-up study analyzes the results of dorsal column stimulation instituted between 1972 and 1974 for the relief of pain in 84 patients, including 64 amputees. Good results decreased from 52.4% after 2 years of stimulation to 39% after 5 years. Special therapeutic problems in amputees are discussed. ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1980.52.3.0346
更新日期:1980-03-01 00:00:00
abstract::OBJECTIVE Because of its huge clinical potential, the importance of premotor areas for motor function itself and plastic reshaping due to tumors or ischemic brain lesions has received increased attention. Thus, in this study the authors used navigated transcranial magnetic stimulation (nTMS) to investigate whether tum...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/2015.11.JNS152103
更新日期:2016-12-01 00:00:00
abstract::The authors have developed a method to induce chronic cerebral vasospasm after subarachnoid hemorrhage (SAH) in monkeys. With microsurgical techniques, 33 monkeys had a frontotemporal craniectomy and unilateral opening of the subarachnoid cisterns. Cerebrospinal fluid was drained and a fresh hematoma, obtained from an...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1984.60.6.1167
更新日期:1984-06-01 00:00:00
abstract:OBJECT:For patients with recurrent glioblastomas multiforme (GBMs) the prognosis is poor. Although chemotherapy may provide a survival advantage, the role of the extent of tumor resection, or the volume of the residual tumor at the time of recurrence, before instituting chemotherapy, is unclear. This study was designed...
journal_title:Journal of neurosurgery
pub_type: 临床试验,杂志文章
doi:10.3171/jns.2004.100.1.0041
更新日期:2004-01-01 00:00:00
abstract:OBJECT:Chronic sinusitis can be a debilitating disease with significant impact on quality of life. Frontal sinusitis has a relatively low prevalence, but complications can be severe due to its anatomical location. After failure of conservative measures, typically endoscopic procedures are performed to improve the drain...
journal_title:Journal of neurosurgery
pub_type: 杂志文章,评审
doi:10.3171/2011.11.JNS101849
更新日期:2012-03-01 00:00:00
abstract::A 42-year-old man suffered a head injury in a road traffic accident and subsequently developed anosmia and isolated adrenocorticotropic hormone (ACTH) deficiency. There was no other evidence of pituitary dysfunction. No previous case of isolated ACTH deficiency following head injury has been reported. ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1990.73.3.0453
更新日期:1990-09-01 00:00:00
abstract:OBJECT:Primary and metastatic neoplasms of the lumbosacral junction frequently pose a complex problem for the surgical management and stabilization of the spine because of the anatomical and biomechanical factors of this transition zone between spine and pelvis. The authors have used a modification of the Galveston tec...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/spi.2000.92.1.0061
更新日期:2000-01-01 00:00:00
abstract::The surgical indication for spontaneous cerebellar hemorrhage is not as controversial as the operative management of intracranial hemorrhage. Timing of the operation is crucial: intervening too early can produce an additional strain on the patient and an increased risk, while waiting too long to evacuate the hematoma ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1990.73.2.0217
更新日期:1990-08-01 00:00:00
abstract:OBJECT:Selective dorsal rhizotomy (SDR) has been shown to provide considerable benefit to children with spastic cerebral palsy (CP). The authors sought to evaluate the risks of postoperative spinal deformities in patients following SDR. METHODS:All patients who underwent SDR at McGill University between 1991 and 2001 ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/ped.2007.106.6.441
更新日期:2007-06-01 00:00:00
abstract::Cerebral amyloid angiography can cause ischemic stroke and transient ischemic attacks (TIA's), as illustrated by this case report and literature review. It is possible that the use of anticoagulant or platelet-antiaggregant drugs in elderly patients with TIA's but no angiographic abnormalities may increase the risk of...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1985.63.6.0963
更新日期:1985-12-01 00:00:00
abstract::The surgical resection of neoplasms involving the petrous bone and surrounding areas in 20 patients is reported. Technical advances described include the total resection of several tumors previously considered inoperable due to involvement of dura and brain, petrous internal carotid artery (ICA), the vein of Labbé, an...
journal_title:Journal of neurosurgery
pub_type: 杂志文章
doi:10.3171/jns.1992.76.4.0578
更新日期:1992-04-01 00:00:00
abstract:OBJECT:Patients with idiopathic normal pressure hydrocephalus (iNPH) often present with impaired gait and cognition together with ventricular enlargement and normal intracranial pressure. Many have vascular risk factors as well as periventricular and deep white matter changes on MR imaging. Abnormal CSF dynamics, that ...
journal_title:Journal of neurosurgery
pub_type: 杂志文章,随机对照试验
doi:10.3171/2010.11.JNS10967
更新日期:2011-05-01 00:00:00