Abstract:
:OBJECTIVEPatient-reported outcome measures (PROMs) following decompression surgery for lumbar spinal stenosis (LSS) demonstrate considerable heterogeneity. Individualized prediction tools can provide valuable insights for shared decision-making. The authors aim to evaluate the feasibility of predicting short- and long-term PROMs, reoperations, and perioperative parameters by machine learning (ML) methods.METHODSData were derived from a prospective registry. All patients had undergone single- or multilevel mini-open facet-sparing decompression for LSS. The prediction models were trained using various ML-based algorithms to predict the endpoints of interest. Models were selected by area under the receiver operating characteristic curve (AUC). The endpoints were dichotomized by minimum clinically important difference (MCID) and included 6-week and 12-month numeric rating scales for back pain (NRS-BP) and leg pain (NRS-LP) severity and the Oswestry Disability Index (ODI), as well as prolonged surgery (> 45 minutes), extended length of hospital stay (> 28 hours), and reoperations.RESULTSA total of 635 patients were included. The average age was 62 ± 10 years, and 333 patients (52%) were male. At 6 weeks, MCID was seen in 63%, 76%, and 61% of patients for ODI, NRS-LP, and NRS-BP, respectively. At internal validation, the models predicted MCID in these variables with accuracies of 69%, 76%, and 85%, and with AUCs of 0.75, 0.79, and 0.92. At 12 months, 66%, 63%, and 51% of patients reported MCID; the observed accuracies were 62%, 74%, and 66%, with AUCs of 0.68, 0.72, and 0.79. Reoperations occurred in 60 patients (9.5%), of which 27 (4.3%) occurred at the index level. Overall and index-level reoperations were predicted with 69% and 63% accuracy, respectively, and with AUCs of 0.66 and 0.61. In 15%, a length of surgery greater than 45 minutes was observed and predicted with 78% accuracy and AUC of 0.54. Only 15% of patients were admitted to the hospital for longer than 28 hours. The developed ML-based model enabled prediction of extended hospital stay with an accuracy of 77% and AUC of 0.58.CONCLUSIONSPreoperative prediction of a range of clinically relevant endpoints in decompression surgery for LSS using ML is feasible, and may enable enhanced informed patient consent and personalized shared decision-making. Access to individualized preoperative predictive analytics for outcome and treatment risks may represent a further step in the evolution of surgical care for patients with LSS.
journal_name
Neurosurg Focusjournal_title
Neurosurgical focusauthors
Siccoli A,de Wispelaere MP,Schröder ML,Staartjes VEdoi
10.3171/2019.2.FOCUS18723subject
Has Abstractpub_date
2019-05-01 00:00:00pages
E5issue
5issn
1092-0684pii
2019.2.FOCUS18723journal_volume
46pub_type
杂志文章abstract:OBJECT:Previous methods to determine stroke prevalence, such as nationwide surveys, are labor-intensive endeavors. Recent advances in search engine query analytics have led to a new metric for disease surveillance to evaluate symptomatic phenomenon, such as influenza. The authors hypothesized that the use of search eng...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2011.2.FOCUS1124
更新日期:2011-06-01 00:00:00
abstract::Deep brain stimulation (DBS) has been used to treat various neurological and psychiatric disorders. Over the years, the most suitable surgical candidates and targets for some of these conditions have been characterized and the benefits of DBS well demonstrated in double-blinded randomized trials. This review will disc...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/2009.4.FOCUS0982
更新日期:2009-07-01 00:00:00
abstract::The transthoracic approach to herniated thoracic discs is an important procedure in the management of these uncommonly encountered lesions. Whereas posterior and posterolateral microsurgical approaches and thoracoscopic procedures have been widely advocated in the recent neurosurgical literature, the transthoracic ope...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/foc.2000.9.4.8
更新日期:2000-10-15 00:00:00
abstract::In this review of the literature the goal was to determine the frequency and relevance of hemodynamic instability after carotid artery (CA) angioplasty and stent placement. Hemodynamic instability after CA angioplasty and stent placement is a well-recognized phenomenon that occurs in 29 to 51% of patients undergoing t...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/foc.2005.18.1.7
更新日期:2005-01-15 00:00:00
abstract::Neuromodulation and deep brain stimulation (DBS) have been increasingly used in many neurological ailments, including essential tremor, Parkinson's disease, epilepsy, and more. Yet for many patients and practitioners the desire to utilize these therapies is met with caution, given the need for craniotomy, lead inserti...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/2018.4.FOCUS18130
更新日期:2018-08-01 00:00:00
abstract:OBJECT:Lamotrigine is an antiepileptic drug that inhibits presynaptic voltage-gated sodium channels and reduces the presynaptic release of glutamate in pathological states. Neuroprotective effects of this drug have already been demonstrated in cerebral ischemia models. The aim of the present study was to determine the ...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/FOC.2008.25.11.E6
更新日期:2008-01-01 00:00:00
abstract:OBJECTIVE:The aim of this study was to report the etiology, clinical features, microbiology, surgical outcome, and predictors of outcome of spontaneous subdural empyema (SDE). METHODS:The authors conducted a retrospective study in a tertiary hospital. Children up to 18 years of age, with a diagnosis of SDE with infect...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2019.5.FOCUS19268
更新日期:2019-08-01 00:00:00
abstract:OBJECT:The authors undertook a study to compare two intraoperative imaging modalities, low-field magnetic resonance (MR) imaging and a prototype of a three-dimensional (3D)-navigated ultrasonography in terms of imaging quality in lesion detection and intraoperative resection control. METHODS:Low-field MR imaging was u...
journal_title:Neurosurgical focus
pub_type: 临床试验,杂志文章
doi:10.3171/foc.2001.10.2.4
更新日期:2001-02-15 00:00:00
abstract:OBJECT:Vertebroplasty and kyphoplasty are minimally invasive procedures used to treat persistently symptomatic vertebral compression fractures (VCFs). Both interventions usually involve injection of polymethyl methacrylate (PMMA). The purpose of this technical note was to review the theory and surgical technique for a ...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/foc.2005.18.3.11
更新日期:2005-03-15 00:00:00
abstract:OBJECT:Ossification of the posterior longitudinal ligament (OPLL) is a disorder afflicting as many as 2% of East Asians. However, reports of OPLL in non-Asians have been sporadic in the medical literature. This study describes clinical and radiographic findings with OPLL in non-Asians at a tertiary care center treating...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2010.12.FOCUS10277
更新日期:2011-03-01 00:00:00
abstract::OBJECT Cushing's disease (CD) is a potentially lethal neuroendocrinopathy that often requires specialized multidisciplinary treatment to achieve optimized outcomes. The authors analyzed data pertaining to patient, hospital, and admission characteristics as they relate to outcomes following transsphenoidal surgery (TSS...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2014.11.FOCUS14694
更新日期:2015-02-01 00:00:00
abstract::OBJECTIVE Isolated acute subdural hematoma (aSDH) is increasing in older populations and so is the use of oral anticoagulant therapy (OAT). The dramatic increase of OAT-with direct oral anticoagulants (DOACs) as well as with conventional anticoagulants-is leading to changes in the care of patients who present with aSD...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2017.8.FOCUS17421
更新日期:2017-11-01 00:00:00
abstract::Endoscopic surgery represents a new and very useful modality of treatment for intracranial cysts. The authors review the cases of 19 patients with intracranial malformative CSF cysts (seven intraventricular, six paraventricular, and six arachnoid) who underwent endoscopic fenestration by using a burr-hole approach. Th...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:
更新日期:1999-04-15 00:00:00
abstract::OBJECTIVE The introduction of ventriculoperitoneal shunts changed the way hydrocephalus was treated. Whereas much is known about the causes of shunt failure in the first few years, there is a paucity of data in the literature regarding the cause of late shunt failures. The authors conducted a study to find out the dif...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2016.8.FOCUS16277
更新日期:2016-11-01 00:00:00
abstract:OBJECT:Diagnosis of cervical spinal injury (CSI) is an essential aspect of the trauma evaluation. This task is especially difficult in patients who are not clinically able to be evaluated (unevaluable) because of distracting painful injuries, intoxication, or concomitant head injury. For this population, the appropriat...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/FOC.2008.25.11.E10
更新日期:2008-01-01 00:00:00
abstract::OBJECTIVE The microscopic transoral, endoscopic transnasal, and endoscopic transoral approaches are used alone and in combination for a variety of craniovertebral junction (CVJ) pathologies. The endoscopic transoral approach provides a more direct exposure that is not restricted by the nasal cavity, pterygoid plates, ...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2015.11.FOCUS15498
更新日期:2016-02-01 00:00:00
abstract::The Quality Outcomes Database (QOD), formerly known as the National Neurosurgery Quality Outcomes Database (N2QOD), was established by the NeuroPoint Alliance (NPA) in collaboration with relevant national stakeholders and experts. The overarching goal of this project was to develop a centralized, nationally coordinate...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2020.2.FOCUS207
更新日期:2020-05-01 00:00:00
abstract:OBJECT:Anterior cervical discectomy (ACD) is an effective and safe treatment for nerve root or spinal cord compression caused by disc herniation or spondylosis. Cervical interbody fusion allows preservation of the physiological lordosis and stability of the cervical spine. Based on data reported in the literature, fusi...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/foc.2002.12.1.4
更新日期:2002-01-15 00:00:00
abstract::The development of alternative approaches to spine disorders marked an evolutionary change in the methods by which surgeons address diseases that affect the ventral portion of the spine. From the advent of spinal surgery until quite recently, physicians used posterior approaches almost exclusively for the treatment of...
journal_title:Neurosurgical focus
pub_type: 历史文章,杂志文章
doi:
更新日期:2004-01-15 00:00:00
abstract:OBJECT:The management of pediatric intraventricular tumors is highly dependent on identification of the tumor type. Choroid plexus papillomas, a common intraventricular tumor in children, can be difficult to distinguish radiographically from choroid plexus carcinomas and other common pediatric central nervous system (C...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:
更新日期:2005-06-15 00:00:00
abstract:OBJECTIVE:The recognition that neurosurgeons harbor great potential to advocate for the care of individuals with neural tube defects (NTDs) globally has sounded as a clear call to action; however, neurosurgical care and training in low- and middle-income countries (LMICs) present unique challenges that must be consider...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2019.12.FOCUS19448
更新日期:2020-03-01 00:00:00
abstract::Ankylosing spondylitis (AS) is a chronic, progressive inflammatory rheumatic disease involving primarily the sacroiliac joints and the axial skeleton. The main clinical features are back pain and progressive stiffness of the spine. Oligoarthritis of the hips and shoulders, enthesopathy, and anterior uveitis are common...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/FOC/2008/24/1/E2
更新日期:2008-01-01 00:00:00
abstract:OBJECTIVE:Confocal laser endomicroscopy (CLE) is an established tool in basic research for tissue imaging at the level of microstructures. Miniaturization and refinement of the technology have made this modality available for operative imaging with a handheld device. Sufficient image contrast is provided by the preoper...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2020.11.FOCUS20783
更新日期:2021-01-01 00:00:00
abstract::Considerable financial and human resources have been directed toward the emerging field of comparative effectiveness research (CER) in the US. Fundamentally, the concept of CER is so logical as to be almost self-evident; namely, that research regarding therapeutic strategies should go beyond efficacy and examine objec...
journal_title:Neurosurgical focus
pub_type: 社论
doi:10.3171/2012.5.FOCUS12127
更新日期:2012-07-01 00:00:00
abstract:OBJECT:Postoperative infection after cranial surgery is a serious complication that requires immediate recognition and treatment. In certain cases such as postoperative meningitis, the patient can be treated with antibiotics only. In cases that involve a bone flap infection, subdural empyema, or cerebral abscess, howev...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/FOC/2008/24/6/E10
更新日期:2008-01-01 00:00:00
abstract:OBJECT:The object of this study was to compare the effects and complications of manual and computer-aided shaping of titanium meshes for repairing large frontotemporoparietal skull defects following traumatic brain injury. METHODS:From March 2005 to June 2011, 161 patients with frontotemporoparietal skull defects were...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2012.2.FOCUS129
更新日期:2012-07-01 00:00:00
abstract:OBJECT:Symptomatic adjacent-segment lumbar disease (ASLD) after lumbar fusion often requires subsequent surgical intervention. The authors report utilizing cortical bone trajectory (CBT) pedicle screw fixation with intraoperative CT (O-arm) image-guided navigation to stabilize spinal levels in patients with symptomatic...
journal_title:Neurosurgical focus
pub_type: 杂志文章
doi:10.3171/2014.1.FOCUS13521
更新日期:2014-03-01 00:00:00
abstract::OBJECTIVE The aim of this study was to identify and discuss operative nuances utilizing image guidance in the surgical management of aggressive sacral tumors. METHODS The authors report on their single-institution, multi-surgeon, retrospective case series involving patients with pathology-proven aggressive sacral tumo...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/2016.6.FOCUS16125
更新日期:2017-01-01 00:00:00
abstract::Early neurosurgical procedures dealt mainly with treatment of head trauma, especially skull fractures. Since the early medical writings by Hippocrates, a great deal of respect was given to the dura mater, and many other surgeons warned against violating the dura. It was not until the 19th century that neurosurgeons st...
journal_title:Neurosurgical focus
pub_type: 历史文章,杂志文章
doi:10.3171/2014.2.FOCUS13564
更新日期:2014-04-01 00:00:00
abstract::Cushing's syndrome can present a complex problem of differential diagnosis. Of cases in which hypercortisolemia results from an adrenocorticotropic hormone (ACTH)-dependent process, approximately 80% are due to a pituitary adenoma (Cushing's disease [CD]), 10% are due to adrenal lesions, and the remaining 10% are seco...
journal_title:Neurosurgical focus
pub_type: 杂志文章,评审
doi:10.3171/foc.2007.23.3.3
更新日期:2007-01-01 00:00:00