Autonomous Trajectory Planning for External Ventricular Drain Placement

被引:7
|
作者
Beckett, Joel S. [1 ]
Gaonkar, Bilwaj [1 ]
Babayan, Diana [1 ]
Mathew, Justin [1 ]
McArthur, David [1 ]
Salamon, Noriko [2 ]
Martin, Neil [1 ]
Yang, Isaac [1 ]
Macyszyn, Luke [1 ]
机构
[1] Univ Calif Los Angeles, Dept Neurosurg, 300 Stein Plaza,Ste 556, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Dept Radiol, Los Angeles, CA 90095 USA
关键词
External ventricular drain; Image registration; Machine learning; CT;
D O I
10.1093/ons/opx285
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
BACKGROUND: External ventricular drain (EVD) placement is the most frequently performed neurosurgical procedure for management of various conditions including hydrocephalus, traumatic brain injury, and stroke. State-of-the-art computational pattern recognition techniques could improve the safety and accuracy of EVD placement. Placement of the Kocher's point EVD is the most common neurosurgical procedure which is often performed in urgent conditions. OBJECTIVE: To present the development of a novel computer algorithm identifying appropriate anatomy and autonomously plan EVD placement on clinical computed tomography (CT) scans. METHODS: The algorithm was tested on 2 data sets containing 5-mm slice noncontrast CT scans. The first contained images of 300 patients without significant intracranial pathology (normal), the second of 43 patients with significant acute intracranial hemorrhage. Automated planning was performed by custom 2-tiered heuristic with run-time template selection in combination with refinement using nonlinear image registration. RESULTS: Automated EVD planning was accurate in 297 of 300 normal and 41 of 43 patient cases. In the normal data set, mean distance between Kocher's point and the ipsilateral foramen of Monro was 63 +/- 3.1 mm in women and 65 +/- 6.5 mm in men (P = .0008). Trajectory angle with respect to the sagittal plane was 91 +/- 6 degrees in women and 90 +/- 6 degrees in men (obtuse posterior) (P = .15); to the coronal plane, 85 +/- 6 degrees and 86 +/- 5 degrees in women and men (P=.12), respectively (acute lateral). CONCLUSION: A combination of linear and nonlinear image registration techniques accurately planned EVD trajectory in 99% of normal scans and 95% of scans with significant intracranial hemorrhage.
引用
收藏
页码:433 / 439
页数:7
相关论文
共 50 条
  • [21] PLACEMENT ACCURACY OF EXTERNAL VENTRICULAR DRAIN USING NEURONAVIGATION GUIDANCE IN SEVERE TBI
    AlAzri, Ahmed
    Chankowsky, Jeffrey
    Moc, Kelvin
    Marcoux, Judith
    JOURNAL OF NEUROTRAUMA, 2016, 33 (13) : A53 - A53
  • [22] Resident Opinions on Image Guidance for External Ventricular Drain Placement: A National Survey
    Noh, Thomas
    Juvekar, Parikshit
    Watanabe, Gina
    Golby, Alexandra J.
    NEUROSURGERY PRACTICE, 2024, 5 (03):
  • [23] The effect of augmented reality on the accuracy and learning curve of external ventricular drain placement
    Van Gestel, Frederick
    Frantz, Taylor
    Vannerom, Cedric
    Verhellen, Anouk
    Gallagher, Anthony G.
    Elprama, Shirley A.
    Jacobs, An
    Buyl, Ronald
    Bruneau, Michael
    Jansen, Bart
    Vandemeulebroucke, Jef
    Scheerlinck, Thierry
    Duerinck, Johnny
    NEUROSURGICAL FOCUS, 2021, 51 (02) : 1 - 9
  • [24] External Ventricular Drain Placement Accuracy and Safety When Done by Midlevel Practitioners
    Ellens, Nathaniel R.
    Fischer, D. Luke
    Meldau, Jason E.
    Schroeder, Brett A.
    Patra, Sanjay E.
    NEUROSURGERY, 2019, 84 (01) : 235 - 240
  • [25] Introduction of skull bone fragments into the brain during external ventricular drain placement
    Alorainy, IA
    EUROPEAN JOURNAL OF RADIOLOGY, 2001, 40 (03) : 218 - 223
  • [26] Iatrogenic Pseudoaneurysm of the Middle Meningeal Artery after External Ventricular Drain Placement
    Grandhi, Ramesh
    Zwagerman, Nathan T.
    Lee, Philip
    Jovin, Tudor
    Okonkwo, David O.
    JOURNAL OF NEUROIMAGING, 2015, 25 (01) : 140 - 141
  • [27] Updates on techniques and technology to optimize external ventricular drain placement: A review of the literature
    Ofoma, Hiest
    Cheaney, Barry, II
    Brown, Nolan J.
    Lien, Brian, V
    Himstead, Alexander S.
    Choi, Elliot H.
    Cohn, Sebastian
    Campos, Jessica K.
    Oh, Michael Y.
    CLINICAL NEUROLOGY AND NEUROSURGERY, 2022, 213
  • [28] Augmented Reality-Guided External Ventricular Drain Placement: A Case Report
    Janssen, Andrew
    Wang, Arthur
    Dumont, Aaron S.
    Delashaw, Johnny
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2024, 16 (07)
  • [29] Electromagnetic stereotactic navigation for external ventricular drain placement in the intensive care unit
    Mahan, Mark
    Spetzler, Robert F.
    Nakaji, Peter
    JOURNAL OF CLINICAL NEUROSCIENCE, 2013, 20 (12) : 1718 - 1722
  • [30] Multimodal Simulation of a Novel Device for a Safe and Effective External Ventricular Drain Placement
    Umana, Giuseppe Emmanuele
    Scalia, Gianluca
    Yagmurlu, Kaan
    Mineo, Rosalia
    Di Bella, Simone
    Giunta, Matteo
    Spitaleri, Angelo
    Maugeri, Rosario
    Graziano, Francesca
    Fricia, Marco
    Nicoletti, Giovanni Federico
    Tomasi, Santino Ottavio
    Raudino, Giuseppe
    Chaurasia, Bipin
    Bellocchi, Gianluca
    Salvati, Maurizio
    Iacopino, Domenico Gerardo
    Cicero, Salvatore
    Visocchi, Massimiliano
    Strigari, Lidia
    FRONTIERS IN NEUROSCIENCE, 2021, 15