Automated Analysis of Optic Nerve Images for Detection and Staging of Papilledema

被引:33
|
作者
Echegaray, Sebastian [1 ]
Zamora, Gilberto [1 ]
Yu, Honggang [1 ,2 ]
Luo, Wenbin [3 ]
Soliz, Peter [1 ,4 ]
Kardon, Randy [4 ,5 ,6 ]
机构
[1] VisionQuest Biomed LLC, Albuquerque, NM 87106 USA
[2] Univ New Mexico, Dept Elect & Comp Engn, Albuquerque, NM 87131 USA
[3] St Marys Univ, Dept Engn, San Antonio, TX USA
[4] Univ Iowa, Dept Ophthalmol & Visual Sci, Iowa City, IA USA
[5] Iowa City VA Hlth Care Syst, Iowa City, IA USA
[6] Iowa City Ctr Prevent & Treatment Visual Loss, Iowa City, IA USA
关键词
RAISED INTRACRANIAL-PRESSURE; AGREEMENT; GLAUCOMA; HEAD;
D O I
10.1167/iovs.11-7484
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
PURPOSE. To develop an automated system that analyzes digital fundus images for staging and monitoring of optic disc edema (i.e., papilledema), due to raised intracranial pressure. METHODS. A total of 294 retrospective, digital photographs of the right and left eyes of 39 subjects with papilledema acquired over the span of 2 years were used. Software tools were developed to analyze three features of papilledema from digital fundus photographs: (1) sharpness of the optic disc border, (2) discontinuity along major vessels overlying the optic nerve, and (3) texture properties of the peripapillary retinal nerve fiber layer (RNFL). A classifier used these features to assign a grade of papilledema according to a standard protocol used by an expert neuro-ophthalmologist (RK). RESULTS. The algorithm showed substantial agreement (k = 0.71, P < 0.001) with the neuro-ophthalmologist when grading papilledema per patient. Vessel features showed statistical significance (P < 0.05) in differentiating grades 0, 1, and 2 from grades 3 and 4, whereas disc obscuration differentiated grades 0 or 1 from the rest (P < 0.05). CONCLUSIONS. These results show that this algorithm can be used to automatically grade papilledema. The algorithm provides objective and quantitative assessment of the stage of papilledema with accuracy that is comparable to grading by a neuro-ophthalmologist. One application is in rapid assessment of digital optic nerve photographs acquired in clinical, intensive care, and emergency response settings by nonophthalmologists to evaluate for the presence and severity of papilledema, due to intracranial hypertension. (Invest Ophthalmol Vis Sci. 2011;52:7470-7478) DOI:10.1167/iovs.11-7484
引用
收藏
页码:7470 / 7478
页数:9
相关论文
共 50 条
  • [31] Automated detection of optic disc margin in HRT II-images
    Derhartunian, V
    Chrastek, R
    Viestenz, A
    Mardin, C
    Michelson, G
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2005, 46
  • [32] Correlation of optic nerve head tomography with visual field sensitivity in papilledema
    Salgarello, T
    Falsini, B
    Tedesco, S
    Galan, ME
    Colotto, A
    Scullica, L
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2001, 42 (07) : 1487 - 1494
  • [33] HEMORRHAGES WITH OPTIC-NERVE DRUSEN - DIFFERENTIATION FROM EARLY PAPILLEDEMA
    HITCHINGS, RA
    CORBETT, JJ
    WINKLEMAN, J
    SCHATZ, NJ
    ARCHIVES OF NEUROLOGY, 1976, 33 (10) : 675 - 677
  • [34] Automated analysis of optic nerve head changes in patients with glaucoma
    Zangerl, Barbara
    Ly, Angelica
    Hennessy, Michael P.
    Agar, Ashish
    Masselos, Katherine
    Dance, Samuel
    Yapp, Michael
    Kalloniatis, Michael
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2018, 59 (09)
  • [35] Automated Retinal Image Analysis to Detect Optic Nerve Hypoplasia
    Celik, Canan
    Yucedag, Ibrahim
    Akcam, Hanife Tuba
    INFORMATION TECHNOLOGY AND CONTROL, 2024, 53 (02): : 522 - 541
  • [36] DIAGNOSTIC DIFFICULTIES IN OPTIC-NERVE DISEASE AND IN PAPILLEDEMA AND DISK EDEMA
    SANDERS, MD
    TRANSACTIONS OF THE OPHTHALMOLOGICAL SOCIETIES OF THE UNITED KINGDOM, 1976, 96 (SEP): : 386 - 394
  • [37] An alternate technique for assessing optic nerve in papilledema by ultrasound B scan
    Matalia, Jyoti
    Shirke, Sheetal
    Kekatpure, Minal
    AMERICAN JOURNAL OF EMERGENCY MEDICINE, 2015, 33 (07): : 971 - 973
  • [38] Unilateral Papilledema with Bilateral Optic Nerve Sheath Distension: A Case Report
    El-Gendy, Raghda Shawky
    Abd El-Hamid, Ahmad Shehata
    Galhom, Ayman El-Sayed Ali
    Hassan, Nihal Adel
    Ghoneim, Ehab Mahmoud
    TURK OFTALMOLOJI DERGISI-TURKISH JOURNAL OF OPHTHALMOLOGY, 2024, 54 (04): : 240 - 245
  • [39] Objective Quantification of Papilledema Resolution after Optic Nerve Sheath Fenestration
    Katz, Steven E.
    Mahmoud, Ashraf M.
    Roberts, Cynthia J.
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2017, 58 (08)
  • [40] Evaluating the optic nerve stiffness and optic nerve sheath diameter in idiopathic intracranial hypertension patients after the resolution of papilledema
    Kaya, Fatma Selin
    Bayram, Ersoy
    Inci, Ercan
    NEUROLOGICAL SCIENCES, 2021, 42 (12) : 5165 - 5170