Integration of Scheimpflug-Based Corneal Tomography and Biomechanical Assessments for Enhancing Ectasia Detection

被引:305
作者
Ambrosio, Renato, Jr. [1 ,2 ,3 ]
Lopes, Bernardo T. [1 ,2 ]
Faria-Correia, Fernando [1 ,4 ]
Salomao, Marcella Q. [1 ,2 ]
Buhren, Jens [5 ]
Roberts, Cynthia J. [6 ,7 ]
Elsheikh, Ahmed [8 ]
Vinciguerra, Riccardo [9 ,10 ]
Vinciguerra, Paolo [11 ,12 ]
机构
[1] Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil
[2] Univ Fed Sao Paulo, Dept Ophthalmol, Sao Paulo, Brazil
[3] Pontific Catholic Univ Rio de Janeiro, Dept Ophthalmol, Rio De Janeiro, Brazil
[4] Univ Minho, Sch Hlth Sci, Braga, Portugal
[5] Augenpraxisklin Triangulum, Hanau, Germany
[6] Ohio State Univ, Dept Ophthalmol & Visual Sci, Columbus, OH 43210 USA
[7] Ohio State Univ, Dept Biomed Engn, Columbus, OH 43210 USA
[8] Univ Liverpool, Sch Engn, Liverpool, Merseyside, England
[9] Univ Insubria, Dept Surg Sci, Div Ophthalmol, Varese, Italy
[10] Royal Liverpool Univ Hosp, St Pauls Eye Unit, Dept Corneal & External Eye Dis, Liverpool, Merseyside, England
[11] Humanitas Clin & Res Ctr, Eye Ctr, Rozzano, Italy
[12] Vincieye Clin, Milan, Italy
关键词
IN-SITU KERATOMILEUSIS; INTRAOCULAR-PRESSURE; KERATOCONUS; LASIK; RISK; EYES; ASSOCIATION; PACHYMETRY; PARAMETERS; HEALTHY;
D O I
10.3928/1081597X-20170426-02
中图分类号
R77 [眼科学];
学科分类号
100212 [眼科学];
摘要
PURPOSE: To present the Tomographic and Biomechanical Index (TBI), which combines Scheimpflugbased corneal tomography and biomechanics for enhancing ectasia detection. METHODS: Patients from different continents were retrospectively studied. The normal group included 1 eye randomly selected from 480 patients with normal corneas and the keratoconus group included 1 eye randomly selected from 204 patients with keratoconus. There were two groups: 72 ectatic eyes with no surgery from 94 patients with very asymmetric ectasia (VAE-E group) and the fellow eyes of these patients with normal topography (VAE-NT group). Pentacam HR and Corvis ST (Oculus Optikgerate GmbH, Wetzlar, Germany) parameters were analyzed and combined using different artificial intelligence methods. The accuracies for detecting ectasia of the Belin/Ambresio Deviation (BAD-D) and Corvis Biomechanical Index (CBI) were compared to the TBI, considering the areas under receiver operating characteristic curves (AUROCs). RESULTS: The random forest method with leave-oneout cross-validation (RF/LOOCV) provided the best artificial intelligence model. The AUROC for detecting ectasia (keratoconus, VAE-E, and VAE-NT groups) of the TBI was 0.996, which was statistically higher (DeLong et al., P < .001) than the BAD-D (0.956) and CBI (0.936). The TBI cut-off value of 0.79 provided 100% sensitivity for detecting clinical ectasia (keratoconus and VAE-E groups) with 100% specificity. The AUROCs for the TBI, BAD-D, and CBI were 0.985, 0.839, and 0.822 in the VAE-NT group (DeLong et al., P <.001). An optimized TBI cut-off value of 0.29 provided 90.4% sensitivity with 96% specificity in the VAE-NT group. CONCLUSIONS: The TBI generated by the RF/LOOCV provided greater accuracy for detecting ectasia than other techniques. The TBI was sensitive for detecting subclinical (fruste) ectasia among eyes with normal topography in very asymmetric patients. The TBI may also confirm unilateral ectasia, potentially characterizing the inherent ectasia susceptibility of the cornea, which should be the subject of future studies.
引用
收藏
页码:434 / +
页数:12
相关论文
共 44 条
[1]
Biomechanical Responses of Healthy and Keratoconic Corneas Measured Using a Noncontact Scheimpflug-Based Tonometer [J].
Ali, Noor Q. ;
Patel, Dipika V. ;
McGhee, Charles N. J. .
INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2014, 55 (06) :3651-3659
[2]
Ambrósio Jr Renato, 2014, Rev. bras.oftalmol., V73, P75, DOI 10.5935/0034-7280.20140018
[3]
Ambrosio R, 2001, J REFRACT SURG, V17, P350
[4]
Ectasia Detection by the Assessment of Corneal Biomechanics [J].
Ambrosio, Renato, Jr. ;
Lopes, Bernardo ;
Faria-Correia, Fernando ;
Vinciguerra, Riccardo ;
Vinciguerra, Paolo ;
Elsheikh, Ahmed ;
Roberts, Cynthia J. .
CORNEA, 2016, 35 (07) :e18-e20
[5]
Ectasia susceptibility before laser vision correction [J].
Ambrosio, Renato, Jr. ;
Ramos, Isaac ;
Lopes, Bernardo ;
Santhiago, Marcony R. ;
Faria-Correia, Fernando ;
Belin, Michael ;
Binder, Perry S. .
JOURNAL OF CATARACT AND REFRACTIVE SURGERY, 2015, 41 (06) :1335-1336
[6]
Association Between the Percent Tissue Altered and Post-Laser In Situ Keratomileusis Ectasia in Eyes With Normal Preoperative Topography [J].
Ambrosio, Renato, Jr. ;
Dawson, Daniel G. ;
Belin, Michael W. .
AMERICAN JOURNAL OF OPHTHALMOLOGY, 2014, 158 (06) :1358-1359
[7]
Enhanced Ectasia Screening: The Need for Advanced and Objective Data [J].
Ambrosio, Renato, Jr. ;
Luz, Allan ;
Lopes, Bernardo ;
Ramos, Isaac ;
Belin, Michael W. .
JOURNAL OF REFRACTIVE SURGERY, 2014, 30 (03) :151-152
[8]
Dynamic ultra high speed Scheimpflug imaging for assessing corneal biomechanical properties [J].
Ambrosio, Renato, Jr. ;
Ramos, Isaac ;
Luz, Allan ;
Faria, Fernando Correa ;
Steinmueller, Andreas ;
Krug, Matthias ;
Belin, Michael W. ;
Roberts, Cynthia Jane .
REVISTA BRASILEIRA DE OFTALMOLOGIA, 2013, 72 (02) :99-102
[9]
Scheimpflug imaging for laser refractive surgery [J].
Ambrosio, Renato, Jr. ;
Valbon, Bruno F. ;
Faria-Correia, Fernando ;
Ramos, Isaac ;
Luz, Allan .
CURRENT OPINION IN OPHTHALMOLOGY, 2013, 24 (04) :310-320
[10]
Screening for Ectasia Risk: What Are We Screening For and How Should We Screen For It? [J].
Ambrosio, Renato, Jr. ;
Randleman, J. Bradley .
JOURNAL OF REFRACTIVE SURGERY, 2013, 29 (04) :230-232