Vision survival after open globe injury predicted by classification and regression tree analysis.

نویسندگان

  • G W Schmidt
  • A T Broman
  • H B Hindman
  • Michael P Grant
چکیده

OBJECTIVE To assist ophthalmologists in treating ocular trauma patients, this study developed and validated a prognostic model to predict vision survival after open globe injury. DESIGN Retrospective cohort review. PARTICIPANTS Two hundred fourteen patients who sought treatment at the Wilmer Ophthalmological Institute with open globe injuries from January 1, 2001, through December 31, 2004, were part of the data set used to build the classification tree model. Then, to validate the classification tree, 51 patients were followed up with the goal to compare their actual visual outcome with the outcome predicted by the tree grown from the classification and regression tree analysis. METHODS Binary recursive partitioning was used to construct a classification tree to predict visual outcome after open globe injury. The retrospective cohort treated for open globe injury from January 1, 2001, through December 31, 2004, was used to develop the prognostic tree and constitutes the training sample. A second independent sample of patient eyes seen from January 1, 2005, through October 15, 2005, was used to validate the prognostic tree. MAIN OUTCOME MEASURES Two main visual outcomes were assessed: vision survival (range, 20/20-light perception) and no vision (included no light perception, enucleation, and evisceration outcomes). RESULTS A prognostic model for open globe injury outcome was constructed using 214 open globe injuries. Of 14 predictors determined to be associated with a no vision outcome in univariate analysis, presence of a relative afferent pupillary defect and poor initial visual acuity were the most predictive of complete loss of vision; presence of lid laceration and posterior wound location also predicted poor visual outcomes. In an independent cohort of 51 eyes, the prognostic model had 85.7% sensitivity to predict no vision correctly and 91.9% specificity to predict vision survival correctly. CONCLUSIONS The open globe injury prognostic model constructed in this study demonstrated excellent predictive accuracy and should be useful in counseling patients and making clinical decisions regarding open globe injury management.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Emergent risk factors associated with eyeball loss and ambulatory vision loss after globe injuries.

BACKGROUND The objective of this study was to evaluate risk factors associated with eyeball loss and ambulatory vision loss on emergent examination of patients with ocular trauma. METHODS We reviewed the medical records of 1,875 patients hospitalized in a single tertiary referral center between January 2003 and December 2007. Emergent examinations included a history of trauma, elapsed time be...

متن کامل

Remarkable visual recovery after severe open globe injury

Purpose To describe a case of remarkable visual recovery after severe open globe injury. Observations We present a case of a 70-year-old man with an open globe injury with no light perception vision before and after primary repair of his ruptured globe and before secondary vitreoretinal surgery to repair a total retinal detachment with a 360° giant retinal tear and retinal incarceration in a ...

متن کامل

Predicting Twist Condition by Bayesian Classification and Decision Tree Techniques

Railway infrastructures are among the most important national assets of countries. Most of the annual budget of infrastructure managers are spent on repairing, improving and maintaining railways. The best repair method should consider all economic and technical aspects of the problem. In recent years, data analysis of maintenance records has contributed significantly for minimizing the costs. B...

متن کامل

Steel Buildings Damage Classification by damage spectrum and Decision Tree Algorithm

Results of damage prediction in buildings can be used as a useful tool for managing and decreasing seismic risk of earthquakes. In this study, damage spectrum and C4.5 decision tree algorithm were utilized for damage prediction in steel buildings during earthquakes. In order to prepare the damage spectrum, steel buildings were modeled as a single-degree-of-freedom (SDOF) system and time-history...

متن کامل

Visual recovery following open globe injury with initial no light perception

BACKGROUND The purpose of this study was to analyze eyes presenting with no light perception (NLP) after open globe injury (OGI) to determine visual outcomes and prognostic indicators for visual recovery. METHODS The records of consecutive patients with at least 6 months of follow-up presenting with OGI and NLP to a single institution between January 1, 2003 and December 31, 2013 were reviewe...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Ophthalmology

دوره 115 1  شماره 

صفحات  -

تاریخ انتشار 2008