Real-World Outcomes of Glaucoma Filtration Surgery Using Electronic Health Records: An Informatics Study

被引:5
作者
Sun, Michelle T. [1 ]
Singh, Kuldev [1 ]
Wang, Sophia Y. [1 ]
机构
[1] Stanford Univ, Byers Eye Inst, 2452 Watson Ct, Palo Alto, CA 94303 USA
关键词
automated data extraction; electronic health records; glaucoma surgery; health outcomes; health services; real-world data; natural language processing; INTRAOCULAR-PRESSURE; RISK-FACTORS; CATARACT-SURGERY; FOLLOW-UP; TRABECULECTOMY; FAILURE; TUBE;
D O I
10.1097/IJG.0000000000002122
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Precis: Utilizing an automated pipeline for data extraction from electronic health records provides real-world information on the success of various glaucoma procedures, with tube shunt implantation associated with increased failure rates compared with trabeculectomy. Background: We aimed to evaluate the long-term survival of glaucoma surgeries using an automated pipeline for extraction of outcomes from electronic health records. Methods: A retrospective observational study from a single academic center. Patients undergoing trabeculectomy, Ex-PRESS shunt, Baerveldt, and Ahmed tube shunt insertion from 2009 to 2018 were identified from electronic health record procedure codes. Patient characteristics were identified from structured and unstructured fields using a previously validated natural language processing pipeline. Results: Five hundred twelve patients underwent 711 glaucoma surgeries: 287 trabeculectomies, 47 Ex-PRESS shunts, 274 Baerveldt and 103 Ahmed tube implantations. The Median follow-up was 359 days. The mean baseline IOP was 24.4 mm Hg (SD 10.9), and 73.1% were on >= 3 medications. Compared with trabeculectomy, tube shunt surgery had a higher risk of failure (Baerveldt: Hazard Ratio (HR) 1.44, 95% CI 1.02 to 2.02; Ahmed: HR 2.01, 95% CI 1.28 to 3.17). Previous glaucoma surgery was associated with increased failure (>= 2 previous surgeries: HR 2.74, 95% CI 1.62 to 4.64), as were fewer baseline medications (<3 medications: HR 2.96, 95% CI 2.12 to 4.13) and male sex (HR 1.40, 95% CI 1.03 to 1.90). At 1 year, tube shunt patients had a 2.53 mm Hg (P=0.002) higher IOP compared with trabeculectomy patients. Conclusions: Baerveldt and Ahmed tube shunt implantation was associated with increased failure compared with trabeculectomy. Fewer baseline medications, previous glaucoma surgeries, and male sex were also risk factors for failure. These results demonstrate the utility of applying an informatics pipeline to electronic health records to investigate key clinical questions using real-world evidence.
引用
收藏
页码:847 / 853
页数:7
相关论文
共 28 条
[1]  
American Medical Association, 2017, AM MEDICAL ASS CPT C
[2]  
[Anonymous], 2016, International Classification of Diseases
[3]   Local effects of previous conjunctival incisional surgery and the subsequent outcome of filtration surgery [J].
Broadway, DC ;
Grierson, I ;
Hitchings, RA .
AMERICAN JOURNAL OF OPHTHALMOLOGY, 1998, 125 (06) :805-818
[4]   Trabeculectomy with antiproliferative agents in uveitic glaucoma [J].
Ceballos, EM ;
Beck, AD ;
Lynn, MJ .
JOURNAL OF GLAUCOMA, 2002, 11 (03) :189-196
[5]   New developments in tube shunt surgery [J].
Chen, Jenny ;
Gedde, Steven J. .
CURRENT OPINION IN OPHTHALMOLOGY, 2019, 30 (02) :125-131
[6]   Five-Year Pooled Data Analysis of the Ahmed Baerveldt Comparison Study and the Ahmed Versus Baerveldt Study [J].
Christakis, Panos G. ;
Zhang, Dongyu ;
Budenz, Donald L. ;
Barton, Keith ;
Tsai, James C. ;
Ahmed, Iqbal I. K. .
AMERICAN JOURNAL OF OPHTHALMOLOGY, 2017, 176 :118-126
[7]   Additive Effect of Risk Factors for Trabeculectomy Failure in Glaucoma Patients: A Risk-group From a Cohort Study [J].
de Fendi, Ligia Issa ;
de Oliveira, Tiago Cena ;
Pereira, Carolina Bigheti ;
Bigheti, Carina Pereira ;
Viani, Gustavo A. .
JOURNAL OF GLAUCOMA, 2016, 25 (10) :E879-E883
[8]   RISK-FACTORS FOR THE DEVELOPMENT OF TENONS CAPSULE CYSTS AFTER TRABECULECTOMY [J].
FELDMAN, RM ;
GROSS, RL ;
SPAETH, GL ;
STEINMANN, WC ;
VARMA, R ;
KATZ, LJ ;
WILSON, RP ;
MOSTER, MR ;
SPIEGEL, D .
OPHTHALMOLOGY, 1989, 96 (03) :336-341
[9]  
Gedde SJ, 2021, OPHTHALMOLOGY, V128, P324, DOI 10.1016/j.ophtha.2020.06.059
[10]   Treatment Outcomes in the Primary Tube Versus Trabeculectomy Study after 3 Years of Follow-up [J].
Gedde, Steven J. ;
Feuer, William J. ;
Lim, Kin Sheng ;
Barton, Keith ;
Goyal, Saurabh ;
Ahmed, Iqbal I. K. ;
Brandt, James D. .
OPHTHALMOLOGY, 2020, 127 (03) :333-345