Text-Based Identification of Herpes Zoster Ophthalmicus With Ocular Involvement in the Electronic Health Record: A Population-Based Study

被引:2
|
作者
Zheng, Chengyi [1 ]
Sy, Lina S. [1 ]
Tanenbaum, Hilary [1 ]
Tian, Yun [1 ]
Luo, Yi [1 ]
Ackerson, Bradley [2 ]
Tseng, Hung Fu [1 ]
机构
[1] Kaiser Permanente Southern Calif, Dept Res & Evaluat, 100 S Los Robles Ave,2nd Floor, Pasadena, CA 91101 USA
[2] Kaiser Permanente Southern Calif, South Bay Med Ctr, Harbor City, CA USA
来源
OPEN FORUM INFECTIOUS DISEASES | 2021年 / 8卷 / 02期
关键词
herpes zoster ophthalmicus; natural language processing; retrospective cohort study; shingles; RISK-FACTORS; NATURAL-HISTORY; EPIDEMIOLOGY;
D O I
10.1093/ofid/ofaa652
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background. Diagnosis codes are inadequate for accurately identifying herpes zoster ophthalmicus (HZO). Manual review of medical records is expensive and time-consuming, resulting in a lack of population-based data on HZO. Methods. We conducted a retrospective cohort study, including 87 673 patients aged >= 50 years who had a new HZ diagnosis and associated antiviral prescription between 2010 and 2018. We developed and validated an automated natural language processing (NLP) algorithm to identify HZO with ocular involvement (ocular HZO). We compared the characteristics of NLP-identified ocular HZO, nonocular HZO, and non-HZO cases among HZ patients and identified the factors associated with ocular HZO among HZ patients. Results. The NLP algorithm achieved 94.9% sensitivity and 94.2% specificity in identifying ocular HZO cases. Among 87 673 incident HZ cases, the proportion identified as ocular HZO was 9.0% (n = 7853) by NLP and 2.3% (n = 1988) by International Classification of Diseases codes. In adjusted analyses, older age and male sex were associated with an increased risk of ocular HZO; Hispanic and black race/ethnicity each were associated with a lower risk of ocular HZO compared with non-Hispanic white. Conclusions. The NLP algorithm achieved high accuracy and can be used in large population-based studies to identify ocular HZO, avoiding labor-intensive chart review. Age, sex, and race were strongly associated with ocular HZO among HZ patients. We should consider these risk factors when planning for zoster vaccination.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Using natural language processing for identification of herpes zoster ophthalmicus cases to support population-based study
    Zheng, Chengyi
    Luo, Yi
    Mercado, Cheryl
    Sy, Lina
    Jacobsen, Steven J.
    Ackerson, Brad
    Lewin, Bruno
    Tseng, Hung Fu
    CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY, 2019, 47 (01) : 7 - 14
  • [2] A population-based study of social demographic factors, associated diseases, and herpes zoster ophthalmicus in Taiwan
    Lee, Chia-Yi
    Chang, Yuh-Shin
    Ho, Chung-Han
    Wang, Jhi-Joung
    Jan, Han-Yi
    Lee, Po-Han
    Jan, Ren-Long
    FRONTIERS IN MEDICINE, 2025, 12
  • [3] Population-Based Study of the Epidemiology of Herpes Zoster in Korea
    Kim, You Jeong
    Lee, Chang Nam
    Lim, Chi-Yeon
    Jeon, Woo Seok
    Park, Young Min
    JOURNAL OF KOREAN MEDICAL SCIENCE, 2014, 29 (12) : 1706 - 1710
  • [4] Statins and the Risk of Herpes Zoster: A Population-Based Cohort Study
    Antoniou, Tony
    Zheng, Hong
    Singh, Samantha
    Juurlink, David N.
    Mamdani, Muhammad M.
    Gomes, Tara
    CLINICAL INFECTIOUS DISEASES, 2014, 58 (03) : 350 - 356
  • [5] Risk of herpes zoster among patients with psychiatric diseases: a population-based study
    Yang, Y-W
    Chen, Y-H
    Lin, H-W
    JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY, 2011, 25 (04) : 447 - 453
  • [6] Clinical and demographic profile of herpes zoster ophthalmicus: A hospital-based study of 1752 Indian patients
    Rathi, Anubha
    Das, Anthony, V
    Ramappa, Muralidhar
    INDIAN JOURNAL OF OPHTHALMOLOGY, 2024, 72 (SUPPL 4) : S645 - S649
  • [7] Recurrence Rate of Herpes Zoster and Its Risk Factors: a Population-based Cohort Study
    Kim, You Jeong
    Lee, Chang Nam
    Lee, Mi So
    Lee, Ji Hyun
    Lee, Jun Young
    Han, Kyungdo
    Park, Young Min
    JOURNAL OF KOREAN MEDICAL SCIENCE, 2019, 34 (02)
  • [8] Incidence of herpes zoster in patients with giant cell arteritis: a population-based cohort study
    Schaefer, Valentin S.
    Kermani, Tanaz A.
    Crowson, Cynthia S.
    Hunder, Gene G.
    Gabriel, Sherine E.
    Ytterberg, Steven R.
    Matteson, Eric L.
    Warrington, Kenneth J.
    RHEUMATOLOGY, 2010, 49 (11) : 2104 - 2108
  • [9] Incidence and Burden of Herpes Zoster in Sweden: A Regional Population-Based Register Study
    Emma Södergren
    Kristina Mårdberg
    Marie Nishimwe
    Amit Bhavsar
    Alen Marijam
    Tomas Bergström
    Patrik Stäck
    Infectious Diseases and Therapy, 2024, 13 : 121 - 140
  • [10] Incident Herpes Zoster and Risk of Dementia A Population-Based Danish Cohort Study
    Schmidt, Sigrun Alba Johannesdottir
    Veres, Katalin
    Sorensen, Henrik Toft
    Obel, Niels
    Henderson, Victor W.
    NEUROLOGY, 2022, 99 (07) : E660 - E668