Skip to main content
Erschienen in: Journal of Medical Systems 1/2023

01.12.2023 | Original Paper

Positive Predictive Values of Anaphylaxis Diagnosis in Claims Data: A Multi-Institutional Study in Taiwan

verfasst von: Chun Chang, Shu-Chen Liao, Shih-Chieh Shao

Erschienen in: Journal of Medical Systems | Ausgabe 1/2023

Einloggen, um Zugang zu erhalten

Abstract

Real-world data sources can facilitate essential understanding of the epidemiological features of anaphylaxis. However, the accuracy of case-identifying definitions based on diagnosis codes for anaphylaxis in healthcare databases remains understudied. We conducted a cross-sectional study analyzing claims data from the largest multi-institutional healthcare system in Taiwan during 2017–2021. We included patients with incident anaphylaxis identified by either ICD-10-CM codes for anaphylaxis (Group 1) or ICD-10-CM codes for severe allergic or drug adverse events and additional modifier codes for acute allergy events (Group 2). We randomly selected 20% of the cases to determine the positive predictive value (PPV) of anaphylaxis case-identifying definitions in Groups 1 and 2 after review of electronic medical records by two physicians. From the original cohort (n = 2,176), we randomly selected 433 patients with either a diagnosis of anaphylaxis (Group 1), or a diagnosis of severe allergic and drug adverse events with additional modifier codes for acute allergy events (Group 2). In Group 1, we judged 135 / 170 patients as true anaphylaxis cases, giving a PPV of 79.4% (95% CI: 73.3–85.5). In Group 2, we judged 47 / 263 patients as true anaphylaxis cases, giving a PPV of 17.9% (95% CI: 13.3–22.5). In conclusion, acceptable PPVs were observed when anaphylaxis cases were identified by ICD-10-CM codes for anaphylaxis, but not by ICD-10-CM codes for severe allergic or drug adverse event with additional modifier codes for acute allergy events. Our multi-institutional findings could serve as a fundamental reference for further studies of anaphylaxis based on real-world healthcare databases.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Nowak RM, Macias CG. Anaphylaxis on the other front line: perspectives from the emergency department. Am J Med 2014;127:S34-44.CrossRefPubMed Nowak RM, Macias CG. Anaphylaxis on the other front line: perspectives from the emergency department. Am J Med 2014;127:S34-44.CrossRefPubMed
2.
Zurück zum Zitat Sclar DA, Lieberman PL. Anaphylaxis: underdiagnosed, underreported, and undertreated. Am J Med 2014;127:S1-5.CrossRefPubMed Sclar DA, Lieberman PL. Anaphylaxis: underdiagnosed, underreported, and undertreated. Am J Med 2014;127:S1-5.CrossRefPubMed
3.
Zurück zum Zitat Tejedor Alonso MA, Moro Moro M, Múgica García MV. Epidemiology of anaphylaxis. Clin Exp Allergy 2015;45:1027-39.CrossRefPubMed Tejedor Alonso MA, Moro Moro M, Múgica García MV. Epidemiology of anaphylaxis. Clin Exp Allergy 2015;45:1027-39.CrossRefPubMed
4.
5.
Zurück zum Zitat Turner PJ, Jerschow E, Umasunthar T, Lin R, Campbell DE, Boyle RJ. Fatal Anaphylaxis: Mortality Rate and Risk Factors. J Allergy Clin Immunol Pract 2017;5:1169-1178.CrossRefPubMedPubMedCentral Turner PJ, Jerschow E, Umasunthar T, Lin R, Campbell DE, Boyle RJ. Fatal Anaphylaxis: Mortality Rate and Risk Factors. J Allergy Clin Immunol Pract 2017;5:1169-1178.CrossRefPubMedPubMedCentral
6.
Zurück zum Zitat Yang MS, Kim JY, Kim BK, Park HW, Cho SH, Min KU, et al. True rise in anaphylaxis incidence: Epidemiologic study based on a national health insurance database. Medicine (Baltimore) 2017;96:e5750.CrossRefPubMed Yang MS, Kim JY, Kim BK, Park HW, Cho SH, Min KU, et al. True rise in anaphylaxis incidence: Epidemiologic study based on a national health insurance database. Medicine (Baltimore) 2017;96:e5750.CrossRefPubMed
7.
Zurück zum Zitat Yao TC, Wu AC, Huang YW, Wang JY, Tsai HJ. Increasing trends of anaphylaxis-related events: an analysis of anaphylaxis using nationwide data in Taiwan, 2001-2013. World Allergy Organ J 2018;11:23.CrossRefPubMedPubMedCentral Yao TC, Wu AC, Huang YW, Wang JY, Tsai HJ. Increasing trends of anaphylaxis-related events: an analysis of anaphylaxis using nationwide data in Taiwan, 2001-2013. World Allergy Organ J 2018;11:23.CrossRefPubMedPubMedCentral
8.
Zurück zum Zitat Kemp SF, Lockey RF. Lockey, Anaphylaxis: a review of causes and mechanisms. J Allergy Clin Immunol. 2002;110:341-8.CrossRefPubMed Kemp SF, Lockey RF. Lockey, Anaphylaxis: a review of causes and mechanisms. J Allergy Clin Immunol. 2002;110:341-8.CrossRefPubMed
10.
Zurück zum Zitat Neugut AI, Ghatak AT, Miller RL. Anaphylaxis in the United States: an investigation into its epidemiology. Arch Intern Med 2001;161:15-21.CrossRefPubMed Neugut AI, Ghatak AT, Miller RL. Anaphylaxis in the United States: an investigation into its epidemiology. Arch Intern Med 2001;161:15-21.CrossRefPubMed
11.
Zurück zum Zitat Shimabukuro T, Nair N. Allergic Reactions Including Anaphylaxis After Receipt of the First Dose of Pfizer-BioNTech COVID-19 Vaccine. JAMA 2021;325:780-781.CrossRefPubMedPubMedCentral Shimabukuro T, Nair N. Allergic Reactions Including Anaphylaxis After Receipt of the First Dose of Pfizer-BioNTech COVID-19 Vaccine. JAMA 2021;325:780-781.CrossRefPubMedPubMedCentral
12.
Zurück zum Zitat Lloyd PC, Hu M, Wong HL, Shoaibi A, Ke Zhou C, Lo AC, et al. Near real-time surveillance of safety outcomes in US COVID-19 vaccine recipients aged 12 to 64 years. Vaccine 2022;40:6481-6488.CrossRefPubMedPubMedCentral Lloyd PC, Hu M, Wong HL, Shoaibi A, Ke Zhou C, Lo AC, et al. Near real-time surveillance of safety outcomes in US COVID-19 vaccine recipients aged 12 to 64 years. Vaccine 2022;40:6481-6488.CrossRefPubMedPubMedCentral
13.
Zurück zum Zitat Li X, Ostropolets A, Makadia R, Shoaibi A, Rao G, Sena AG, et al. Characterising the background incidence rates of adverse events of special interest for covid-19 vaccines in eight countries: multinational network cohort study. BMJ 2021;373:n1435.CrossRefPubMed Li X, Ostropolets A, Makadia R, Shoaibi A, Rao G, Sena AG, et al. Characterising the background incidence rates of adverse events of special interest for covid-19 vaccines in eight countries: multinational network cohort study. BMJ 2021;373:n1435.CrossRefPubMed
14.
Zurück zum Zitat Bann MA, Carrell DS, Gruber S, Shinde M, Ball R, Nelson JC, et al. Identification and Validation of Anaphylaxis Using Electronic Health Data in a Population-based Setting. Epidemiology 2021;32:439-443.CrossRefPubMed Bann MA, Carrell DS, Gruber S, Shinde M, Ball R, Nelson JC, et al. Identification and Validation of Anaphylaxis Using Electronic Health Data in a Population-based Setting. Epidemiology 2021;32:439-443.CrossRefPubMed
15.
Zurück zum Zitat de Sordi D, Kappen S, Otto-Sobotka F, Kulschewski A, Weyland A, Gutierrez L, et al. Validity of hospital ICD-10-GM codes to identify anaphylaxis. Pharmacoepidemiol Drug Saf 2021;30:1643-1652.CrossRefPubMed de Sordi D, Kappen S, Otto-Sobotka F, Kulschewski A, Weyland A, Gutierrez L, et al. Validity of hospital ICD-10-GM codes to identify anaphylaxis. Pharmacoepidemiol Drug Saf 2021;30:1643-1652.CrossRefPubMed
16.
Zurück zum Zitat Jeong K, Lee JD, Kang DR, Lee S. A population-based epidemiological study of anaphylaxis using national big data in Korea: trends in age-specific prevalence and epinephrine use in 2010-2014. Allergy Asthma Clin Immunol 2018;14:31.CrossRefPubMedPubMedCentral Jeong K, Lee JD, Kang DR, Lee S. A population-based epidemiological study of anaphylaxis using national big data in Korea: trends in age-specific prevalence and epinephrine use in 2010-2014. Allergy Asthma Clin Immunol 2018;14:31.CrossRefPubMedPubMedCentral
17.
Zurück zum Zitat Tham EH, Leung ASY, Pacharn P, Lee S, Ebisawa M, Lee BW, et al. Anaphylaxis - Lessons learnt when East meets West. Pediatr Allergy Immunol. 2019;30:681-688.CrossRefPubMed Tham EH, Leung ASY, Pacharn P, Lee S, Ebisawa M, Lee BW, et al. Anaphylaxis - Lessons learnt when East meets West. Pediatr Allergy Immunol. 2019;30:681-688.CrossRefPubMed
18.
Zurück zum Zitat Liu FC, Chiou HJ, Kuo CF, Chung TT, Yu HP. Epidemiology of Anaphylactic Shock and its Related Mortality in Hospital Patients in Taiwan: A Nationwide Population-Based Study. Shock 2017;48:525-531.CrossRefPubMed Liu FC, Chiou HJ, Kuo CF, Chung TT, Yu HP. Epidemiology of Anaphylactic Shock and its Related Mortality in Hospital Patients in Taiwan: A Nationwide Population-Based Study. Shock 2017;48:525-531.CrossRefPubMed
19.
Zurück zum Zitat Shao SC, Chan YY, Kao Yang YH, Lin SJ, Hung MJ, Chien RN, et al. The Chang Gung Research Database-A multi-institutional electronic medical records database for real-world epidemiological studies in Taiwan. Pharmacoepidemiol Drug Saf 2019;28:593-600.CrossRefPubMed Shao SC, Chan YY, Kao Yang YH, Lin SJ, Hung MJ, Chien RN, et al. The Chang Gung Research Database-A multi-institutional electronic medical records database for real-world epidemiological studies in Taiwan. Pharmacoepidemiol Drug Saf 2019;28:593-600.CrossRefPubMed
20.
Zurück zum Zitat Chiang MY, Shao SC, Liao SC. Validation of Diagnostic Codes to Identify Carbon Monoxide Poisoning in Taiwan's Claims Data. Front Pharmacol 2022;13:882632.CrossRefPubMedPubMedCentral Chiang MY, Shao SC, Liao SC. Validation of Diagnostic Codes to Identify Carbon Monoxide Poisoning in Taiwan's Claims Data. Front Pharmacol 2022;13:882632.CrossRefPubMedPubMedCentral
21.
Zurück zum Zitat Shao SC, Chang KC, Hung MJ, Yang NI, Chan YY, Chen HY, et al. Comparative risk evaluation for cardiovascular events associated with dapagliflozin vs. empagliflozin in real-world type 2 diabetes patients: a multi-institutional cohort study. Cardiovasc Diabetol 2019;18:120. Shao SC, Chang KC, Hung MJ, Yang NI, Chan YY, Chen HY, et al. Comparative risk evaluation for cardiovascular events associated with dapagliflozin vs. empagliflozin in real-world type 2 diabetes patients: a multi-institutional cohort study. Cardiovasc Diabetol 2019;18:120.
22.
Zurück zum Zitat Liao SC, Shao SC, Lai EC, Lin SJ, Huang WI, Hsieh CY. Positive Predictive Value of ICD-10 Codes for Cerebral Venous Sinus Thrombosis in Taiwan’s National Health Insurance Claims Database. Clin Epidemiol 2022;14:1-7.CrossRefPubMedPubMedCentral Liao SC, Shao SC, Lai EC, Lin SJ, Huang WI, Hsieh CY. Positive Predictive Value of ICD-10 Codes for Cerebral Venous Sinus Thrombosis in Taiwan’s National Health Insurance Claims Database. Clin Epidemiol 2022;14:1-7.CrossRefPubMedPubMedCentral
23.
Zurück zum Zitat Wu LY, Shao SC, Liao SC. Positive Predictive Value of ICD-10-CM Codes for Myocarditis in Claims Data: A Multi-Institutional Study in Taiwan. Clin Epidemiol 2023;15:459-468.CrossRefPubMedPubMedCentral Wu LY, Shao SC, Liao SC. Positive Predictive Value of ICD-10-CM Codes for Myocarditis in Claims Data: A Multi-Institutional Study in Taiwan. Clin Epidemiol 2023;15:459-468.CrossRefPubMedPubMedCentral
24.
Zurück zum Zitat Walsh KE, Cutrona SL, Foy S, Baker MA, Forrow S, Shoaibi A, et al. Validation of anaphylaxis in the Food and Drug Administration's Mini-Sentinel. Pharmacoepidemiol Drug Saf 2013;22:1205-13.CrossRefPubMedPubMedCentral Walsh KE, Cutrona SL, Foy S, Baker MA, Forrow S, Shoaibi A, et al. Validation of anaphylaxis in the Food and Drug Administration's Mini-Sentinel. Pharmacoepidemiol Drug Saf 2013;22:1205-13.CrossRefPubMedPubMedCentral
25.
Zurück zum Zitat Sampson HA, Muñoz-Furlong A, Campbell RL, Adkinson NF Jr, Bock SA, Branum A, et al. Second symposium on the definition and management of anaphylaxis: summary report--Second National Institute of Allergy and Infectious Disease/Food Allergy and Anaphylaxis Network symposium. J Allergy Clin Immunol 2006;117:391-7.CrossRefPubMed Sampson HA, Muñoz-Furlong A, Campbell RL, Adkinson NF Jr, Bock SA, Branum A, et al. Second symposium on the definition and management of anaphylaxis: summary report--Second National Institute of Allergy and Infectious Disease/Food Allergy and Anaphylaxis Network symposium. J Allergy Clin Immunol 2006;117:391-7.CrossRefPubMed
26.
Zurück zum Zitat Anagnostou K. Anaphylaxis in Children: Epidemiology, Risk Factors and Management. Curr Pediatr Rev 2018;14:180-186.CrossRefPubMed Anagnostou K. Anaphylaxis in Children: Epidemiology, Risk Factors and Management. Curr Pediatr Rev 2018;14:180-186.CrossRefPubMed
27.
Zurück zum Zitat Moneret-Vautrin DA, Morisset M, Flabbee J, Beaudouin E, Kanny G. Epidemiology of life-threatening and lethal anaphylaxis: a review. Allergy 2005;60:443-51.CrossRefPubMed Moneret-Vautrin DA, Morisset M, Flabbee J, Beaudouin E, Kanny G. Epidemiology of life-threatening and lethal anaphylaxis: a review. Allergy 2005;60:443-51.CrossRefPubMed
28.
Zurück zum Zitat Brown AF, McKinnon D, Chu K. Emergency department anaphylaxis: A review of 142 patients in a single year. J Allergy Clin Immunol 2001;108:861-6.CrossRefPubMed Brown AF, McKinnon D, Chu K. Emergency department anaphylaxis: A review of 142 patients in a single year. J Allergy Clin Immunol 2001;108:861-6.CrossRefPubMed
29.
Zurück zum Zitat Ma L, Danoff TM, Borish L. Case fatality and population mortality associated with anaphylaxis in the United States. J Allergy Clin Immunol 2014;133:1075-83.CrossRefPubMed Ma L, Danoff TM, Borish L. Case fatality and population mortality associated with anaphylaxis in the United States. J Allergy Clin Immunol 2014;133:1075-83.CrossRefPubMed
30.
Zurück zum Zitat Cheng KC, Ho CH, Lai CC, The Association Between Health Insurance and Emergency Department Use in Taiwan. Ann Emerg Med 2017;70:924-925.CrossRefPubMed Cheng KC, Ho CH, Lai CC, The Association Between Health Insurance and Emergency Department Use in Taiwan. Ann Emerg Med 2017;70:924-925.CrossRefPubMed
31.
Zurück zum Zitat Lee WL, Chen WT, Hsiao FH, Huang CH, Huang LY. Characteristics and Resource Utilization Associated with Frequent Users of Emergency Departments. Emerg Med Int 022;2022:8064011. Lee WL, Chen WT, Hsiao FH, Huang CH, Huang LY. Characteristics and Resource Utilization Associated with Frequent Users of Emergency Departments. Emerg Med Int 022;2022:8064011.
32.
Zurück zum Zitat Ross MP, Ferguson M, Street D, Klontz K, Schroeder T, Luccioli S. Analysis of food-allergic and anaphylactic events in the National Electronic Injury Surveillance System. J Allergy Clin Immunol 2008;121:166-71.CrossRefPubMed Ross MP, Ferguson M, Street D, Klontz K, Schroeder T, Luccioli S. Analysis of food-allergic and anaphylactic events in the National Electronic Injury Surveillance System. J Allergy Clin Immunol 2008;121:166-71.CrossRefPubMed
33.
Zurück zum Zitat Castells M. Diagnosis and management of anaphylaxis in precision medicine. J Allergy Clin Immunol 2017;140:321-333.CrossRefPubMed Castells M. Diagnosis and management of anaphylaxis in precision medicine. J Allergy Clin Immunol 2017;140:321-333.CrossRefPubMed
34.
Zurück zum Zitat Simons FE, Ardusso LR, Bilò MB, El-Gamal YM, Ledford DK, Ring J, et al. World Allergy Organization anaphylaxis guidelines: summary. J Allergy Clin Immunol 2011;127:587–93.e1–22. Simons FE, Ardusso LR, Bilò MB, El-Gamal YM, Ledford DK, Ring J, et al. World Allergy Organization anaphylaxis guidelines: summary. J Allergy Clin Immunol 2011;127:587–93.e1–22.
35.
Zurück zum Zitat Brown SG, Mullins RJ, Gold MS. Anaphylaxis: diagnosis and management. Med J Aust 2006;185:283-9.CrossRefPubMed Brown SG, Mullins RJ, Gold MS. Anaphylaxis: diagnosis and management. Med J Aust 2006;185:283-9.CrossRefPubMed
36.
Zurück zum Zitat Muraro A, Roberts G, Clark A, Eigenmann PA, Halken S, Lack G, et al. The management of anaphylaxis in childhood: position paper of the European academy of allergology and clinical immunology. Allergy 2007;62:857-71.CrossRefPubMed Muraro A, Roberts G, Clark A, Eigenmann PA, Halken S, Lack G, et al. The management of anaphylaxis in childhood: position paper of the European academy of allergology and clinical immunology. Allergy 2007;62:857-71.CrossRefPubMed
37.
Zurück zum Zitat Shaker MS, Wallace DV, Golden DBK, Oppenheimer J, Bernstein JA, Campbell RL, et al. Anaphylaxis-a 2020 practice parameter update, systematic review, and Grading of Recommendations, Assessment, Development and Evaluation (GRADE) analysis. J Allergy Clin Immunol 2020;145:1082-1123.CrossRefPubMed Shaker MS, Wallace DV, Golden DBK, Oppenheimer J, Bernstein JA, Campbell RL, et al. Anaphylaxis-a 2020 practice parameter update, systematic review, and Grading of Recommendations, Assessment, Development and Evaluation (GRADE) analysis. J Allergy Clin Immunol 2020;145:1082-1123.CrossRefPubMed
Metadaten
Titel
Positive Predictive Values of Anaphylaxis Diagnosis in Claims Data: A Multi-Institutional Study in Taiwan
verfasst von
Chun Chang
Shu-Chen Liao
Shih-Chieh Shao
Publikationsdatum
01.12.2023
Verlag
Springer US
Erschienen in
Journal of Medical Systems / Ausgabe 1/2023
Print ISSN: 0148-5598
Elektronische ISSN: 1573-689X
DOI
https://doi.org/10.1007/s10916-023-01989-2

Weitere Artikel der Ausgabe 1/2023

Journal of Medical Systems 1/2023 Zur Ausgabe