Identifying Hemolytic Disease of the Fetus and Newborn within a Large Integrated Health Care System.

IF 1.5 4区 医学 Q3 OBSTETRICS & GYNECOLOGY American journal of perinatology Pub Date : 2024-11-12 DOI:10.1055/a-2444-2314
Fagen Xie, Michael J Fassett, Jiaxiao M Shi, Vicki Y Chiu, Theresa M Im, Sunhea Kim, Nana A Mensah, Nehaa Khadka, Daniella Park, Carol Mao, Matthew Molaei, Iris Lin, Darios Getahun
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Abstract

Objective:  This study aims to identify hemolytic disease of the fetus and newborn (HDFN) pregnancies using electronic health records (EHRs) from a large integrated health care system.

Study design:  A retrospective cohort study was performed among pregnant patients receiving obstetrical care at Kaiser Permanente Southern California health care system between January 1, 2008, and June 30, 2022. Using structured (diagnostic/procedural codes, medication, and laboratory records) and unstructured (clinical notes analyzed via natural language processing) data abstracted from EHRs, we extracted HDFN-specific "indicators" (maternal positive antibody test and abnormal antibody titer, maternal/infant HDFN diagnosis and blood transfusion, hydrops fetalis, infant intravenous immunoglobulin [IVIG] treatment, jaundice/phototherapy, and first administrated Rho[D] Immune Globulin) to identify potential HDFN pregnancies. Chart reviews and adjudication were then performed on select combinations of indicators for case ascertainment. HDFN due to ABO alloimmunization alone was excluded. The HDFN frequency and proportion of each combination were fully analyzed.

Results:  Among the 464,711 eligible pregnancies, a total of 136 pregnancies were confirmed as HDFN pregnancies. The percentage of the HDFN-specific indicators ranged from 0.02% (infant IVIG treatment) to 34.53% (infant jaundice/phototherapy) among the eligible pregnancies, and 32.35% (infant IVIG treatment) to 100% (maternal positive antibody test) among the 136 confirmed HDFN pregnancies. Four combination groups of four indicators, four combination groups of five indicators, and the unique combination of six indicators showed 100% of HDFN pregnancies, while 80.88% of confirmed HDFN pregnancies had the indicator combination of maternal positive antibody test, maternal/infant HDFN diagnosis, and infant jaundice/phototherapy.

Conclusion:  We successfully identified HDFN pregnancies by leveraging a combination of medical indicators extracted from structured and unstructured data that may be used in future pharmacoepidemiologic studies. Traditional indicators (positive antibody test results, high titers, and clinical diagnosis codes) alone did not accurately identify HDFN pregnancies, highlighting an unmet need for improved practices in HDFN coding.

Key points: · A case ascertainment method was developed to identify HDFN from structured and unstructured data.. · The method used in this study may be used in future pharmacoepidemiologic studies.. · The study highlighted an unmet need for improved practices in HDFN coding..

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在大型综合医疗保健系统中识别胎儿和新生儿溶血病。
研究目的本研究旨在利用大型综合医疗保健系统的电子健康记录(EHR)来识别胎儿和新生儿溶血病(HDFN)孕妇:研究设计:对 2008 年 1 月 1 日至 2022 年 6 月 30 日期间在南加州凯泽医疗保健系统接受产科护理的孕妇进行了一项回顾性队列研究。利用从电子病历中抽取的结构化(诊断/手术代码、用药和实验室记录)和非结构化(通过自然语言处理分析的临床笔记)数据,我们提取了 HDFN 特异性 "指标"(母体抗体检测阳性和抗体滴度异常、母婴 HDFN 诊断和输血、胎儿水肿、婴儿静脉注射免疫球蛋白 [IVIG] 治疗、黄疸/光疗和首次注射 Rho[D] 免疫球蛋白),以确定潜在的 HDFN 妊娠。然后根据选定的指标组合进行病历审查和判定,以确定病例。仅由ABO异体免疫引起的HDFN被排除在外。对每种组合的 HDFN 频率和比例进行了全面分析:结果:在 464 711 名符合条件的孕妇中,共有 136 名孕妇被确认为 HDFN 孕妇。在符合条件的孕妇中,HDFN特异性指标的比例从0.02%(婴儿IVIG治疗)到34.53%(婴儿黄疸/光疗)不等;在136例确诊的HDFN孕妇中,HDFN特异性指标的比例从32.35%(婴儿IVIG治疗)到100%(母体抗体检测阳性)不等。由四项指标组成的四组组合、由五项指标组成的四组组合以及由六项指标组成的独特组合显示了100%的HDFN妊娠,而80.88%的确诊HDFN妊娠具有母体抗体检测阳性、母婴HDFN诊断和婴儿黄疸/光疗的指标组合:我们利用从结构化和非结构化数据中提取的医疗指标组合,成功识别了 HDFN 孕妇,这些指标组合可用于未来的药物流行病学研究。传统指标(阳性抗体检测结果、高滴度和临床诊断代码)本身并不能准确识别 HDFN 妊娠,这凸显了在 HDFN 编码方面有待改进的需求:- 要点:本研究开发了一种病例确定方法,可从结构化和非结构化数据中识别 HDFN。- 本研究中使用的方法可用于未来的药物流行病学研究。- 这项研究强调了改进HDFN编码实践的需求尚未得到满足。
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来源期刊
American journal of perinatology
American journal of perinatology 医学-妇产科学
CiteScore
5.90
自引率
0.00%
发文量
302
审稿时长
4-8 weeks
期刊介绍: The American Journal of Perinatology is an international, peer-reviewed, and indexed journal publishing 14 issues a year dealing with original research and topical reviews. It is the definitive forum for specialists in obstetrics, neonatology, perinatology, and maternal/fetal medicine, with emphasis on bridging the different fields. The focus is primarily on clinical and translational research, clinical and technical advances in diagnosis, monitoring, and treatment as well as evidence-based reviews. Topics of interest include epidemiology, diagnosis, prevention, and management of maternal, fetal, and neonatal diseases. Manuscripts on new technology, NICU set-ups, and nursing topics are published to provide a broad survey of important issues in this field. All articles undergo rigorous peer review, with web-based submission, expedited turn-around, and availability of electronic publication. The American Journal of Perinatology is accompanied by AJP Reports - an Open Access journal for case reports in neonatology and maternal/fetal medicine.
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