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Carrell DS, Gruber S, Floyd JS, Bann MA, Cushing-Haugen KL, Johnson RL, Graham V, Cronkite DJ, Hazlehurst BL, Felcher AH, Bejan CA, Kennedy A, Shinde MU, Karami S, Ma Y, Stojanovic D, Zhao Y, Ball R, Nelson JC. Improving Methods of Identifying Anaphylaxis for Medical Product Safety Surveillance Using Natural Language Processing and Machine Learning. Am J Epidemiol 2022; 192:283-295. [PMID: 36331289 PMCID: PMC9896464 DOI: 10.1093/aje/kwac182] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 07/06/2022] [Accepted: 10/11/2022] [Indexed: 11/06/2022] Open
Abstract
We sought to determine whether machine learning and natural language processing (NLP) applied to electronic medical records could improve performance of automated health-care claims-based algorithms to identify anaphylaxis events using data on 516 patients with outpatient, emergency department, or inpatient anaphylaxis diagnosis codes during 2015-2019 in 2 integrated health-care institutions in the Northwest United States. We used one site's manually reviewed gold-standard outcomes data for model development and the other's for external validation based on cross-validated area under the receiver operating characteristic curve (AUC), positive predictive value (PPV), and sensitivity. In the development site 154 (64%) of 239 potential events met adjudication criteria for anaphylaxis compared with 180 (65%) of 277 in the validation site. Logistic regression models using only structured claims data achieved a cross-validated AUC of 0.58 (95% CI: 0.54, 0.63). Machine learning improved cross-validated AUC to 0.62 (0.58, 0.66); incorporating NLP-derived covariates further increased cross-validated AUCs to 0.70 (0.66, 0.75) in development and 0.67 (0.63, 0.71) in external validation data. A classification threshold with cross-validated PPV of 79% and cross-validated sensitivity of 66% in development data had cross-validated PPV of 78% and cross-validated sensitivity of 56% in external data. Machine learning and NLP-derived data improved identification of validated anaphylaxis events.
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Affiliation(s)
- David S Carrell
- Correspondence to Dr. David Carrell, Kaiser Permanente Washington Health Research Institute, 1730 Minor Avenue, Suite 1600, Seattle, WA 98101 (e-mail: )
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Liu K, Bao JF, Wang T, Yang H, Xu BP. Camrelizumab-induced anaphylactic shock in an esophageal squamous cell carcinoma patient: A case report and review of literature. World J Clin Cases 2022; 10:6198-6204. [PMID: 35949858 PMCID: PMC9254201 DOI: 10.12998/wjcc.v10.i18.6198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 01/13/2022] [Accepted: 04/22/2022] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Camrelizumab (SHR-1210), an immune checkpoint inhibitor, is clinically used as a therapeutic option for various types of tumors. However, reports of adverse reactions associated with camrelizumab are gradually increasing. Anaphylactic shock due to camrelizumab has not been reported previously, until now. We report here, for the first time, a case of anaphylactic shock associated with camrelizumab in a patient with esophageal squamous cell carcinoma.
CASE SUMMARY An 84-year-old male esophageal cancer patient received radiotherapy and chemotherapy 11 years ago. He was diagnosed with advanced esophageal squamous cell carcinoma with liver metastasis (TxN1M1) and received the first immunotherapy (camrelizumab 200 mg/each time, once every 3 wk) dose in December 2020, with no adverse reactions. Three weeks later, a generalized rash was noted on the chest and upper limbs; palpitations and breathing difficulties with a sense of dying occurred 10 min after the patient had been administered with the second camrelizumab therapy. Electrocardiograph monitoring revealed a 70 beats/min pulse rate, 69/24 mmHg (1 mmHg = 0.133 kPa) blood pressure, 28 breaths/min respiratory rate, and 86% pulse oximetry in room air. The patient was diagnosed with anaphylactic shock and was managed with intravenous fluid, adrenaline, dexamethasone sodium phosphate, calcium glucosate, and noradrenaline. Approximately 2 h after treatment, the patient’s anaphylactic shock symptoms had been completely relieved.
CONCLUSION Due to the widespread use of camrelizumab, attention should be paid to anti-programmed cell death 1 antibody therapy-associated hypersensitivity or anaphylactic shock.
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Affiliation(s)
- Kai Liu
- Department of Radiotherapy, Traditional Chinese Hospital of Lu’an affiliated to Anhui University of Traditional Chinese Medicine, Lu’an 237000, Anhui Province, China
| | - Jian-Feng Bao
- Department of Immunology, Xixi Hospital of Hangzhou affiliated to Zhejiang University of Traditional Chinese Medicine, Hangzhou 310023, Zhejiang Province, China
| | - Tao Wang
- Department of Urology, Zhongshan Hospital of Traditional Chinese Medicine Affiliated to Guangzhou University of Chinese Medicine, Zhongshan 528401, Guangdong Province, China
| | - Hao Yang
- Department of Critical Care Medicine, Traditional Chinese Hospital of Lu’an affiliated to Anhui University of Traditional Chinese Medicine, Lu’an 237000, Anhui Province, China
| | - Bao-Ping Xu
- Department of Critical Care Medicine, Traditional Chinese Hospital of Lu’an affiliated to Anhui University of Traditional Chinese Medicine, Lu’an 237000, Anhui Province, China
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Drug-induced anaphylaxis in the emergency department: A prospective observational study. North Clin Istanb 2022; 8:595-600. [PMID: 35284792 PMCID: PMC8848485 DOI: 10.14744/nci.2021.56667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Accepted: 01/17/2021] [Indexed: 11/20/2022] Open
Abstract
Objective Anaphylaxis is an acute, life-threatening, systemic hypersensitivity reaction. It is usually triggered by drugs, foods, and insect stings. The primary objective of our study is to determine the factors affecting drug-induced anaphylaxis to contribute to early diagnosis and treatment in these patients. Methods Patients over 18 years old who were diagnosed drug-induced anaphylaxis in the Goztepe Hospital within a period of 1 year were evaluated prospectively. Patients demographical data, etiological factors, clinical findings, and treatment information were recorded. Results Forty-four patients were enrolled in the study of which 25 (56.8%) were female. The median age of women and men was 54 (min: 22, max 82) and 44 (min 18, max 82), respectively. Twenty-three (52%) of them had a history of anaphylaxis. The most common causes of drug-induced anaphylaxis were antibiotics (36%) and nonsteroidal anti-inflammatory drugs (18%), respectively. Adrenaline was applied to 17 (38%) of the patients in the treatment. Conclusion Antibiotics were the most common drugs causing drug-induced anaphylaxis and adrenaline was underused which is the first-line treatment in the anaphylaxis. Some clinicians refrain from administering adrenaline. The reasons underlying this approach should be investigated.
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McGrath FM, Francis A, Fatovich DM, Macdonald SPJ, Arendts G, Bosco A, Woo A, Bosio E. Small nucleolar RNA networks are up-regulated during human anaphylaxis. Clin Exp Allergy 2021; 51:1310-1321. [PMID: 34228845 DOI: 10.1111/cea.13982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 07/04/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND Anaphylaxis is a severe, potentially life-threatening allergic reaction driven primarily by the activation of mast cells. We still fail to understand factors underlying reaction severity. Furthermore, there is currently no reliable diagnostic test to confirm anaphylaxis in the emergency department (ED). OBJECTIVE This study sought to explore gene expression changes associated with anaphylaxis severity in peripheral blood leucocytes and evaluate biomarker potential. METHODS Microarray analysis (total RNA) was performed using peripheral blood samples from ED patients with moderate (n = 6) or severe (n = 12) anaphylaxis and sepsis (n = 20) at presentation (T0) and one hour later (T1). Results were compared between groups and healthy controls (n = 10 and n = 11 matched to anaphylaxis and sepsis patients, respectively). Changes in gene expression were determined using R programming language, and pathway analysis applied to explore biological processes and pathways associated with genes. Differentially expressed genes were validated in an independent cohort of anaphylaxis (n = 30) and sepsis (n = 20) patients, and healthy controls (n = 10), using quantitative reverse transcription-polymerase chain reaction (qRT-PCR). RESULTS Significant up-regulation of small nucleolar RNAs (snoRNAs) was demonstrated in anaphylaxis compared to sepsis patients in the microarray cohort, at T0 and T1. qRT-PCR analysis of the validation cohort showed five genes: SNORD61, SNORD8, SNORD69, SNORD119 and HIST1H1D to be significantly up-regulated (adjusted p < 0.05) in severe anaphylaxis compared to sepsis. Seven genes (SNORD61, SNORD8, SCARNA21, SNORD69, SNORD110, SNORD119 and SNORD59A) were significantly up-regulated (adjusted p < 0.05) in severe anaphylaxis compared to healthy controls. CONCLUSION This study demonstrates for the first time the unique involvement of snoRNAs in the pathogenesis of anaphylaxis and suggests they are not a general feature of systemic inflammation. Further investigation of snoRNA expression in anaphylaxis could provide insights into disease pathogenesis. CLINICAL RELEVANCE SnoRNAs are up-regulated during acute anaphylaxis in humans and could potentially be used as biomarkers of severe anaphylaxis.
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Affiliation(s)
- Francesca Marina McGrath
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Perth, WA, Australia
| | - Abbie Francis
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Perth, WA, Australia.,Centre for Child Health Research, The University of Western Australia, Telethon Kids Institute, Nedlands, WA, Australia
| | - Daniel M Fatovich
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Perth, WA, Australia.,Division of Emergency Medicine, Medical School, University of Western Australia, Perth, WA, Australia.,Emergency Department, Royal Perth Hospital, Perth, WA, Australia
| | - Stephen P J Macdonald
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Perth, WA, Australia.,Division of Emergency Medicine, Medical School, University of Western Australia, Perth, WA, Australia.,Emergency Department, Royal Perth Hospital, Perth, WA, Australia
| | - Glenn Arendts
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Perth, WA, Australia.,Division of Emergency Medicine, Medical School, University of Western Australia, Perth, WA, Australia.,Emergency Department, Fiona Stanley Hospital, Perth, WA, Australia
| | - Anthony Bosco
- Centre for Child Health Research, The University of Western Australia, Telethon Kids Institute, Nedlands, WA, Australia
| | - Andrew Woo
- Laboratory for Cancer Medicine, Harry Perkins Institute of Medical Research, Perth, WA, Australia.,School of Medical and Health Sciences, Edith Cowan University, Perth, WA, Australia
| | - Erika Bosio
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Perth, WA, Australia.,Division of Emergency Medicine, Medical School, University of Western Australia, Perth, WA, Australia.,Emergency Department, Royal Perth Hospital, Perth, WA, Australia
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Anaphylaxis Attended in Emergency Departments: a Reliable Picture of Real-world Anaphylaxis. CURRENT TREATMENT OPTIONS IN ALLERGY 2020. [DOI: 10.1007/s40521-020-00252-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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Nguyen KD, Nguyen HA, Vu DH, Le TTL, Nguyen HA, Dang BV, Nguyen TN, Nguyen DH, Nguyen TB, Montastruc JL, Bagheri H. Drug-Induced Anaphylaxis in a Vietnamese Pharmacovigilance Database: Trends and Specific Signals from a Disproportionality Analysis. Drug Saf 2020; 42:671-682. [PMID: 30478823 DOI: 10.1007/s40264-018-0758-8] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
INTRODUCTION Despite the numerous studies investigating drug-induced anaphylaxis (DIA), understanding and quantitative data analysis in developing countries remain limited. The aim of our study is to describe and quantify DIA using the National Pharmacovigilance Database of Vietnam (NPDV). METHODS Spontaneous reporting of adverse drug reactions (ADRs) recorded between 2010 and 2016 were retrospectively analysed to identify DIA reports. The trend and characteristics of DIA cases were described. Multivariate disproportionality analysis was used for signal generation. RESULTS Overall, 4873 DIA cases (13.2% of total ADRs) were recorded in the NPDV, 111 of which resulted in death (82% of total ADR-induced deaths) over a 7-year period. There was a remarkable increase in DIA reporting over time (p < 0.001). The incidence rates of DIA reporting per total ADRs and per 100,000 inhabitants remained high (mean rates [95% CI] of 12.06 [9.88-14.24] and 0.77 [0.33-1.20], respectively). Concerning suspected drugs, systemic antibiotics (n = 3318, 68%) were mostly reported with a reporting odds ratio (ROR) and 95% CI of 2.35 [2.20-2.51]. In the case of antibiotic-induced anaphylaxis, the third-generation cephalosporins were predominant (n = 1961, 40.2%, ROR 2.39 [2.24-2.55]). We also noted drugs generally associated with DIA such as contrast agents (ROR 2.43 [2.04-2.88]) and anaesthetics (ROR 4.02 [3.30-4.89]). Furthermore, unexpected signals were observed for alpha-chymotrypsin (ROR 1.75 [1.23-2.44]) and amoxicillin/sulbactam (ROR 1.59 [1.18-2.10]), uncommonly reported in western countries. CONCLUSION In recent years, cases of drug-induced DIA have increased in Vietnam, mostly due to antibiotics and third-generation cephalosporins. The inappropriate use of these drugs should be taken into account. Our findings also highlighted typical Vietnamese signals for alpha-chymotrypsin- and amoxicillin/sulbactam-induced anaphylaxis, which may relate to a specific sociological context in resource-limited countries.
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Affiliation(s)
- Khac-Dung Nguyen
- The National Drug Information and Adverse Drug Reaction Monitoring Centre, Hanoi University of Pharmacy, Hanoi, Vietnam
- Laboratoire de Pharmacologie Médicale et Clinique, Faculté de Médecine de l'Université Paul-Sabatier (Medical and Clinical Pharmacology Laboratory, Faculty of Medicine, Paul-Sabatier University) and Centre Hospitalier Universitaire de Toulouse (Toulouse University Hospital Centre), Centre Midi-Pyrénées de PharmacoVigilance, de Pharmacoépidémiologie et d'Information sur le Médicament (Midi-Pyrenees Centre for Pharmacovigilance, Pharmacoepidemiology and Drug Information), UMR INSERM 1027, Toulouse, France
| | - Hoang-Anh Nguyen
- The National Drug Information and Adverse Drug Reaction Monitoring Centre, Hanoi University of Pharmacy, Hanoi, Vietnam
| | - Dinh-Hoa Vu
- The National Drug Information and Adverse Drug Reaction Monitoring Centre, Hanoi University of Pharmacy, Hanoi, Vietnam
| | - Thi Thuy-Linh Le
- The National Drug Information and Adverse Drug Reaction Monitoring Centre, Hanoi University of Pharmacy, Hanoi, Vietnam
| | - Hoang-Anh Nguyen
- The National Drug Information and Adverse Drug Reaction Monitoring Centre, Hanoi University of Pharmacy, Hanoi, Vietnam
| | - Bich-Viet Dang
- The National Drug Information and Adverse Drug Reaction Monitoring Centre, Hanoi University of Pharmacy, Hanoi, Vietnam
| | | | - Dang-Hoa Nguyen
- The National Drug Information and Adverse Drug Reaction Monitoring Centre, Hanoi University of Pharmacy, Hanoi, Vietnam
| | - Thanh-Binh Nguyen
- Department of Pharmacy Management and Pharmacoeconomics, Hanoi University of Pharmacy, Hanoi, Vietnam
| | - Jean-Louis Montastruc
- Laboratoire de Pharmacologie Médicale et Clinique, Faculté de Médecine de l'Université Paul-Sabatier (Medical and Clinical Pharmacology Laboratory, Faculty of Medicine, Paul-Sabatier University) and Centre Hospitalier Universitaire de Toulouse (Toulouse University Hospital Centre), Centre Midi-Pyrénées de PharmacoVigilance, de Pharmacoépidémiologie et d'Information sur le Médicament (Midi-Pyrenees Centre for Pharmacovigilance, Pharmacoepidemiology and Drug Information), UMR INSERM 1027, Toulouse, France
| | - Haleh Bagheri
- Laboratoire de Pharmacologie Médicale et Clinique, Faculté de Médecine de l'Université Paul-Sabatier (Medical and Clinical Pharmacology Laboratory, Faculty of Medicine, Paul-Sabatier University) and Centre Hospitalier Universitaire de Toulouse (Toulouse University Hospital Centre), Centre Midi-Pyrénées de PharmacoVigilance, de Pharmacoépidémiologie et d'Information sur le Médicament (Midi-Pyrenees Centre for Pharmacovigilance, Pharmacoepidemiology and Drug Information), UMR INSERM 1027, Toulouse, France.
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Significant predictive factors of the severity and outcomes of the first attack of acute angioedema in children. BMC Pediatr 2019; 19:423. [PMID: 31707983 PMCID: PMC6844047 DOI: 10.1186/s12887-019-1809-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Accepted: 10/28/2019] [Indexed: 11/24/2022] Open
Abstract
Background The initial episode of angioedema in children can be potential life-threatening due to the lack of prompt identification and treatment. We aimed to analyze the factors predicting the severity and outcomes of the first attack of acute angioedema in children. Methods This was a retrospective study with 406 children (< 18 years) who presented in the emergency department (ED) with an initial episode of acute angioedema and who had subsequent follow-up visits in the out-patient department from January 2008 to December 2014. The severity of the acute angioedema was categorized as severe (requiring hospital admission), moderate (requiring a stay in the short-term pediatric observation unit [POU]), or mild (discharged directly from the ED). The associations among the disease severity, patient demographics and clinical presentation were analyzed. Result In total, 109 (26.8%) children had severe angioedema, and the majority of those children were male (65.1%). Most of the children were of preschool age (56.4%), and only 6.4% were adolescents. The co-occurrence of pyrexia or urticaria, etiologies of the angioedema related to medications or infections, the presence of respiratory symptoms, and a history of allergies (asthma, allergic rhinitis) were predictors of severe angioedema (all p < 0.05). Finally, the duration of angioedema was significantly shorter in children who had received short-term POU treatment (2.1 ± 1.1 days) than in those who discharged from ED directly (2.3 ± 1.4 days) and admitted to the hospital (3.5 ± 2.0 days) (p < 0.001). Conclusion The co-occurrence of pyrexia or urticaria, etiologies related to medications or infections, the presence of respiratory symptoms, and a history of allergies were predictors of severe angioedema. More importantly, short-term POU observation and prompt treatment might be benefit for patients who did not require hospital admission.
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