1
|
Could Artificial Intelligence Prevent Intraoperative Anaphylaxis? Reference Review and Proof of Concept. Medicina (B Aires) 2022; 58:medicina58111530. [PMID: 36363487 PMCID: PMC9694532 DOI: 10.3390/medicina58111530] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 10/17/2022] [Accepted: 10/24/2022] [Indexed: 01/25/2023] Open
Abstract
Drugs and various medical substances have been used for many decades to diagnose or treat diseases. Procedures like surgery and anesthesia (either local or general) use different pharmacological products during these events. In most of the cases, the procedure is safe and the physician performs the technique without incidents. Although they are safe for use, these substances (including drugs) may have adverse effects, varying from mild ones to life-threatening reactions in a minority of patients. Artificial intelligence may be a useful tool in approximating the risk of anaphylaxis before undertaking a medical procedure. This material presents these undesirable responses produced by medical products from a multidisciplinary point of view. Moreover, we present a proof of concept for using artificial intelligence as a possible guardship against intraoperative anaphylaxis.
Collapse
|
2
|
Wood A. Clinical Issues-February 2021. AORN J 2021; 113:197-205. [PMID: 33534165 DOI: 10.1002/aorn.13319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 10/01/2020] [Indexed: 11/07/2022]
Abstract
Moving the surgical lights over a sterile field Key words: surgical lights, light handles, sterile field contamination, surgical site infection (SSI). Transport stretchers in the OR Key words: transport stretcher, bed linens, cross-contamination, sterile field, infectious disease. Using positive-pressure ORs for patients who require airborne precautions Key words: airborne precautions, positive-pressure airflow, positive-pressure OR, anteroom. Discontinuing the use of intraoperative bacitracin irrigation Key words: bacitracin for injection, antibiotic irrigation, antimicrobial irrigation, surgical site infection (SSI).
Collapse
|
3
|
Banerji A, Bhattacharya G, Huebner E, Fu X, Camargo CA, Guyer A, Kuhlen JL, Blumenthal KG. Perioperative Allergic Reactions: Allergy Assessment and Subsequent Anesthesia. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY-IN PRACTICE 2020; 9:1980-1991. [PMID: 33248280 DOI: 10.1016/j.jaip.2020.11.025] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Revised: 10/26/2020] [Accepted: 11/09/2020] [Indexed: 02/08/2023]
Abstract
BACKGROUND Evidence-based guidelines are needed in the United States to improve evaluation of perioperative allergic reactions including recommendations for subsequent anesthesia. OBJECTIVE To identify causative agent(s) and evaluate patients' tolerability of subsequent anesthesia in patients evaluated by Allergy/Immunology (A/I) at Massachusetts General Hospital. METHODS We performed a retrospective review of patients referred to the outpatient A/I clinic for perioperative allergic reactions between October 2003 and May 2017. Patient demographics, atopic history, and prior adverse drug reactions were reviewed. Patients underwent a comprehensive evaluation with testing including skin testing (ST), drug challenges (when appropriate), tryptase level measurement, and specific IgE to latex measurement. Tolerance of subsequent procedures requiring anesthesia was assessed. RESULTS Of 123 patients referred, 74 (60%) were female and the mean age was 46 (±18) years. At least 1 causative agent was identified in 28 patients (24%, n = 28 of 118). Seventeen of 28 (61%) patients were ST positive to an antibiotic, including 13 (46%) positive to cefazolin; 3 patients (11%) had a positive latex specific IgE. Of 85 patients who had subsequent anesthesia with a known outcome, 78 (91%) did not have another perioperative allergic reaction. Two of 5 patients with an elevated baseline tryptase level did not tolerate subsequent anesthesia. CONCLUSION The majority of patients safely received subsequent anesthesia after comprehensive A/I evaluation for their perioperative allergic reactions; however, improved algorithmic care is needed in the United States. Among ST-positive patients (24%), antibiotics (especially cefazolin) were the most common culprits. An elevated baseline tryptase level was associated with an increased risk of recurrent perioperative allergic reactions.
Collapse
Affiliation(s)
- Aleena Banerji
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Department of Medicine, Harvard Medical School, Boston, Mass.
| | - Gita Bhattacharya
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass
| | - Emily Huebner
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass
| | - Xiaoqing Fu
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Mongan Institute, Department of Medicine, Massachusetts General Hospital, Boston, Mass
| | - Carlos A Camargo
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Department of Medicine, Harvard Medical School, Boston, Mass; Mongan Institute, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Department of Emergency Medicine, Massachusetts General Hospital, Boston, Mass
| | - Autumn Guyer
- Division of Pulmonary, Critical Care, Allergy, and Sleep Medicine, University of California San Francisco, San Francisco, Calif
| | - James L Kuhlen
- Department of Medicine, Apex Allergy and Immunology, Greenville, SC
| | - Kimberly G Blumenthal
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Department of Medicine, Harvard Medical School, Boston, Mass; Mongan Institute, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Edward P. Lawrence Center for Quality and Safety, Massachusetts General Hospital, Boston, Mass
| |
Collapse
|