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Zhang M, Jiao W, Tong K, Zhang P. Enhancing Ophthalmic Anesthesia Optimization with Predictive Embedding Models. SLAS Technol 2025; 32:100290. [PMID: 40216255 DOI: 10.1016/j.slast.2025.100290] [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: 12/27/2024] [Revised: 03/17/2025] [Accepted: 04/09/2025] [Indexed: 04/22/2025]
Abstract
Ophthalmic anesthesia the crucial factors in success and safety of ophthalmic surgery, which involves the delicate aspects of pain control, sedation, and patient response. Advances in ophthalmic surgery cause a need for exact and individualized anesthetic procedures to maximize patient satisfaction and outcomes. This research investigates the machine learning (ML) and natural language processing (NLP) to personalize the practice of ophthalmic anesthesia. Text data includes preoperative assessments; drug history, procedure information, and discharge summary are preprocessed using the NLP approach, stop word removal, and lemmatization. Word2Vec technique is applied for feature extraction to represent clinical terms with vectors which carry semantic meaning, helping the model comprehend the text better. This research proposes a ML algorithm of Efficient Osprey Optimized Resilient Random Forest (EOO-RRF) model to forecast ideal anesthesia plans and patient results. Experimental results show that the EOO-RRF model is superior to traditional methods and achieves metrics such as MSE = 28.424, RMSE = 4.321, AUC=98.32% and R2 = 0.956. The results indicate that combining NLP and ML in ophthalmic anesthesia leads to safer, more efficient, and personalized anesthetic management.
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Affiliation(s)
- Mingdi Zhang
- Department of Anesthesiology, Harbin Eye Hospital, Harbin, Heilongjiang, 150000.
| | - Wanqiu Jiao
- Ophthamology, Harbin Eye Hospital, Harbin, Heilongjiang, 150000.
| | - Kehui Tong
- Nuring Major, Heilongjiang Eye Hospital, Harbin, Heilongjiang, 150000.
| | - Ping Zhang
- Ophthamology, Heilongjiang Purui Eye Hospital, Harbin, Heilongjiang, 150000.
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Tan F, Lu W, Li S, Chen J. Discharge Under Sedated Status can Decrease Postoperative Emergence Agitation in Pediatric Patients Undergoing Strabismus Surgery: A Prospective Randomized Controlled Trial. J Perianesth Nurs 2024; 39:985-989. [PMID: 38842951 DOI: 10.1016/j.jopan.2024.01.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2023] [Revised: 01/09/2024] [Accepted: 01/12/2024] [Indexed: 10/05/2024]
Abstract
PURPOSE Emergence agitation (EA) is a frequent complication during emergence. The researchers aimed to investigate whether discharged pediatric patients from the postanesthesia care unit (PACU) to wards under sedated status could reduce the incidence of EA. DESIGN Prospective randomized controlled study. METHODS This study was conducted in 4 to 6 year old patients who had undergone strabismus surgeries. There were 100 patients randomly assigned to a sedated group who were discharged from PACU to the ward under a sedated state and regained consciousness accompanied with their parents (Group P, n = 50) and the control group who were fully awake when discharged (Group C, n = 50). The primary outcome was the incidence of EA. The secondary outcomes included rescue measure, discharge time, hemodynamic parameters at the point of discharge, 1 and 2 hours after extubation, and the parental satisfaction score. FINDINGS The incidence of EA in Group P was significantly reduced compared to Group C (P = .023). The number of patients who needed rescue measures was higher in Group C than in Group P (P = .041). The PACU discharge time in Group P was significantly shorter than in Group C (P < .001). The heart rate of the pediatric patients in Group P was significantly lower than in Group C at the point of discharge from PACU to the ward (P = .003), while the oxygen saturation (SpO2) and the mean arterial blood pressure were comparable between the two groups (P > .05). CONCLUSIONS Pediatric patients discharged to their parents under sedated status could reduce the incidence of EA undergoing strabismus surgery.
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Affiliation(s)
- Fang Tan
- Department of Anesthesiology, Anesthetist, Eye & ENT Hospital, Fudan University, China.
| | - Weisha Lu
- Department of Anesthesiology, Postanesthesia Care Unit, Eye & ENT Hospital, Fudan University, China
| | - Shuangshuang Li
- Department of Anesthesiology, Anesthetist, Eye & ENT Hospital, Fudan University, China
| | - Jing Chen
- Department of Anesthesiology, Postanesthesia Care Unit, Eye & ENT Hospital, Fudan University, China
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Mo Y, Zhang W, Tang X, Zhang R, Wang Y, Zheng L. Evaluation of Postoperative Discomfort After Strabismus Surgery Under General Anesthesia in Children: A Prospective Observational Study. J Pain Res 2024; 17:2717-2726. [PMID: 39188912 PMCID: PMC11346475 DOI: 10.2147/jpr.s468977] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Accepted: 08/13/2024] [Indexed: 08/28/2024] Open
Abstract
Purpose Strabismus surgery is most commonly performed on children under general anesthesia. However, few studies have focused on the postoperative discomfort in children after strabismus surgery. This study aimed to evaluate postoperative discomfort and the associated risk factors in children who underwent strabismus surgery under general anesthesia. Patients and Methods A single-center prospective observational study including 300 children who underwent strabismus surgery after general anesthesia was conducted. Patients' characteristics, preoperative anxiety, surgical and anesthesia data, discomfort within 24 hours after postanesthesia care unit were recorded. The primary outcome was the incidence of postoperative discomfort. Results Approximately 51.33% of the children complained of at least one of the following types of postoperative discomfort: postoperative nausea and vomiting (PONV) (23.00%), headache (4.33%), dizziness (20.33%) and emergence agitation (EA) (5.33%). Multivariate analysis indicated that history of motion sickness (P<0.001, odds ratio [OR]=3.72), and surgery in the dominant eye (P=0.010, OR=2.00) were independent predictors of postoperative discomfort; age was an independent predictor of EA (P<0.001, OR=0.36); prism diopter≥40 was an independent predictor of headache (P=0.005, OR=5.53); age (P=0.020, OR=1.12) and history of motion sickness (P=0.001, OR=2.80) were independent predictors of dizziness; history of motion sickness (P=0.001, OR=2.63) and surgery of inferior oblique anterior transposition (IOAT) (P=0.004, OR=3.10) were independent predictors of PONV. Conclusion The most frequent postoperative symptoms in children after undergoing strabismus surgery under general anesthesia are PONV, dizziness, EA, and headache. Younger age, larger angle of strabismus, history of motion sickness, surgery on the dominant eye, and surgery of IOAT may be additional risk factors for postoperative discomfort.
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Affiliation(s)
- Yawen Mo
- Department of Strabismus and Amblyopia, State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, People’s Republic of China
| | - Wenjuan Zhang
- Department of Strabismus and Amblyopia, State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, People’s Republic of China
| | - Xiangcheng Tang
- Department of Strabismus and Amblyopia, State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, People’s Republic of China
| | - Rui Zhang
- Department of Anesthesia, State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, People’s Republic of China
| | - Yinghuan Wang
- Department of Strabismus and Amblyopia, State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, People’s Republic of China
| | - Lingling Zheng
- Department of Nursing Administration, State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, People’s Republic of China
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Li MY, Fei YD, Zhang XX, Chen TW, Li J, Sun XL, Wang ZY. Application of propofol-remifentanil intravenous general anesthesia combined with regional block in pediatric ophthalmic surgery. BMC Anesthesiol 2024; 24:147. [PMID: 38632505 PMCID: PMC11022467 DOI: 10.1186/s12871-024-02531-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Accepted: 04/08/2024] [Indexed: 04/19/2024] Open
Abstract
OBJECTIVE The aim of this study is to observe the anesthetic effect and safety of intravenous anesthesia without muscle relaxant with propofol-remifentanil combined with regional block under laryngeal mask airway in pediatric ophthalmologic surgery. METHODS A total of 90 undergoing ophthalmic surgery were anesthetized with general anesthesia using the laryngeal mask airway without muscle relaxant. They were randomly divided into two groups: 45 children who received propofol-remifentanil intravenous anesthesia combined with regional block (LG group), and 45 children who received total intravenous anesthesia (G group). The peri-operative circulatory indicators, awakening time after general anesthesia, postoperative analgesic effect and the incidence of anesthesia-related adverse events were respectively compared between the two groups. RESULTS All the children successfully underwent the surgical procedure. The awakening time after general anesthesia and removal time of laryngeal mask were significantly shorter in the LG group than in the G group (P < 0.05). There was no statistically significant difference in the heart rates in the perioperative period between the two groups (P > 0.05). There was no statistically significant difference in the incidence of intraoperative physical response, respiratory depression, postoperative nausea and vomiting (PONV) and emergence agitation (EA) between the two groups (P > 0.05). The pain score at the postoperative hour 2 was lower in the LG group than in the G group (P < 0.05). CONCLUSION Propofol-remifentanil intravenous anesthesia combined with long-acting local anesthetic regional block anesthesia, combined with laryngeal mask ventilation technology without muscle relaxants, can be safely used in pediatric eye surgery to achieve rapid and smooth recovery from general anesthesia and better postoperative analgesia. This anesthesia scheme can improve the comfort and safety of children in perioperative period, and has a certain clinical popularization value.
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Affiliation(s)
- Ming-Ying Li
- Department of Anesthesiology, Beijing Chao-Yang Hospital, Capital Medical University, No. 5 Jingyuan Street, Beijing, 100043, China
| | - Yu-Da Fei
- Department of Anesthesiology, Eye Hospital China Academy of Chinese Medical Sciences, Beijing, 100040, China
| | - Xiao-Xia Zhang
- Department of Anesthesiology, Beijing Chao-Yang Hospital, Capital Medical University, No. 5 Jingyuan Street, Beijing, 100043, China.
| | - Tian-Wen Chen
- Department of Anesthesiology, Beijing Chao-Yang Hospital, Capital Medical University, No. 5 Jingyuan Street, Beijing, 100043, China
| | - Jie Li
- Department of Anesthesiology, Beijing Chao-Yang Hospital, Capital Medical University, No. 5 Jingyuan Street, Beijing, 100043, China
| | - Xiao-Li Sun
- Department of Anesthesiology, Beijing Chao-Yang Hospital, Capital Medical University, No. 5 Jingyuan Street, Beijing, 100043, China
| | - Zhen-Yuan Wang
- Department of Anesthesiology, Beijing Chao-Yang Hospital, Capital Medical University, No. 5 Jingyuan Street, Beijing, 100043, China
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Juan I, Lin M, Greenberg M, Robbins SL. Surgical and anesthetic influences of the oculocardiac reflex in adults and children during strabismus surgery. Surv Ophthalmol 2023; 68:977-984. [PMID: 37116545 DOI: 10.1016/j.survophthal.2023.04.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 04/23/2023] [Accepted: 04/24/2023] [Indexed: 04/30/2023]
Abstract
One of the most common untoward occurrences during strabismus surgery at all ages is the oculocardiac reflex. Although typically easily treated, the sudden bradycardia or cardiac arrest may add a few gray hairs to ophthalmologists and anesthesiologists alike as it can be potentially fatal. This updated review of the literature and novel detailed treatment algorithm may prevent patient morbidity and mortality through proper recognition of at-risk patients and rapid treatment through proper communication between surgical and anesthesia physicians/providers.
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Affiliation(s)
- Ilona Juan
- Department of Anesthesiology, University of California San Diego, La Jolla, CA, USA
| | - Mark Lin
- Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, CA, USA
| | - Mark Greenberg
- Department of Anesthesiology, University of California San Diego, La Jolla, CA, USA
| | - Shira L Robbins
- Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, CA, USA.
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Engelen N, Heindl LM, Oppitz F, Rokohl AC, Schumacher C, Leister N. [Pain therapy in children following ophthalmic surgery]. DIE OPHTHALMOLOGIE 2023; 120:711-716. [PMID: 37326853 DOI: 10.1007/s00347-023-01884-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 05/26/2023] [Indexed: 06/17/2023]
Abstract
Pain following eye surgery is often described as being relatively moderate; however, there are also procedures that lead to a pronounced pain experience. Particularly in pediatric patients, pain therapy is often insufficient due to a lack of knowledge and fear of complications. These individual and organizational deficits lead to unnecessary discomfort for children and parents. Each institution providing surgical treatment must have pain management concepts in its portfolio for the appropriate age groups. This includes a child-oriented setting, age-appropriate information, systematic pain assessment, and pain protocols. Pain management should be planned prior to surgery and individually adapted as it progresses. Children have a right to a perioperative course with low stress and pain.
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Affiliation(s)
- Natascha Engelen
- Praxis für Kinderanästhesie, Nürnberg, Deutschland
- Klinik für Anästhesiologie und Intensivmedizin, Klinik Hallerwiese-Cnopfsche Kinderklinik, Nürnberg, Deutschland
| | - Ludwig M Heindl
- Klinik für Augenheilkunde, Medizinische Fakultät und Uniklinik Köln, Universität Köln, Köln, Deutschland
| | - Francesca Oppitz
- Divisie Vitale Functies, Wilhelmina Kinderziekenhuis (WKZ), Universitair Medisch Centrum Utrecht, Utrecht, Niederlande
| | - Alexander C Rokohl
- Klinik für Augenheilkunde, Medizinische Fakultät und Uniklinik Köln, Universität Köln, Köln, Deutschland
| | - Christine Schumacher
- Klinik für Anästhesiologie und Operative Intensivmedizin, Medizinische Fakultät und Uniklinik Köln, Universität Köln, Kerpener Str. 62, 50937, Köln, Deutschland
| | - Nicolas Leister
- Klinik für Anästhesiologie und Operative Intensivmedizin, Medizinische Fakultät und Uniklinik Köln, Universität Köln, Kerpener Str. 62, 50937, Köln, Deutschland.
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Weijuan Z, Zonghuan L, Qian W, Xizhi D, Bin J, Min K. Sub-Tenon's bupivacaine injection is superior to placebo for pediatric strabismus surgery: A meta-analysis. Front Pediatr 2023; 11:1105186. [PMID: 36873651 PMCID: PMC9978797 DOI: 10.3389/fped.2023.1105186] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 01/17/2023] [Indexed: 02/18/2023] Open
Abstract
BACKGROUND The effect of post-operation sub-Tenon's bupivacaine injection for pediatric strabismus surgery is controversial. The objective of this meta-analysis is to compare the outcome of sub-Tenon injection of bupivacaine and placebo duringstrabismus surgery. METHODS We searched the databases (Pubmed, Cochrane library and EMBASE) and reference lists systematically. Randomized controlled trials (RCTs) comparing sub-Tenon's bupivacaine and placebo injection for pediatric strabismus surgery were included. The methodological quality was evaluated by the Cochrane risk of bias (ROB) tool. Outcome measurements were pain score, oculocardiac reflex (OCR), additional drug consumption and related complications. RevMan 5.4 was used for the statistical analysis and graph preparation. For the outcomes that are not suitable for statistical analysis, descriptive analysis was performed. RESULTS A total of 5 RCTs with 217 patients were finally identified and analyzed. Sub-Tenon's bupivacaine injection showed pain relief within 30 min after operation. But with the extension of time, the analgesic effect gradually disappeared at 1 h. It can reduce the incidence of OCR, vomiting and supplementary drug requirements. However, in terms of nausea, there is no difference between the two groups. CONCLUSION Sub-Tenon's bupivacaine injection can relieve short-term postoperative pain, reduce the incidence of OCR and vomiting, and reduce the use of supplementary drugs in strabismus surgery.
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Affiliation(s)
- Zeng Weijuan
- Department of Ophthalmology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Li Zonghuan
- Department of Orthopedics Trauma and Microsurgery, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Wang Qian
- Department of Ophthalmology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Deng Xizhi
- Department of Ophthalmology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Jiang Bin
- Department of Ophthalmology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Ke Min
- Department of Ophthalmology, Zhongnan Hospital of Wuhan University, Wuhan, China
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Abstract
BACKGROUND A typical oculocardiac reflex (OCR) is a moderate trigemino-vagal bradycardia elicited by tension on an extraocular muscle (EOM) during strabismus surgery; however, many other orbital stimuli can elicit cardiac slowing including retinopathy of prematurity examination. METHODS World literature related to trigeminovagal and oculocardiac reflex covering over 15,000 patients including 51 randomized clinical trials and case reports are analyzed and reviewed. Under an ongoing observational trial in Alaska, anesthetic, patient and surgical influences on routine strabismus surgery using prospective, uniform EOM tension are compared seeking sufficient sample size to characterize this individually widely variable cardiac response. RESULTS With adequate sample size, and emphasizing clinical studies controlling type of EOM, muscle tension amount and duration, anticholinergic and opioid medications, the following augment OCR; rapid-acting opioids and dexmedetomidine while OCR is reduced in older patients, the right eye, less EOM tension, deeper inhaled agents, hypocarbia, anticholinergic medications and orbital block. In re-operations, the former are relatively poor predictors of subsequent OCR. CONCLUSION Profound bradycardia can occur in almost 10% of strabismus surgery cases without anticholinergic preventive measures, but reliable prediction of OCR remains elusive. With foreknowledge and careful anesthetic monitoring of the patient before EOM manipulation, residual adverse sequelae from OCR are fortunately very rare. Despite well over a century of experience, the teleology for this occasionally dramatic cardiac response to eye surgery is still not known.
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Affiliation(s)
- Robert W Arnold
- The Alaska OCR Study, Alaska Blind Child Discovery, Alaska Children’s EYE & Strabismus, Anchorage, AK, 99508, USA
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Lewis H, James I. Update on anaesthesia for paediatric ophthalmic surgery. BJA Educ 2020; 21:32-38. [PMID: 33456972 DOI: 10.1016/j.bjae.2020.09.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/02/2020] [Indexed: 12/27/2022] Open
Affiliation(s)
- H Lewis
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - I James
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK.,Institute of Child Health, University College London, London, UK
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Sinha R, Patel N, Kumar KR. Local anaesthetic systemic toxicity in paediatric patient: Tips to prevent. Saudi J Anaesth 2020; 14:561-562. [PMID: 33447217 PMCID: PMC7796731 DOI: 10.4103/sja.sja_233_20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2020] [Accepted: 03/22/2020] [Indexed: 11/04/2022] Open
Affiliation(s)
- Renu Sinha
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Nishant Patel
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Kanil R. Kumar
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
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