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Singhal M, Gupta L, Hirani K. A Comprehensive Analysis and Review of Artificial Intelligence in Anaesthesia. Cureus 2023; 15:e45038. [PMID: 37829964 PMCID: PMC10566398 DOI: 10.7759/cureus.45038] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/11/2023] [Indexed: 10/14/2023] Open
Abstract
In the field of anaesthesia, artificial intelligence (AI) has become a game-changing technology. Applications of AI include keeping records, monitoring patients, calculating and administering drugs, and carrying out mechanical procedures. This article explores the current uses, challenges, and prospective applications of AI in anaesthesia practices. This review discusses AI-supported systems like anaesthesia information management systems (AIMS), mechanical robots for carrying out procedures, and pharmacological models for drug delivery. AIMS has helped in automated record-keeping, predicting bad events, and monitoring the vital signs of the patient. Their application has a vital role in improving the efficacy of anaesthesia management and patient safety. The application of AI in anaesthesia comes with its own unique difficulties. Noteworthy obstacles include issues with data quantity and quality, technical limitations, and moral and legal dilemmas. The key to overcoming these barriers is to set guidelines for the ethical use of AI in healthcare, improve the reliability and comprehension of AI systems, and certify the health data precision and security. AI has very bright potential. Exciting future directions include developments in AI and machine learning thus development of new applications, and the possible enhancement in training and education. Potential research areas include the application of AI to chronic disease management, pain management, and the reinforcement of anaesthesiologists' education. AI could be used to design authentic lifelike training simulations and individualized student feedback systems, hence transforming anaesthesia education and training methodology. For this review, we conducted a PubMed, Google Scholar, and Cochrane Database search in 2022-2023 and retrieved articles on AI and its uses in anaesthesia. Recommendations for future research and development include strengthening the safety and reliability of health data, building a better understanding of AI systems, and looking into new areas of use. The power of AI can be used to innovate anaesthesia practices by concentrating on these areas.
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Affiliation(s)
- Meghna Singhal
- Department of Anesthesiology and Critical Care, Maulana Azad Medical College, Delhi, IND
| | - Lalit Gupta
- Department of Anesthesiology and Critical Care, Maulana Azad Medical College, Delhi, IND
| | - Kshitiz Hirani
- Department of Anesthesiology and Critical Care, University College of Medical Sciences and Guru Teg Bahadur Hospital, Delhi, IND
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Overview of Artificial Intelligence in Medicine. Artif Intell Med 2022. [DOI: 10.1007/978-981-19-1223-8_2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Goudra B, Mason KP. Emerging Approaches in Intravenous Moderate and Deep Sedation. J Clin Med 2021; 10:jcm10081735. [PMID: 33923775 PMCID: PMC8073511 DOI: 10.3390/jcm10081735] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 03/24/2021] [Accepted: 04/02/2021] [Indexed: 11/16/2022] Open
Abstract
Successful pharmacological innovations that have made a difference in daily practice are rare in the world of anesthesia and sedation. After many years of research, it seems that we finally have two new drug innovations that are likely to change the paradigm of moderate and deep sedation. These are oliceridine and remimazolam. Both have been in development for over a decade. Oliceridine was synthesized in a lab as an entirely new molecule. It is a biased μ- receptor agonist that acts preferentially on the G-protein pathway (which is responsible for analgesia). At least in lower doses, it has minimal effect on the beta-arrestin pathway, which is responsible for unwanted effects of μ-opioid receptor activation such as respiratory depression and gastrointestinal dysfunction. Like any other μ- receptor agonist, it produces appropriate dose-dependent analgesia. Remimazolam is structurally similar to midazolam; however, it has an additional ester linkage that delivers the kinetics of remifentanil. As a result, while pharmacodynamically identical to midazolam, remimazolam is metabolized by ester hydrolysis and subsequently its elimination is rapid and predictable. The present review discusses the two drugs in detail with a particular emphasis on their potential role in moderate and deep sedation.
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Affiliation(s)
- Basavana Goudra
- Department of Anesthesiology and Critical Care Medicine, Hospital of the University of Pennsylvania, Philadelphia, PA 19104, USA
- Correspondence:
| | - Keira P. Mason
- Department of Anesthesiology, Children’s Hospital Boston, Harvard Medical School, Boston, MA 02115, USA;
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Medical, Political, and Economic Considerations for the Use of MAC for Endoscopic Sedation: Big Price, Little Justification? Dig Dis Sci 2020; 65:2466-2472. [PMID: 32671589 PMCID: PMC7363687 DOI: 10.1007/s10620-020-06464-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
The last few decades of gastrointestinal (GI) endoscopy have seen phenomenal growth. In many aspects, GI endoscopy has led the field of nonsurgical interventional medicine. In many aspects, this growth is facilitated by advancements in sedation-both drugs and techniques. Unfortunately, the topic of GI endoscopy sedation is also mired in many controversies, mainly emanating from the cost of anesthesia providers. While no one debates their role in the majority of advanced endoscopic procedures, the practice of universal propofol sedation in the USA, delivered by anesthesia providers, needs a closer look. In this review, medical, political, and economic considerations of this important topic are discussed in a very frank and honest way. While such ubiquitous propofol use has increased satisfaction of both patients and gastroenterologists, there is little justification. More importantly, going by the evidence, there is even less justification for the mandated anesthesia providers use for such delivery. Unfortunately, the FDA could not be convinced otherwise. The new drug fospropofol met the same fate. Approval of SEDASYS®, the first computer-assisted personalized sedation system, was a step in the right direction, nevertheless an insufficient step that failed to takeoff. As a result, in spite of years of research and efforts of many august societies, the logjam of balancing cost and justification of propofol sedation has continued. We hope that recent approval of remimazolam, a novel benzodiazepine, and potential approval of oliceridine, a novel short-acting opioid, might be able to contain the cost without compromising the quality of sedation.
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Affiliation(s)
- Yoav Mintz
- Department of General Surgery, Hadassah Hebrew-University Medical Center, Jerusalem, Israel
| | - Ronit Brodie
- Department of General Surgery, Hadassah Hebrew-University Medical Center, Jerusalem, Israel
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Abstract
PURPOSE OF REVIEW The number of procedures performed in the out-of-operating room setting under sedation has increased many fold in recent years. Sedation techniques aim to achieve rapid patient turnover through the use of short-acting drugs with minimal residual side-effects (mainly propofol and opioids). Even for common procedures, the practice of sedation delivery varies widely among providers. Computer-based sedation models have the potential to assist sedation providers and offer a more consistent and safer sedation experience for patients. RECENT FINDINGS Target-controlled infusions using propofol and other short-acting opioids for sedation have shown promising results in terms of increasing patient safety and allowing for more rapid wake-up times. Target-controlled infusion systems with real-time patient monitoring can titrate drug doses automatically to maintain optimal depth of sedation. The best recent example of this is the propofol-based Sedasys sedation system. Sedasys redefined individualized sedation by the addition of an automated clinical parameter that monitors depth of sedation. However, because of poor adoption and cost issues, it has been recently withdrawn by the manufacturer. SUMMARY Present automated drug delivery systems can assist in the provision of sedation for out-of-operating room procedures but cannot substitute for anesthesia providers. Use of the available technology has the potential to improve patient outcomes, decrease provider workload, and have a long-term economic impact on anesthesia care delivery outside of the operating room.
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Affiliation(s)
- Basavana Goudra
- From the *Department of Anesthesiology and Critical Care Medicine, Hospital of the University of Pennsylvania and †Perleman School of Medicine, Philadelphia, Pennsylvania; and ‡Department of Anesthesia, All India Institute of Medical Sciences, New Delhi, India
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Zhang K, Yuan Q, Zhu S, Xu D, An Z. Is Unsedated Colonoscopy Gaining Ground Over Sedated Colonoscopy? J Natl Med Assoc 2017; 110:143-148. [PMID: 29580447 DOI: 10.1016/j.jnma.2016.12.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2016] [Revised: 12/10/2016] [Accepted: 12/19/2016] [Indexed: 02/08/2023]
Abstract
Colorectal cancer (CRC) is a prevalent cancer with high global incidence and a leading cause of cancer death worldwide. CRC screening is important for early cancer detection and prevention. Most premalignant adenomas can be identified and removed before they become malignant. Colonoscopy plays a vital role in reducing the risk for developing CRC. Although screening programs with colonoscopy have been implemented in many countries and considered beneficial for a number of people, this technique is generally associated with anxiety, embarrassment, pain, and discomfort, resulting in lack of adherence to the recommended screening guidelines. In the US, colonoscopy is mostly performed under sedation, thereby causing amnesia and analgesia. In contrast to sedated colonoscopy, which has been associated with some disadvantages, unsedated colonoscopy exhibits advantages and has been preferred over sedated colonoscopy in numerous cancer centers worldwide. This review enumerates the features of sedated and unsedated colonoscopy with the use of the current relevant evidence-based literature. Unsedated colonoscopy can be a reasonable option for routine and unscheduled CRC screening.
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Affiliation(s)
- Kaixian Zhang
- Department of Oncology, Tengzhou Central People's Hospital, Tengzhou 277599, China
| | - Qianqian Yuan
- Department of Oncology, Tengzhou Central People's Hospital, Tengzhou 277599, China
| | - Shuguang Zhu
- Department of Gastroenterology, Tengzhou Central People's Hospital, Tengzhou 277599, China
| | - Daheng Xu
- Department of Gastroenterology, Tengzhou Central People's Hospital, Tengzhou 277599, China
| | - Zhe An
- Department of Cardiology, China-Japan Union Hospital of Jilin University, Changchun 130033, China.
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Goudra B, Singh PM. Airway Management During Upper GI Endoscopic Procedures: State of the Art Review. Dig Dis Sci 2017; 62:45-53. [PMID: 27838810 DOI: 10.1007/s10620-016-4375-z] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2016] [Accepted: 11/03/2016] [Indexed: 12/14/2022]
Abstract
With the growing popularity of propofol mediated deep sedation for upper gastrointestinal (GI) endoscopic procedures, challenges are being felt and appreciated. Research suggests that management of the airway is anything but routine in this setting. Although many studies and meta-analyses have demonstrated the safety of propofol sedation administered by registered nurses under the supervision of gastroenterologists (likely related to the lighter degrees of sedation than those provided by anesthesia providers and is under medicolegal controversy in the United States), there is no agreement on the optimum airway management for procedures such as endoscopic retrograde cholangiopancreatography. Failure to rescue an airway at an appropriate time has led to disastrous consequences. Inability to evaluate and appreciate the risk factors for aspiration can ruin the day for both the patient and the health care providers. This review apprises the reader of various aspects of airway management relevant to the practice of sedation during upper GI endoscopy. New devices and modification of existing devices are discussed in detail. Recognizing the fact that appropriate monitoring is important for timely recognition and management of potential airway disasters, these issues are explored thoroughly.
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Affiliation(s)
- Basavana Goudra
- Perelman School of Medicine, Hospital of the University of Pennsylvania, Philadelphia, PA, USA.
| | - Preet Mohinder Singh
- Department of Anesthesia, All India Institute of Medical Sciences, New Delhi, 110029, India
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Goudra B, Singh PM, Gouda G, Borle A, Carlin A, Yadwad A. Propofol and non-propofol based sedation for outpatient colonoscopy-prospective comparison of depth of sedation using an EEG based SEDLine monitor. J Clin Monit Comput 2015; 30:551-7. [PMID: 26364193 DOI: 10.1007/s10877-015-9769-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2015] [Accepted: 09/09/2015] [Indexed: 12/13/2022]
Abstract
Propofol is a popular anesthetic sedative employed in colonoscopy. It is known to increase the patient satisfaction and improve throughput. However, there are concerns among the clinicians with regard to the depth of sedation, as a deeper degree of sedation is known to increase the incidence of aspiration and other adverse events. So we planned to compare the depth of sedation between propofol and non-propofol based sedation in patients undergoing outpatient colonoscopy, as measured by an electroencephalogram (EEG) based monitor SEDLine monitor (SedlineInc., San Diego, CA). The non-randomized prospective observational study was performed in the outpatient gastroenterology suite of the Hospital of the University of Pennsylvania, Philadelphia. Patients included ASA class I-III aged more than 18 years scheduled for colonoscopy under Propofol or non-propofol based sedation. After an institutional review board approval, a written consent was obtained from prospective patients. Sedation (propofol or non-propofol based) was administered by either a certified nurse anesthetist under the supervision of an anesthesiologist (propofol) or a registered endoscopy nurse under the guidance of the endoscopist performing the procedure (non-propofol sedation). Depth of sedation was measured with an EEG based SEDLine monitor. The sedation providers were blinded to the patient state index-the indicator of depth of sedation. PSI (patient state index-SEDLine reading) was documented at colonoscope insertion, removal and at the return of verbal responsiveness after colonoscope withdrawal. Sedation spectrum was retrieved from the data stored on the SEDLine monitor. Patients sedated with propofol experience significantly deeper degrees of sedation at all times during the procedure. Additionally, during significant part of the procedure, they are at PSI levels associated with deep general anesthesia. The group that received propofol was more deeply sedated and had lower PSI values. Lighter propofol titration protocols may lead to improved patient care such as lowering risk of aspiration and hypotension. The role of processed EEG monitors such as the SEDLine monitor to improve sedation protocols remains to be determined. Trial registration We obtained an ethical clearance from the Institute. No trial registration was mandated, as no interventional drug or investigational device were used during the study.
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Affiliation(s)
- Basavana Goudra
- Department of Clinical Anesthesiology and Critical Care, Perelman School of Medicine, 680 Dulles Building, 3400 Spruce Street, Philadelphia, PA, 19104, USA.
| | - Preet Mohinder Singh
- Department of Anesthesiology and Critical Care Medicine, All India Institutes of Medical Sciences, Ansari Nagar East, New Delhi, 110029, India
| | - Gowri Gouda
- Pennoni Honors College, Drexel University, Philadelphia, PA, 19104, USA
| | - Anuradha Borle
- Department of Anesthesiology and Critical Care Medicine, All India Institutes of Medical Sciences, Ansari Nagar East, New Delhi, 110029, India
| | - Augustus Carlin
- Department of Clinical Anesthesiology and Critical Care, Perelman School of Medicine, 680 Dulles Building, 3400 Spruce Street, Philadelphia, PA, 19104, USA
| | - Avantika Yadwad
- Department of Clinical Anesthesiology and Critical Care, Perelman School of Medicine, 680 Dulles Building, 3400 Spruce Street, Philadelphia, PA, 19104, USA
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Safety of Non-anesthesia Provider-Administered Propofol (NAAP) Sedation in Advanced Gastrointestinal Endoscopic Procedures: Comparative Meta-Analysis of Pooled Results. Dig Dis Sci 2015; 60:2612-27. [PMID: 25732719 DOI: 10.1007/s10620-015-3608-x] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2015] [Accepted: 02/21/2015] [Indexed: 12/14/2022]
Abstract
BACKGROUND AND AIMS The aim of the study was to evaluate the safety of non-anesthesia provider (NAAP)-administered propofol sedation for advanced endoscopic procedures with those of anesthesia provider (AAP). METHODS PubMed, EMBASE, Cochrane Central Register of Controlled Trials, Scopus, and Web of Science databases were searched for prospective observational trials involving advanced endoscopic procedures. From a total of 519 publications, 26 were identified to meet inclusion criteria (10 AAPs and 16 NAAPs) and were analyzed. Data were analyzed for hypoxia rate, airway intervention rates, endoscopist, and patient satisfaction scores and total propofol administered. RESULTS Total number of procedures in NAAP and AAP groups was 3018 and 2374, respectively. Pooled hypoxia (oxygen saturation less than 90 %) rates were 0.133 (95 % CI 0.117-0.152) and 0.143 (95 % CI 0.128-0.159) in NAAP and AAP, respectively. Similarly, pooled airway intervention rates were 0.035 (95 % CI 0.026-0.047) and 0.133 (95 % CI 0.118-0.150), respectively. Pooled patient satisfaction rate, pooled endoscopist satisfaction rate, and mean propofol administered dose for NAAP were 7.22 (95 % CI 7.17-7.27), 6.03 (95 % CI 5.94-6.11), and 251.44 mg (95 % CI 244.39-258.49) in that order compared with 9.82 (95 % CI 9.76-9.88), 9.06 (95 % CI 8.91-9.21), and 340.32 mg (95 % CI 327.30-353.33) for AAP. CONCLUSIONS The safety of NAAP sedation compared favorably with AAP sedation in patients undergoing advanced endoscopic procedures. However, it came at the cost of decreased patient and endoscopist satisfaction.
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Chan MTV, Wu WKK, Tang RSY. Optimizing depth of sedation for colonoscopy. Can J Anaesth 2015; 62:1143-8. [PMID: 26307188 DOI: 10.1007/s12630-015-0462-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Accepted: 08/13/2015] [Indexed: 12/22/2022] Open
Affiliation(s)
- Matthew T V Chan
- Department of Anaesthesia and Intensive Care, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China.
| | - William K K Wu
- Department of Anaesthesia and Intensive Care, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China
- State Key Laboratory of Digestive Disease, Department of Medicine & Therapeutics and LKS Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Raymond S Y Tang
- State Key Laboratory of Digestive Disease, Department of Medicine & Therapeutics and LKS Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China
- Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China
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Goudra BG, Chandramouli M, Singh PM, Sandur V. Goudra ventilating bite block to reduce hypoxemia during endoscopic retrograde cholangiopancreatography. Saudi J Anaesth 2014; 8:299-301. [PMID: 24843353 PMCID: PMC4024697 DOI: 10.4103/1658-354x.130756] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
We describe the airway management of a patient presenting for ERCP with a bite block that allows positive pressure ventilation.
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Affiliation(s)
- Basavana Gouda Goudra
- Department of Clinical Anesthesiology and Critical Care, Perelman School of Medicine, 680 Dulles Building, Philadelphia, PA 19104, USA
| | - Ms Chandramouli
- Department of Gastroenterology, Fortis Hospital, Nagarabhavi, Karnataka, India
| | - Preet Mohinder Singh
- Department of Anesthesiology and Critical Care Medicine, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Veerendra Sandur
- Department of Gastroenterology, Banneraghatta, Bengaluru, Karnataka, India
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