1.A computed tomography image segmentation algorithm for improving the diagnostic accuracy of rectal cancer based on U-net and residual block.
Hao WANG ; Bangning JI ; Gang HE ; Wenxin YU
Journal of Biomedical Engineering 2022;39(1):166-174
As an important basis for lesion determination and diagnosis, medical image segmentation has become one of the most important and hot research fields in the biomedical field, among which medical image segmentation algorithms based on full convolutional neural network and U-Net neural network have attracted more and more attention by researchers. At present, there are few reports on the application of medical image segmentation algorithms in the diagnosis of rectal cancer, and the accuracy of the segmentation results of rectal cancer is not high. In this paper, a convolutional network model of encoding and decoding combined with image clipping and pre-processing is proposed. On the basis of U-Net, this model replaced the traditional convolution block with the residual block, which effectively avoided the problem of gradient disappearance. In addition, the image enlargement method is also used to improve the generalization ability of the model. The test results on the data set provided by the "Teddy Cup" Data Mining Challenge showed that the residual block-based improved U-Net model proposed in this paper, combined with image clipping and preprocessing, could greatly improve the segmentation accuracy of rectal cancer, and the Dice coefficient obtained reached 0.97 on the verification set.
Algorithms
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Delayed Emergence from Anesthesia
;
Humans
;
Image Processing, Computer-Assisted
;
Rectal Neoplasms/diagnostic imaging*
;
Tomography, X-Ray Computed
2.Feasibility of Perioperative Diaphragmatic Ultrasound in Assessment of Residual Neuromuscular Blockade.
Acta Academiae Medicinae Sinicae 2021;43(2):205-210
Objective To evaluate the relationship between diaphragmatic ultrasound and postoperative residual neuromuscular blockade(PRNB). Methods The patients undergoing non-thoracic and abdominal surgery under general anesthesia from August to October in 2019 were randomly enrolled from Peking Union Medical College Hospital.Diaphragmatic ultrasound was acquired pre-operation and post extubation.A 4-15 MHz probe was used to measure diaphragmatic thickness at the intersection point of 8-9 intercostal space with right anterior axillary line at the end of inspiration and expiration during quiet breathing and deep breathing(DB),and the diaphragmatic thickness fraction(DTF)was calculated.A 1-5 MHz probe was used to measure diaphragmatic excursion(DE)at the intersection point of right costal margin with midaxillary line during quiet breathing and DB.Train of four ratio(TOFr)was recorded for neuromuscular monitoring.TOFr,observer assessment of alertness and sedation score at extubation,Aldrete score at postanesthesia care unit,and postoperative pulmonary complication were recorded. Results The PRNB rate was 54.7%.The DTF-DB [31.3(21.1,45.0)vs.38.5(26.6,53.9),P=0.045] and DE-DB(2.9±1.4 vs.4.1±1.0,P<0.001)in PRNB group was lower than those in the group without PRNB.DTF-DB(r=0.351,P=0.002)and DE-DB(r=0.580,P<0.001)were correlated with TOFr. Conclusion Perioperative diaphragmatic ultrasound may be helpful for the diagnosis of PRNB.
Delayed Emergence from Anesthesia
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Diaphragm/diagnostic imaging*
;
Feasibility Studies
;
Humans
;
Prospective Studies
;
Ultrasonography
3.Comparison of sugammadex and pyridostigmine bromide for reversal of rocuronium-induced neuromuscular blockade in short-term pediatric surgery: a prospective randomized study
Jihyun AN ; Eunju KIM ; Jihyang LEE ; Hyun KIM ; Jongcheol SON ; Joonyoung HUH ; Kyeongyoon WOO
Anesthesia and Pain Medicine 2019;14(3):288-293
BACKGROUND: Sugammadex reverses rocuronium-induced neuromuscular blockade quickly and effectively. Herein, we compared the efficacy of sugammadex and pyridostigmine in the reversal of rocuronium-induced light block or minimal block in pediatric patients scheduled for elective entropion surgery. METHODS: A prospective randomized study was conducted in 60 pediatric patients aged 2–11 years who were scheduled for entropion surgery under sevoflurane anesthesia. Neuromuscular blockade was achieved by administration of 0.6 mg/kg rocuronium and assessed using the train-of-four (TOF) technique. Patients were randomly assigned to 2 groups receiving either sugammadex 2 mg/kg or pyridostigmine 0.2 mg/kg and glycopyrrolate 0.01 mg/kg at the end of surgery. Primary outcomes were time from administration of reversal agents to TOF ratio 0.9 and TOF ratio 1.0. Time from the administration of reversal agents to extubation and postoperative adverse events were also recorded. RESULTS: There were no significant differences in the demographic variables. Time from the administration of reversal agents to TOF ratio 0.9 and TOF ratio 1.0 were significantly shorter in the sugammadex group than in the pyridostigmine plus glycopyrrolate group: 1.30 ± 0.84 vs. 3.53 ± 2.73 min (P < 0.001) and 2.75 ± 1.00 vs. 5.73 ± 2.83 min (P < 0.001), respectively. Extubation time was shorter in the sugammadex group. Adverse events, such as skin rash, nausea, vomiting, and postoperative residual neuromuscular blockade (airway obstruction), were not statistically different between the two groups. CONCLUSIONS: Sugammadex provided more rapid reversal of rocuronium-induced neuromuscular blockade in pediatric patients undergoing surgery than did pyridostigmine plus glycopyrrolate.
Anesthesia
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Delayed Emergence from Anesthesia
;
Entropion
;
Exanthema
;
Glycopyrrolate
;
Humans
;
Nausea
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Neuromuscular Blockade
;
Neuromuscular Monitoring
;
Pediatrics
;
Prospective Studies
;
Pyridostigmine Bromide
;
Vomiting
4.Current use of neuromuscular blocking agents and antagonists in Korea: a 2018 survey
Jin Sun KIM ; Jung Woo HAN ; Jae Ho LEE ; Jae Moon CHOI ; Ha Jung KIM ; Tae Yun SUNG ; Yong Beom KIM ; Yong Seop SHIN ; Hong Seuk YANG
Anesthesia and Pain Medicine 2019;14(4):441-448
BACKGROUND: Neuromuscular blocking agents (NMBAs) and neuromuscular monitoring in anesthetic management are integral for endotracheal intubation, better visualization of the surgical field, and prevention of residual neuromuscular blockade and pulmonary complications. Sugammadex is a drug that reduces risk of residual neuromuscular blockade, with more rapid recovery compared to anticholinesterase. The purpose of this study was to investigate current usage status of NMBAs and antagonist with neuromuscular monitoring, among anesthesiologists in Korea.METHODS: Anesthesiologists working in Korea were invited to participate in an online survey via email January 2–February 28, 2018. The questionnaire consisted of 45 items, including preferred NMBAs, antagonists, neuromuscular monitoring, and complications related to the use sugammadex. A total of 174 responses were analyzed.RESULTS: Rocuronium was a commonly used NMBA for endotracheal intubation (98%) of hospitals, and maintenance of anesthesia (83.3%) in of hospitals. Sugammadex, pyridostigmine, and neostigmine were used in 89.1%, 87.9%, and 45.4% of hospitals. Neuromuscular monitoring was employed in 79.3% of hospitals; however only 39.7% of hospitals used neuromuscular monitoring before antagonist administration. Usual dosage range of sugammadex was 2.1–4 mg/kg in 35.1% of hospitals, within 2 mg/kg in 34.5% of hospitals, and 1 vial regardless of body weight in 22.4% of hospitals. Sugammadex-related complications were encountered by 14.9% of respondents.CONCLUSIONS: This survey indicates several minor problems associated with the use of antagonists and neuromuscular monitoring. However, most anesthesiologists appear to have appropriate information regarding the usage of NMBAs and sugammadex.
Anesthesia
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Body Weight
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Delayed Emergence from Anesthesia
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Electronic Mail
;
Intubation, Intratracheal
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Korea
;
Neostigmine
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Neuromuscular Blockade
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Neuromuscular Blocking Agents
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Neuromuscular Monitoring
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Pyridostigmine Bromide
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Surveys and Questionnaires
5.Initial experience with the unrestricted introduction of sugammadex at a large academic medical center: a retrospective observational study examining postoperative mechanical ventilation and efficiency outcomes.
Vikas N O'REILLY-SHAH ; Grant C LYNDE ; Matthew L MITCHELL ; Carla L MAFFEO ; Craig S JABALEY ; Francis A WOLF
Korean Journal of Anesthesiology 2018;71(5):374-385
BACKGROUND: Sugammadex rapidly reverses deep neuromuscular blockade, but owing to cost, questions remain about its optimal utilization. After the unrestricted introduction of sugammadex at Emory University Hospital, we hypothesized that reductions would be demonstrated in the primary outcome of post-anesthesia care unit (PACU) mechanical ventilation (MV) and secondary outcomes of PACU length of stay (LOS) and emergence time (surgery end to anesthesia end time in the PACU). METHODS: This retrospective observational study included patients undergoing general anesthesia over a 12-month period. Using multiple variable penalized logistic regression in a one-group before-and-after design, we compared the categorized rates of PACU MV to examine the effect of sugammadex introduction following a post-hoc chart review to ascertain the reason for postoperative MV. Additionally, multiple variable linear regression was used to assess for differences in PACU LOS and emergence time within a propensity-matched set of patients receiving neostigmine or sugammadex. RESULTS: In total, 7,217 surgical cases met the inclusion criteria: 3,798 before and 3,419 after sugammadex introduction. The incidence of PACU MV was 2.3% before and 1.8% after (P = 0.118) sugammadex introduction. PACU MV due to residual neuromuscular blockade (rNMB) decreased from 0.63% to 0.20% (P = 0.005). Ventilation because of other causes was unchanged. PACU LOS and emergence time were unchanged in the propensity-matched set of 1,444 patients. CONCLUSIONS: rNMB was an important contributor to PACU MV utilization and its incidence significantly decreased after sugammadex introduction. The selected efficiency measures may not have been sufficiently granular to identify improvements following introduction.
Academic Medical Centers*
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Anesthesia
;
Anesthesia, General
;
Delayed Emergence from Anesthesia
;
Humans
;
Incidence
;
Length of Stay
;
Linear Models
;
Logistic Models
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Neostigmine
;
Neuromuscular Blockade
;
Observational Study*
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Respiration, Artificial*
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Retrospective Studies*
;
Ventilation
6.What anesthesiologists ask to know and should know about the neuromuscular monitoring: an updated review.
Anesthesia and Pain Medicine 2017;12(1):1-8
The increase in mortality and morbidity associated with the use of muscle relaxants, is associated with a lack of clinical pharmacological knowledge of the drugs, and a lack of understanding the risk of postoperative residual curarization. This is due to the absence of standards for neuromuscular monitoring. Clinicians experienced in neuromuscular monitoring and using muscle relaxants in the clinic may have some queries regarding the monitoring: Why should neuromuscular monitoring be done? Are clinical tests really not effective? Why is it not good when I actually perform neuromuscular monitoring? Would using sugammadex not require neuromuscular monitoring? This review answers most of the questions that many clinicians have, and also forwards the knowledge required of clinicians.
Delayed Emergence from Anesthesia
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Mortality
;
Muscle Relaxation
;
Neuromuscular Monitoring*
7.Dyspnea due to Residual Neuromuscular Blockade in Elderly Patient with Unrecognized Pre-existing Unilateral Vocal Cord Paralysis.
Chae Hwang LIM ; Youn Jin KIM ; Jong Hak KIM ; Ji Sun JEONG
The Ewha Medical Journal 2017;40(4):159-163
Muscle relaxation using neuromuscular blocking agent is an essential process for endotracheal intubation and surgery, and requires adequate recovery of muscle function after surgery. Residual neuromuscular blockade is defined as an insufficient neuromuscular recovery that can be prevented by confirming train-of-four ratio >0.9 using objective neuromuscular monitoring. Sugammadex, a novel selective relaxant-binding agent, produces rapid and effective reversal of rocuronium-induced neuromuscular blockade. We report a case of the residual neuromuscular blockade accompanying dyspnea and stridor after general anesthesia in an unrecognized pre-existing symptomless unilateral vocal cord paralysis patient, who had experienced the disappearance of dyspnea and stridor after administration of sugammadex.
Aged*
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Anesthesia, General
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Delayed Emergence from Anesthesia*
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Dyspnea*
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Humans
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Intubation, Intratracheal
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Muscle Relaxation
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Neuromuscular Blockade
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Neuromuscular Monitoring
;
Respiratory Sounds
;
Vocal Cord Paralysis*
8.Postoperative negative pressure pulmonary edema following repetitive laryngospasm even after reversal of neuromuscular blockade by sugammadex: a case report.
Ji Hyeon LEE ; Jae Ho LEE ; Min Hyun LEE ; Hyun Oh CHO ; Soon Eun PARK
Korean Journal of Anesthesiology 2017;70(1):95-99
Laryngospasm, an occlusion of the glottis, can occur at any time during anesthesia, and is associated with serious perioperative complications such as hypoxia, hypercabia, aspiration, bronchospasm, arrhythmia, prolonged recovery, cardiac collapse, and eventually catastrophic death. Importantly, postoperative negative pressure pulmonary edema (NPPE) is a rare, but well described life-threatening complication related to acute and chronic upper airway obstruction. Sugammadex well known for affirmatively reducing the postoperative pulmonary complications associated with residual neuromuscular blockade may have an indirect role in triggering the negative intrathoracic pressure by raising a rapid and efficacious respiratory muscle strength in acute upper airway obstruction. Herein, we report a case of postoperative NPPE following repetitive laryngospasm even after reversal of rocuronium-induced neuromuscular blockade using sugammadex.
Airway Obstruction
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Anesthesia
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Anoxia
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Arrhythmias, Cardiac
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Bronchial Spasm
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Delayed Emergence from Anesthesia
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Glottis
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Laryngismus*
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Neuromuscular Blockade*
;
Pulmonary Edema*
;
Respiratory Muscles
9.Acupuncture accelerates recovery after general anesthesia: a prospective randomized controlled trial.
Marco GEMMA ; Elisa NICELLI ; Luigi GIOIA ; Elena MOIZO ; Luigi BERETTA ; Maria Rosa CALVI
Journal of Integrative Medicine 2015;13(2):99-104
BACKGROUNDAcupuncture anesthesia was created in the 1950's in China and continues to be used there today during most major surgeries. It is widely used in China for such complex operations as brain, heart, and abdominal surgery. It is popular in China because it is economical, practical, and beneficial to the patients. With acupuncture anesthesia there is less bleeding during surgery and there is also quicker post-operative recovery.
OBJECTIVEThis randomized prospective study aims at comparing the effect of two acupoints (Yongquan, KI1 and Renzhong, DU26) with sham acupuncture and no acupuncture on the time to recovery of consciousness after general anesthesia by means of the Bispectral Index monitor (BIS).
DESIGN, SETTING, PARTICIPANTS AND INTERVENTIONSThis is a prospective randomized controlled study. We randomly assigned 50 patients to 5 groups during recovery from surgical anesthesia. Four groups had acupuncture on KI1 (group A), DU26 (groups B), both KI1 and DU26 (group C), and sham points (group D), and one had no acupuncture (group E).
MAIN OUTCOME MEASURESBispectral Index (BIS), time to spontaneous eye opening, time to tracheal extubation, and time to following commands were measured as the main outcome measures.
RESULTSTime to spontaneous eye opening differed among groups (P=0.002), as well as time to tracheal extubation (P<0.000 1) and time to following commands (P=0.000 6). BIS values differed significantly among groups both 5 and 10 min after the end of anesthesia (P<0.000 1 and P=0.000 4, respectively). BIS values of groups D and E were lower than those of the other groups and those of group C were higher. The same pattern was observed also 15 and 30 min after the end of anesthesia, although the difference among groups was not significant at these time points (P=0.164 and P=0.104, respectively).
CONCLUSIONAcupuncture on DU26 and KI1 accelerates recovery of consciousness after general anesthesia. Moreover, a possible synergistic effect of DU26 and KI1 is suggested. This issue may play a role in the optimization of operating room management and raise interest about the usefulness of acupuncture on unconsciousness states of different nature.
Acupuncture Therapy ; methods ; Adult ; Aged ; Anesthesia Recovery Period ; Anesthesia, General ; methods ; Consciousness ; Delayed Emergence from Anesthesia ; prevention & control ; Female ; Humans ; Male ; Middle Aged ; Monitoring, Physiologic ; methods ; Surgical Procedures, Operative ; adverse effects ; methods ; Treatment Outcome
10.Severe neurologic manifestations in acute intermittent porphyria developed after spine surgery under general anesthesia: a case report.
Eun Young PARK ; Yi Seul KIM ; Kyung Jee LIM ; Hye Kyoung LEE ; Soo Kyung LEE ; Hyun CHOI ; Mae Hwa KANG
Korean Journal of Anesthesiology 2014;67(3):217-220
Porphyrias are inherited metabolic disorders resulting from a specific enzyme defect in the heme biosynthetic pathway. Porphyrias are induced by various precipitants. Clinical features include abdominal pain, neurologic manifestations, autonomic neuropathy, and mental disturbance. Diagnosis may be delayed because of variable symptoms that mimic other diseases and because of the rarity of of porphyrias. Although most patients with known porphyria can complete anesthesia and surgery safely, undiagnosed porphyric patients are in danger of porphyric crisis due to inadvertent exposure to precipitating drugs and environment. We report a case of a patient who experienced delayed emergence with neurological disturbance after general anesthesia, ultimately diagnosed as acute intermittent porphyria.
Abdominal Pain
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Anesthesia
;
Anesthesia, General*
;
Biosynthetic Pathways
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Delayed Emergence from Anesthesia
;
Diagnosis
;
Guillain-Barre Syndrome
;
Heme
;
Humans
;
Neurologic Manifestations*
;
Porphyria, Acute Intermittent*
;
Porphyrias
;
Spine*
;
Wernicke Encephalopathy

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