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Zhou Z, Tong C, Li Y, Aili A, Maimaitiming M, Hong T, Maimaiti M, Tusuntuoheti Y, Abudureyimu K, Yan L. SHapley Additive exPlanations (SHAP)-based, multivariate machine-learning techniques with external validation: Construction of a preoperative interpretable predictive model for intestinal resection of incarcerated inguinal hernia. Surgery 2025; 184:109406. [PMID: 40367731 DOI: 10.1016/j.surg.2025.109406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2025] [Revised: 03/12/2025] [Accepted: 04/06/2025] [Indexed: 05/16/2025]
Abstract
BACKGROUND Currently, there are a lack of effective tools for preoperative risk assessment of intestinal resection in patients with inguinal incarcerated hernia. The purpose of this study is to investigate the variable characteristics associated with intestinal resection and develop an interpretable preoperative prediction model, aiming to assist clinicians in preoperative risk for intestinal resection in patients with inguinal incarcerated hernia. METHODS The data from 2 medical institutions were retrospectively collected, and they were grouped according to whether intestinal resection was performed intraoperatively and the pathologic results. Lasso and multifactor logistic regression screened variables, and 10 machine-learning algorithms built and validated the model, with evaluation using the confusion matrix and SHapley Additive exPlanations value. RESULTS Lasso regression and multifactorial logistic regression analyses showed that peritonitis, intestinal obstruction, neutrophil count, C-reactive protein, and preoperative total protein were the key characteristic variables. The area under curve of models constructed by 10 algorithms in the external validation set were all above 0.8, and the k-nearest neighbor algorithm had the most comprehensive model performance. The constructed model exhibits good predictive performance on the external validation set. CONCLUSION Accurate preoperative prediction of intraoperative intestinal ischemia in patients with incarcerated inguinal hernia is crucial. This study identified peritonitis, intestinal obstruction, neutrophil count, C-reactive protein, and preoperative total protein as characteristic variables for predicting intraoperative intestinal ischemia in these patients. The constructed prediction model can assist clinicians in more accurately assessing intestinal viability during surgery, offering valuable insights for evaluating intestinal resection risk.
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Affiliation(s)
- Zheqi Zhou
- Department of Minimally Invasive Surgery, Hernias and Abdominal Wall Surgery, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China
| | - Cong Tong
- Department of Gynecology, Shaanxi Provincial People's Hospital, Xi'an, China
| | - Yiliang Li
- Department of Minimally Invasive Surgery, Hernias and Abdominal Wall Surgery, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China
| | - Aikebaier Aili
- Department of Minimally Invasive Surgery, Hernias and Abdominal Wall Surgery, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China; Xinjiang Clinical Research Center for Gastroesophageal Refux Disease and Bariatric Metabolic Surgery, Urumqi, China; Research Institute of General and Minimally Invasive Surgery, Urumqi, China
| | - Maimaitiaili Maimaitiming
- Department of Minimally Invasive Surgery, Hernias and Abdominal Wall Surgery, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China; Xinjiang Clinical Research Center for Gastroesophageal Refux Disease and Bariatric Metabolic Surgery, Urumqi, China; Research Institute of General and Minimally Invasive Surgery, Urumqi, China
| | - Tao Hong
- Department of Minimally Invasive Surgery, Hernias and Abdominal Wall Surgery, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China
| | - Mirezati Maimaiti
- Department of Minimally Invasive Surgery, Hernias and Abdominal Wall Surgery, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China
| | - Yusujiang Tusuntuoheti
- Department of Minimally Invasive Surgery, Hernias and Abdominal Wall Surgery, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China
| | - Kelimu Abudureyimu
- Department of Minimally Invasive Surgery, Hernias and Abdominal Wall Surgery, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China; Xinjiang Clinical Research Center for Gastroesophageal Refux Disease and Bariatric Metabolic Surgery, Urumqi, China; Research Institute of General and Minimally Invasive Surgery, Urumqi, China.
| | - Likun Yan
- Department of Gynecology, Shaanxi Provincial People's Hospital, Xi'an, China
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Curran IL, Cowles RA. Preoperative evaluation of biliary atresia. Semin Pediatr Surg 2024; 33:151475. [PMID: 39892001 DOI: 10.1016/j.sempedsurg.2025.151475] [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: 10/02/2024] [Accepted: 01/07/2025] [Indexed: 02/03/2025]
Abstract
Biliary atresia can be a challenging diagnosis to make as there is no single definitive diagnostic laboratory or imaging study available and no single agreed upon diagnostic algorithm. The purpose of this article is to review the complex puzzle of clinical, laboratory, and imaging studies that aid in the evaluation of infants suspected of having biliary atresia. We have reviewed historical and current manuscripts and society guidelines, added our own experience in evaluating infants for biliary atresia, and then summarized the findings to provide a concise review of what we feel is the modern approach to diagnosis of biliary atresia.
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Affiliation(s)
- Isabelle Lane Curran
- Division of Pediatric Surgery, Department of Surgery, Yale School of Medicine, New Haven, CT 06520, USA
| | - Robert A Cowles
- Division of Pediatric Surgery, Department of Surgery, Yale School of Medicine, New Haven, CT 06520, USA.
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Can Aydın AB, Aydin AB, Dönmez Mİ, Ziylan HO, Oktar T, Ercan O, Yavuz M. Impact of the Age at Distal Hypospadias Surgery on Behavioral Problems, Somatic Symptoms and Irritability Levels in Children. J Pediatr Surg 2024; 59:1163-1169. [PMID: 37993396 DOI: 10.1016/j.jpedsurg.2023.10.063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 10/21/2023] [Accepted: 10/26/2023] [Indexed: 11/24/2023]
Abstract
BACKGROUND To assess the effect of age at hypospadias surgery on emotional and behavioural problems, somatic symptoms, irritability, and penile perception. METHODS We retrospectively identified the patients who underwent single distal hypospadias surgery and age-matched healthy controls were included. There were two further subgroups according to the age at the time of hypospadias repair (<2 vs. >2 years). The Strengths and Difficulties Questionnaire (SDQ), Revised Children's Anxiety and Depression Scale (RCADS), Affective Reactivity Index (ARI), Level 2 Somatic Symptom Scale, and Penile Perception Score (PPS) scale were used. The groups were compared using multivariate variance analysis (MANOVA). RESULTS Both groups consisted of 70 patients (mean age 14.0 ± 0.2 years, for both), while there were 34 patients in the hypospadias groups who underwent surgery at <2 years of age. Depressive, panic, separation anxiety, social phobia, and somatic complaint symptom scores of the hypospadias group were lower than those of the control group. Obsessive-compulsive symptom levels were significantly higher in patients who underwent hypospadias surgery at >2 vs. <2 years of age. Additionally, PPSs rated by the surgeon were significantly higher in the former. A multivariate linear regression model indicated that panic disorder symptom scores predicted child PPS in the hypospadias group. Limitations include retrospective design. CONCLUSIONS Single hypospadias surgery seems not to have a negative impact on emotional and behavioural status. Children who underwent distal hypospadias surgery after 2 years of age had higher levels of obsessive-compulsive symptoms. Following emotional status may help the early diagnosis of future psychopathologies. TYPE OF STUDY Retrospective comparative study. LEVEL OF EVIDENCE III.
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Affiliation(s)
- Aslı Begüm Can Aydın
- Şişli Hamidiye Etfal Training and Research Hospital, Department of Child and Adolescent Mental Health, Istanbul, Turkey; Istanbul University-Cerrahpaşa, Cerrahpaşa Faculty of Medicine, Department of Child and Adolescent Mental Health, Istanbul, Turkey
| | - Ahmet Baris Aydin
- Istanbul University, Istanbul Faculty of Medicine, Department of Urology, Istanbul, Turkey
| | - M İrfan Dönmez
- Istanbul University, Istanbul Faculty of Medicine, Department of Urology, Paediatric Urology Division, Istanbul, Turkey.
| | - H Orhan Ziylan
- Istanbul University, Istanbul Faculty of Medicine, Department of Urology, Paediatric Urology Division, Istanbul, Turkey
| | - Tayfun Oktar
- Istanbul University, Istanbul Faculty of Medicine, Department of Urology, Paediatric Urology Division, Istanbul, Turkey
| | - Oya Ercan
- Istanbul University-Cerrahpaşa, Cerrahpaşa Faculty of Medicine, Department of Paediatrics, Istanbul, Turkey
| | - Mesut Yavuz
- Istanbul University-Cerrahpaşa, Cerrahpaşa Faculty of Medicine, Department of Child and Adolescent Mental Health, Istanbul, Turkey
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Contemporary Assessment of Long-Term Survival Rates in Patients With Stage I Nonseminoma Germ-Cell Tumor of the Testis: Population-Based Comparison Between Surveillance and Active Treatment After Initial Orchiectomy. Clin Genitourin Cancer 2019; 17:e1153-e1162. [PMID: 31515197 DOI: 10.1016/j.clgc.2019.08.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Revised: 08/09/2019] [Accepted: 08/10/2019] [Indexed: 01/09/2023]
Abstract
BACKGROUND Historical data demonstrated similar survival outcomes in patients with stage I nonseminoma germ-cell tumor of the testis (NSGCTT) subjected to either surveillance or active treatment (AT) after orchiectomy. However, data with long-term follow-up are unavailable. We tested contemporary treatment rates and their effect on cancer-specific mortality (CSM) and other-cause mortality (OCM) relative to surveillance, as well as after stratification between chemotherapy (CHT) versus retroperitoneal lymph node dissection (RPLND). PATIENTS AND METHODS We identified patients with stage I NSGCTT with initial orchiectomy within the Surveillance, Epidemiology, and End Results (SEER) database (1988-2015). Subsequent surveillance versus CHT versus RPLND use rates were reported. Cumulative incidence plots and multivariable competing-risks regression (CRR) models were used after propensity score (PS) matching. These tests first compared surveillance versus AT (CHT vs. RPLND) and subsequently CHT versus RPLND. RESULTS Of 5034 patients with stage I NSGCTT, 61.2%, 24.9%, and 13.9%, respectively, underwent surveillance, CHT, and RPLND. Between 1988 and 2015, surveillance (estimated annual percentage change [EAPC]: +1.1%, P < .001) and CHT (EAPC: +2.3%, P < .001) rates increased. RPLND rates decreased (EAPC: -5.7%; P < .001). After PS matching, CRR models failed to identify AT as an independent predictor of lower mortality relative to surveillance. However, after PS matching, CRR models identified RPLND as an independent predictor of lower CSM (hazard ratio, 0.26; P = .002) relative to CHT. No difference in OCM rates was recorded (hazard ratio, 1.25; P = .2). CONCLUSION Surveillance and CHT use rates increased while RPLND decreased in the last two decades. Virtually the same outcomes were recorded between surveillance and AT. However, within AT, RPLND was associated with lower CSM than CHT.
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Xu H, Mei XP, Xu LX. Cause analysis, prevention, and treatment of postoperative restlessness after general anesthesia in children with cleft palate. J Dent Anesth Pain Med 2017; 17:13-20. [PMID: 28879324 PMCID: PMC5564132 DOI: 10.17245/jdapm.2017.17.1.13] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2017] [Revised: 03/08/2017] [Accepted: 03/13/2017] [Indexed: 11/15/2022] Open
Abstract
Cleft palate is one of the most common congenital malformations of the oral and maxillofacial region, with an incidence rate of around 0.1%. Early surgical repair is the only method for treatment of a cleft lip and palate. However, because of the use of inhalation anesthesia in children and the physiological characteristics of the cleft palate itself combined with the particularities of cleft palate surgery, the incidence rate of postoperative emergence agitation (EA) in cleft palate surgery is significantly higher than in other types of interventions. The exact mechanism of EA is still unclear. Although restlessness after general anesthesia in children with cleft palate is self-limiting, its effects should be considered by clinicians. In this paper, the related literature on restlessness after surgery involving general anesthesia in recent years is summarized. This paper focuses on induction factors as well as prevention and treatment of postoperative restlessness in children with cleft palate after general anesthesia. The corresponding countermeasures to guide clinical practice are also presented in this paper.
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Affiliation(s)
- Hao Xu
- Institution of Basic Medical Science, Xi'an Medical University, Xi'an, China
| | - Xiao-Peng Mei
- Department of Anesthesiology, the First Affiliated Hospital of Xi'an JiaoTong University, Xi'an China
| | - Li-Xian Xu
- Department of Anesthesiology, School of Stomatology, the Fourth Military Medical University, Xi'an, China
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Adverse Events and Resource Utilization After Spinal and General Anesthesia in Infants Undergoing Pyloromyotomy. Reg Anesth Pain Med 2017; 41:532-7. [PMID: 27281725 DOI: 10.1097/aap.0000000000000421] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
BACKGROUND AND OBJECTIVES Interest in spinal anesthesia (SA) is increasing because of concern about the long-term effects of intravenous (IV) and inhaled anesthetics in young children. This study compared SA versus general anesthesia (GA) in infants undergoing pyloromyotomy. METHODS Between 2000 to 2013, the University of Vermont Medical Center almost exclusively used SA for infant pyloromyotomy surgery, whereas Columbia University Medical Center relied on GA. Outcomes included adverse events (AEs) within 48 hours of surgery, operating room (OR) time, and postoperative length of stay (LOS). Regression was used to evaluate the association between anesthesia technique and outcomes, accounting for demographic and clinical covariates. RESULTS We studied 218 infants with SA at the University of Vermont Medical Center and 206 infants with GA at Columbia University Medical Center. In the SA group, 96.3% of infants had adequate initial analgesic levels, but 35.8% required supplemental IV or inhaled anesthetic agents. Compared with GA, the risk of AEs in SA (adjusted odds ratio, 0.60; 95% confidence interval [CI], 0.27-1.36) did not significantly differ, but SA was associated with shorter OR times (17.5 minutes faster; 95% CI, 13.5-21.4 minutes) and shorter postoperative LOS (GA is 1.19 times longer; 95% CI, 1.01-1.40). CONCLUSIONS Infants undergoing pyloromyotomy with SA had shorter OR times and postoperative LOS, no significant differences in AE rates, and decreased exposure to IV and inhaled anesthetics, although SA infants often still required supplemental anesthetics. Whether these differences result in any long-term benefit is unclear; further studies are needed to determine the risk of rare AEs, such as aspiration.
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Frawley G. Special considerations in the premature and ex-premature infant. ANAESTHESIA AND INTENSIVE CARE MEDICINE 2017. [DOI: 10.1016/j.mpaic.2016.11.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Use of Anesthesia for Imaging Studies and Interventional Procedures in Children. J Neurosurg Anesthesiol 2016; 28:400-404. [PMID: 27564559 DOI: 10.1097/ana.0000000000000355] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Ongoing investigation from the Pediatric Anesthesia NeuroDevelopment Assessment (PANDA) study hopes to examine the long-term effect on cognitive and language development of a single anesthetic exposure in children undergoing inguinal hernia repair. The fifth PANDA Symposium, held in April 2016, continued the mission of previous symposia to examine evidence from basic science and clinical studies on potential neurotoxic effects of anesthetics on developing brain. At the 2016 Symposium, a panel of specialists from nonsurgical pediatric disciplines including anesthesiology, radiology, neurology, gastroenterology, oncology, cardiology, and critical care reviewed use of anesthesia in their practices, including how concern over possible neurodevelopmental effects of early childhood anesthetic exposure has changed discussion with patients and families regarding risks and benefits of imaging studies and interventional procedures involving sedation or anesthesia. This paper summarizes presentations from nonsurgical pediatric specialists at the 2016 PANDA Symposium.
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Mesa Suárez P, Santotoribio JD, Ramos Ramos V, González García MÁ, Pérez Ramos S, Portilla Huertas D, Muñoz Hoyos A. Daño cerebral postanestesia general. Med Clin (Barc) 2016; 146:384-8. [DOI: 10.1016/j.medcli.2016.01.018] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2015] [Revised: 01/15/2016] [Accepted: 01/21/2016] [Indexed: 10/22/2022]
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Abstract
The Pediatric Anesthesia NeuroDevelopment Assessment (PANDA) study investigates the potential neurotoxicity of anesthetics in the pediatric population. At a recent symposium, a panel of nonsurgical physicians from the disciplines of radiology, neurology, cardiology, and critical care discussed the role anesthesia plays in their respective practices. To execute diagnostic studies and/or therapeutic interventions in each of these disciplines, general anesthesia is oftentimes required for pediatric patients. Given recent publications in the literature suggesting the potential for neurotoxicity following anesthesia in pediatric patients, physicians, parents, and other stakeholders are now challenged to continue to balance safety with efficacy in caring for children. This paper summarizes the panelist presentations and the ensuing discussion at the 2014 PANDA symposium.
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Pediatric Surgeons and Anesthesiologists Expand the Dialogue on the Neurotoxicity Question, Rationale for Early and Delayed Surgeries, and Practice Changes While Awaiting Definitive Evidence. J Neurosurg Anesthesiol 2014; 26:391-5. [DOI: 10.1097/ana.0000000000000123] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Anesthesia for the young child undergoing ambulatory procedures: current concerns regarding harm to the developing brain. Curr Opin Anaesthesiol 2014; 26:677-84. [PMID: 24184885 DOI: 10.1097/aco.0000000000000016] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
PURPOSE OF REVIEW Sedation and anesthesia are often necessary for children at any age, and are frequently provided in ambulatory settings. Concerns have mounted, based on both laboratory studies including various mammalian species and retrospective human clinical studies, that the very drugs that induce sedation and anesthesia may trigger an injury in the developing brain, resulting in long-lasting neurobehavioral consequences. RECENT FINDINGS New retrospective studies further augment these concerns. Specifically, recent studies support that a single anesthesia exposure before age 3 may increase the risk for long-term disabilities in language acquisition and abstract reasoning, and that exposure to two or more anesthetics before age 2 nearly doubles the risk for an attention-deficit hyperactivity disorder diagnosis by age 19. However, methodological limitations preclude final conclusions or change in practice based on these reports, as retrospective studies cannot prove causation. Ongoing prospective clinical studies such as 'General Anesthesia and Apoptosis Study', 'Pediatric Anesthesia NeuroDevelopment Assessment', and 'Mayo Safety in Kids' trials will offer more answers in the future. Meanwhile, laboratory experiments continue to describe differential morphologic injury to individual structures in the neuropil, and have identified mitochondrial dysfunction and neuroinflammation as potential links in the injury process. Additionally, concepts for protection against anesthesia-induced neurotoxicity continue to be tested in the laboratory. SUMMARY Results from ongoing prospective clinical trials and translational research will help clarify whether anesthesia-associated neurotoxicity affects the developing human brain, including whether it causes long-term disability, and may further identify the injury mechanisms and potential strategies for protection. Currently, the available evidence does not support a change in practice.
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Report of the third PANDA symposium on "Anesthesia and Neurodevelopment in Children". J Neurosurg Anesthesiol 2013; 24:357-61. [PMID: 23076223 DOI: 10.1097/ana.0b013e318271f144] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
The Pediatric Anesthesia and NeuroDevelopment Assessment (PANDA) Project team organized its third biennial scientific symposium on "Anesthesia and Neurodevelopment in Children" at the Children's Hospital of New York on April 21, 2012. The event was co-sponsored by the New York-Presbyterian/Morgan Stanley Children's Hospital (MS-CHONY) and the Department of Anesthesiology of Columbia University. The day-long program included updates of recent research in anesthetic neurotoxicity in the developing brain from preclinical studies to clinical and patient-oriented outcome research. It also provided a forum for discussion among many different stakeholders in this important public health issue.
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