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Wu L, Peng X, Lu Y, Fu C, She L, Zhu G, Zhuo X, Hu W, Xie X. Development and validation of a nomogram model for prolonged length of stay in spinal fusion patients: a retrospective analysis. BMC Med Inform Decis Mak 2024; 24:373. [PMID: 39639314 PMCID: PMC11619620 DOI: 10.1186/s12911-024-02787-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 11/26/2024] [Indexed: 12/07/2024] Open
Abstract
OBJECTIVE To develop a nomogram model for the prediction of the risk of prolonged length of hospital stay (LOS) in spinal fusion patients. METHODS A retrospective cohort study was carried out on 6272 patients who had undergone spinal fusion surgery. Least absolute shrinkage and selection operator (LASSO) regression was performed on the training sets to screen variables, and the importance of independent variables was ranked via random forest. In addition, various independent variables were used in the construction of models 1 and 2. A receiver operating characteristic curve was used to evaluate the models' predictive performance. We employed Delong tests to compare the area under the curve (AUC) of the different models. Assessment of the models' capability to improve classification efficiency was achieved using continuous net reclassification improvement (NRI) and integrated discrimination improvement (IDI). The Hosmer-Lemeshow method and calibration curve was utilised to assess the calibration degree, and decision curve to evaluate its clinical practicality. A bootstrap technique that involved 10 cross-validations and was performed 10,000 times was used to conduct internal and external validation. The were outcomes of the model exhibited in a nomogram graphics. The developed nomogram was validated both internally and externally. RESULTS Model 1 was identified as the optimal model. The risk factors for prolonged LOS comprised blood transfusion, operation type, use of tranexamic acid (TXA), diabetes, electrolyte disturbance, body mass index (BMI), surgical procedure performed, the number of preoperative diagnoses and operative time. The diagnostic performance of the nomogram model was satisfactory, with AUC values of 0.784 and 0.795 for the internal and external validation sets, respectively. Model discrimination was favourable in both the internal (C-statistic, 0.811) and external (C-statistic, 0.814) validation sets. Calibration curve and Hosmer-Lemeshow test showed acceptable agreement between predicted and actual results. The decision curve shows that the model provides net clinical benefit within a certain decision threshold range. CONCLUSIONS This study developed and validated a nomogram to identify the risk of prolonged LOS in spinal fusion patients, which may help clinicians to identify high-risk groups at an early stage. Predictors identified included blood transfusion, operation type, use of TXA, diabetes, electrolyte disturbance, BMI, surgical procedure performed, number of preoperative diagnoses and operative time.
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Affiliation(s)
- Linghong Wu
- Guangxi Key Laboratory of Orthopaedic Biomaterials Development and Clinical Translation, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
- Medical Records Data Center, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
| | - Xiaozhong Peng
- Guangxi Key Laboratory of Orthopaedic Biomaterials Development and Clinical Translation, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
- Spine Surgery, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
| | - Yao Lu
- Medical Department, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
| | - Cuiping Fu
- Medical Department, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
| | - Liujun She
- Medical Department, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
| | - Guangwei Zhu
- Medical Department, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
| | - Xianglong Zhuo
- Guangxi Key Laboratory of Orthopaedic Biomaterials Development and Clinical Translation, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
- Spine Surgery, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China
| | - Wei Hu
- Spine Surgery, Liuzhou People's Hospital, Liuzhou, 545006, China.
| | - Xiangtao Xie
- Guangxi Key Laboratory of Orthopaedic Biomaterials Development and Clinical Translation, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China.
- Spine Surgery, The Fourth Affiliated Hospital of Guangxi Medical University/Liu Zhou Worker's Hospital, Liuzhou, 545005, China.
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Aydın YM, Günseren KÖ, Çiçek MÇ, Aslan ÖF, Gül ÖÖ, Cander S, Yavaşcaoğlu İ. The effect of mass functionality on laparoscopic adrenalectomy outcomes. Langenbecks Arch Surg 2024; 409:212. [PMID: 38985178 DOI: 10.1007/s00423-024-03409-6] [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: 01/25/2024] [Accepted: 07/05/2024] [Indexed: 07/11/2024]
Abstract
PURPOSE This study aimed to determine the effect of adrenal mass functionality and different hormone subtypes synthesized by the adrenal masses on laparoscopic adrenalectomy (LA) outcomes. MATERIALS AND METHODS The study included 298 patients, 154 of whom were diagnosed with nonfunctional masses. In the functional group, 33, 62, and 59 patients had Conn syndrome, Cushing's syndrome, and pheochromocytoma, respectively. The variables were analyzed between the functional and nonfunctional groups and then compared among functional masses through subgroup analysis. RESULTS The incidence of diabetes mellitus, hypertension, and obesity, blood loss, and length of hospital stay (LOH) were significantly higher in the functional group than in the nonfunctional group. In the subgroup analysis, patients with pheochromocytoma had significantly lower body mass index but significantly higher mass size, blood loss, and LOH than the other two groups. A positive correlation was found between mass size and blood loss in patients with pheochromocytoma (p ≤ 0.001, r = 0.761). However, no significant difference in complications was found among the groups. CONCLUSIONS In this study, patients with functional adrenal masses had higher comorbidity rates and American Society of Anesthesiologists scores. Moreover, blood loss and LOH were longer on patients with functional adrenal masses who underwent LA. Mass size, blood loss, and LOH in patients with pheochromocytoma were significantly longer than those in patients with other functional adrenal masses. Thus, mass functionality did not increase the complications.
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Affiliation(s)
- Yavuz Mert Aydın
- Department of Urology, Bursa Uludag University, Gorukle Campus, Bursa, 16059, Turkey.
| | - Kadir Ömür Günseren
- Department of Urology, Bursa Uludag University, Gorukle Campus, Bursa, 16059, Turkey
| | - Mehmet Çağatay Çiçek
- Department of Urology, Bursa Uludag University, Gorukle Campus, Bursa, 16059, Turkey
| | - Ömer Faruk Aslan
- Department of Urology, Bursa Uludag University, Gorukle Campus, Bursa, 16059, Turkey
| | - Özen Öz Gül
- Department of Endocrinology, Bursa Uludag University, Gorukle Campus, Bursa, 16059, Turkey
| | - Soner Cander
- Department of Endocrinology, Bursa Uludag University, Gorukle Campus, Bursa, 16059, Turkey
| | - İsmet Yavaşcaoğlu
- Department of Urology, Bursa Uludag University, Gorukle Campus, Bursa, 16059, Turkey
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Öz B, Cücük Ö, Gök M, Akcan A, Sözüer E. Laparoscopic transperitoneal adrenalectomy for adrenal tumours of 6 cm or greater: A single-centre experience. J Minim Access Surg 2024; 20:47-54. [PMID: 37148103 PMCID: PMC10898626 DOI: 10.4103/jmas.jmas_217_22] [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: 08/04/2022] [Revised: 01/16/2023] [Accepted: 02/02/2023] [Indexed: 05/07/2023] Open
Abstract
BACKGROUND The present study aimed to evaluate the safety and efficacy of transperitoneal laparoscopic adrenalectomy (LA) for large adrenal tumours by comparing the outcomes of tumours larger than 6 cm with those smaller than 6 cm and also to identify the risk factors associated with prolonged operative time in transperitoneal LA. PATIENTS AND METHODS One hundred and sixty-three patients underwent LA at our clinic from January 2014 to December 2020. Bilateral LA was performed in 20 of these 163 patients. A total of 143 patients were included in this study. Data were analysed retrospectively from the patients' medical records collected. RESULTS Large tumour (LT) group consists of 33 patients and the small tumour (ST) group consists of 110 patients. There was no statistically significant difference between the groups regarding conversion to open surgery and complications. A multiple regression analysis was conducted to identify the independent predictors of prolonged operation time. The tumour size ≥8 cm (odds ratio [OR], 19.132; 95% confidence interval [CI], 3.881-94.303; P < 0.001) and diagnosis of pheochromocytoma (OR, 2.762; 95% CI, (1.123-6.789, P = 0.026) were the significant predictors of prolonged operation time. CONCLUSION Our study shows that LA can be considered the treatment of choice for small and large adrenal tumours. The tumour size ≥8 cm and diagnosis of pheochromocytoma are the independent risk factors for the prolonged operative time in transperitoneal LA.
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Affiliation(s)
- Bahadır Öz
- Department of General Surgery, Faculty of Medicine, Erciyes University, Kayseri, Turkey
| | - Ömer Cücük
- Clinic of General Surgery, Gaziantep Ersin Arslan Training and Research Hospital, Gaziantep, Turkey
| | - Mustafa Gök
- Department of General Surgery, Faculty of Medicine, Erciyes University, Kayseri, Turkey
| | - Alper Akcan
- Department of General Surgery, Faculty of Medicine, Erciyes University, Kayseri, Turkey
| | - Erdoğan Sözüer
- Department of General Surgery, Faculty of Medicine, Erciyes University, Kayseri, Turkey
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Duralska M, Dzwonkowski J, Sierdziński J, Nazarewski S. High-Volume Center Experience with Laparoscopic Adrenalectomy over Two Decades. J Clin Med 2022; 11:jcm11092335. [PMID: 35566460 PMCID: PMC9102790 DOI: 10.3390/jcm11092335] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 04/09/2022] [Accepted: 04/20/2022] [Indexed: 12/04/2022] Open
Abstract
Background: Study aims to demonstrate single-institution two decades experience with lateral transperitoneal laparoscopic adrenalectomies. Methods: Retrospective study involved 991 operations grouped into 4 cohorts. Data was collected on the patients’ age, sex, side and size of the lesion, histopathological type, hormonal activity, conversion to open adrenalectomy, operating time, length of hospital stay, perioperative complications. Results: The operations were right-sided (n = 550), left-sided (n = 422), bilateral (n = 19). Mean tumor size was 41.9 mm. Histopathological examination revealed 442 adenomas, 191 nodular hyperplasias, 218 pheochromocytomas, 33 malignancies and 126 other lesions. 541 patients had hormonally active tumors. Mean operating time for unilateral laparoscopic adrenalectomy was 141 min. Mean length of hospital stay was 5.27 days. Intraoperative complications rate was 2.3%. Conversion rate was 1.5%. 54 of patients had 70 postoperative complications. Reoperation rate was 1%. Mortality rate was 0.1%. Statistically significant differences were found in all factors, apart from age, sex, side and size of the lesion, reoperations rate (p > 0.05). Conversions rate, complications rates, length of hospital stay were highest in the first group (p < 0.05). Operating time shortened in the first decade. Conclusions: Laparoscopic adrenalectomy is a safe procedure with negligible mortality. Conversions rate, perioperative complications rate, and length of hospital stay, significantly decreased over time.
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Affiliation(s)
- Milena Duralska
- Department of General, Vascular and Transplant Surgery, Medical University of Warsaw, 02-091 Warsaw, Poland; (J.D.); (S.N.)
- Correspondence:
| | - Jacek Dzwonkowski
- Department of General, Vascular and Transplant Surgery, Medical University of Warsaw, 02-091 Warsaw, Poland; (J.D.); (S.N.)
| | - Janusz Sierdziński
- Department of Medical Informatics and Telemedicine, Medical University of Warsaw, 02-091 Warsaw, Poland;
| | - Sławomir Nazarewski
- Department of General, Vascular and Transplant Surgery, Medical University of Warsaw, 02-091 Warsaw, Poland; (J.D.); (S.N.)
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Chai S, Pan Q, Liang C, Zhang H, Xiao X, Li B. Should surgical drainage after lateral transperitoneal laparoscopic adrenalectomy be routine?-A retrospective comparative study. Gland Surg 2021; 10:1910-1919. [PMID: 34268075 DOI: 10.21037/gs-20-829] [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: 11/14/2020] [Accepted: 05/07/2021] [Indexed: 11/06/2022]
Abstract
Background Whether to use surgical drains after abdominal surgery or not has received much attention since a hundred years ago. Nowadays, lateral transperitoneal laparoscopic adrenalectomy (LTLA) is a widely used technique to treat adrenal tumors worldwide. However, the placement of drains after LTLA remains controversial. Methods Data of 150 patients, who underwent LTLA between October 2014 and September 2020 by the same lead surgeon, were collected, including demographic, pathology, preoperative, operative variables and postoperative complications. The patients were divided into two groups, with and without drainage. The postoperative recovery of the two groups was compared. Results Among 150 patients (65 men and 85 women, median age 48 years, median BMI 23.53), 89 patients had no drainage and 61 patients had drainage after surgery. Variables of the two groups were analyzed. Placement of drains correlated with long operative time (P<0.01). Patients with drain had longer hospital stays (P<0.001) and a higher incidence of postoperative complications (P=0.022). Other factors, including tumor size (P=0.61), tumor location (P=0.387), ASA score (P=0.687), pathology (P=0.55), VAS pain score (P=0.41), intraoperative blood loss (P=0.11), were not found to be significantly associated with drain placement. There was no conversion to open surgery in both groups. Moreover, no mortality was observed in either group. Conclusions This study revealed that it is feasible and safe not to leave a drain in selective and uncomplicated patients and that surgical drainage should not be routine after LTLA.
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Affiliation(s)
- Shuaishuai Chai
- Department of Urology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qiufeng Pan
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Chaoqi Liang
- Department of Urology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Hao Zhang
- Department of Urology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xingyuan Xiao
- Department of Urology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Bing Li
- Department of Urology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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Rodríguez-Hermosa JI, Planellas-Giné P, Cornejo L, Gironès J, Recasens M, Ortega FJ, Moreno-Navarrete JM, Latorre J, Fernandez-Real JM, Codina-Cazador A. Comparison of Outcomes between Obese and Nonobese Patients in Laparoscopic Adrenalectomy: A Cohort Study. Dig Surg 2021; 38:237-246. [PMID: 33906192 DOI: 10.1159/000515589] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 03/02/2021] [Indexed: 12/14/2022]
Abstract
INTRODUCTION Obesity is usually considered a risk factor for surgical complications. Laparoscopic adrenalectomy has replaced open adrenalectomy as the standard operation for adrenal tumors. OBJECTIVE To compare the safety of laparoscopic adrenalectomy to treat adrenal tumors in obese versus nonobese patients. METHODS This observational cohort study analyzed consecutive patients who underwent laparoscopic adrenalectomy with a lateral transperitoneal approach at a single center (2003-2020). Data and outcomes of obese (body mass index ≥30 kg/m2) and nonobese patients were compared. To analyze the association between operative time and other variables, we used simple and multivariate linear regression. RESULTS N = 160 (90 obese/70 nonobese) patients underwent laparoscopic adrenalectomy. Cushing syndrome and pheochromocytoma were the most frequent indications. Obese patients were older (58 vs. 52 years, p < 0.001). A greater proportion of obese patients were ASA grade III + IV (71.1 vs. 48.6%, p = 0.004). Obesity was associated with a longer operative time (72.5 vs. 60 min, p < 0.001) and greater blood loss (40 vs. 20 mL, p = 0.022). There were no differences in conversion, morbidity, or hospital stay. After adjustment for confounding factors, operative time was positively correlated with BMI ≥30 kg/m2, learning curve, estimated blood loss, 2D laparoscopy, and specimen size. CONCLUSION Lateral transperitoneal laparoscopic adrenalectomy is safe in patients with a BMI 30-35 kg/m2, so these patients also benefit from this minimally invasive surgery.
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Affiliation(s)
- José Ignacio Rodríguez-Hermosa
- Department of Surgery, Department of Medical Sciences, Endocrine and Bariatric Surgery Units, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - Pere Planellas-Giné
- Department of Surgery, Department of Medical Sciences, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - Lídia Cornejo
- Department of Surgery, Department of Medical Sciences, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - Jordi Gironès
- Department of Surgery, Department of Medical Sciences, Endocrine and Bariatric Surgery Units, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - Mònica Recasens
- Department of Endocrinology, Department of Medical Sciences, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - Francisco José Ortega
- Department of Endocrinology, Department of Medical Sciences, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - José María Moreno-Navarrete
- Department of Endocrinology, Department of Medical Sciences, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - Jèssica Latorre
- Department of Endocrinology, Department of Medical Sciences, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - José Manuel Fernandez-Real
- Department of Endocrinology, Department of Medical Sciences, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
| | - Antoni Codina-Cazador
- Department of Surgery, Department of Medical Sciences, Dr. Josep Trueta University Hospital, Girona Biomedical Research Institute (IDIBGI), Faculty of Medicine, University of Girona, Girona, Spain
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