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Wielogórska-Partyka M, Adamski M, Siewko K, Popławska-Kita A, Buczyńska A, Myśliwiec P, Krętowski AJ, Adamska A. Patient classification and attribute assessment based on machine learning techniques in the qualification process for surgical treatment of adrenal tumours. Sci Rep 2024; 14:11209. [PMID: 38755394 PMCID: PMC11099046 DOI: 10.1038/s41598-024-61786-w] [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: 11/20/2023] [Accepted: 05/09/2024] [Indexed: 05/18/2024] Open
Abstract
Adrenal gland incidentaloma is frequently identified through computed tomography and poses a common clinical challenge. Only selected cases require surgical intervention. The primary aim of this study was to compare the effectiveness of selected machine learning (ML) techniques in proper qualifying patients for adrenalectomy and to identify the most accurate algorithm, providing a valuable tool for doctors to simplify their therapeutic decisions. The secondary aim was to assess the significance of attributes for classification accuracy. In total, clinical data were collected from 33 patients who underwent adrenalectomy. Histopathological assessments confirmed the proper selection of 21 patients for surgical intervention according to the guidelines, with accuracy reaching 64%. Statistical analysis showed that Supported Vector Machines (linear) were significantly better than the baseline (p < 0.05), with accuracy reaching 91%, and imaging features of the tumour were found to be the most crucial attributes. In summarise, ML methods may be helpful in qualifying patients for adrenalectomy.
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Affiliation(s)
- Marta Wielogórska-Partyka
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
| | - Marcin Adamski
- Faculty of Computer Science, Bialystok University of Technology, Wiejska 45A, 15-351, Bialystok, Poland.
| | - Katarzyna Siewko
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
| | - Anna Popławska-Kita
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
| | - Angelika Buczyńska
- Department of General and Endocrine Surgery, Medical University of Bialystok, Bialystok, Poland
| | - Piotr Myśliwiec
- Clinical Research Centre, Medical University of Bialystok, Bialystok, Poland
| | - Adam Jacek Krętowski
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
- Department of General and Endocrine Surgery, Medical University of Bialystok, Bialystok, Poland
| | - Agnieszka Adamska
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
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Isiktas G, Akgun E, Berber E. Laparoscopic versus robotic lateral transabdominal adrenalectomy. J Surg Oncol 2024; 129:224-227. [PMID: 37842936 DOI: 10.1002/jso.27493] [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: 04/13/2023] [Revised: 08/14/2023] [Accepted: 10/02/2023] [Indexed: 10/17/2023]
Abstract
BACKGROUND AND OBJECTIVES Despite an increased adaptation of robotic adrenalectomy, its advantages over laparoscopic adrenalectomy (LA) have not been defined. The aim of the study was to compare perioperative outcomes of robotic versus laparoscopic lateral transabdominal adrenalectomy using a large single-center experience. METHODS This was a retrospective single center study. Within 22 years, patients who underwent laparoscopic and robotic transabdominal lateral adrenalectomy were identified from a prospective institutional review board-approved database. Clinical and perioperative outcomes were compared using Mann-Whitney U and χ2 tests. RESULTS There were 190 patients who underwent laparoscopic and 281 patients who underwent robotic transabdominal lateral adrenalectomy. The groups were comparable except for a higher percentage of female patients in the robotic group. For robotic versus LA, operative time and hospital stay were shorter, in addition to less blood loss, conversion to open and margin positivity, for pheochromocytoma and malignant tumors. Morbidity rates were similar between the two groups. CONCLUSIONS Despite the limitations of a retrospective design, this large study demonstrates significant advantages of robotic versus laparoscopic transabdominal lateral adrenalectomy in terms of perioperative outcomes and margin clearance.
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Affiliation(s)
- Gizem Isiktas
- Department of Endocrine Surgery, Cleveland Clinic, Cleveland, Ohio, USA
| | - Ege Akgun
- Department of Endocrine Surgery, Cleveland Clinic, Cleveland, Ohio, USA
| | - Eren Berber
- Department of Endocrine Surgery, Cleveland Clinic, Cleveland, Ohio, USA
- Department of General Surgery, Cleveland Clinic, Cleveland, Ohio, USA
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Yao X, Luo X, Tai Y, Wang K, Shang J. Effectiveness of continuity of care after robot-assisted laparoscopic adrenalectomy under ambulatory mode: a single-center intervention study. J Robot Surg 2024; 18:8. [PMID: 38206493 DOI: 10.1007/s11701-023-01788-4] [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: 09/15/2023] [Accepted: 11/20/2023] [Indexed: 01/12/2024]
Abstract
To investigate the effectiveness of continuity of care after robot-assisted adrenal tumor resection under ambulatory mode. Patients who underwent robot-assisted laparoscopic adrenalectomy (RALA) in the ambulatory surgery department and urology department of our hospital from January 2022 to January 2023 were selected as study subjects. Among them, 50 patients in the Department of Urology as the control group were given routine care. The 50 patients in the ambulatory surgery department as the observation group were given continuity of care on the basis of routine care. Observation indexes include: wound healing, blood pressure, blood potassium, renal function impairment, self-care ability in daily life, medication compliance, follow-up rate, and patient satisfaction. There were no remarkable discrepancies between the two groups in terms of demographic data and basic preoperative conditions of the patients. Compared with the control group, the observation group significantly improved the patients' wound healing, postoperative blood pressure and blood potassium and kidney function (P value all < 0.05). Compared with the control group, the observation group significantly improved postoperative patients' ADL scores, follow-up rates within three months after surgery, and patient satisfaction scores (P value all < 0.05). For patients receiving ambulatory mode robot-assisted laparoscopic adrenalectomy, continuity of care can effectively reduce postoperative complications, improve patients' postoperative self-care ability in daily life, medication compliance and follow-up rate, and improve patient satisfaction, which is worthy of promotion and application by nursing workers.
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Affiliation(s)
- Xue Yao
- Department of Ambulatory Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Science, Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, 030032, China
| | - Xiaoyan Luo
- Department of Ambulatory Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Science, Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, 030032, China
| | - Yanghao Tai
- Department of Ambulatory Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Science, Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, 030032, China
| | - Kang Wang
- Department of Ambulatory Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Science, Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, 030032, China
| | - Jiwen Shang
- Department of Ambulatory Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Science, Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, 030032, China.
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Conzo G, Patrone R, Flagiello L, Catauro A, Conzo A, Cacciatore C, Mongardini FM, Cozzolino G, Esposito R, Pasquali D, Bellastella G, Esposito K, Docimo L. Impact of Current Technology in Laparoscopic Adrenalectomy: 20 Years of Experience in the Treatment of 254 Consecutive Clinical Cases. J Clin Med 2023; 12:4384. [PMID: 37445419 DOI: 10.3390/jcm12134384] [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: 05/13/2023] [Revised: 06/22/2023] [Accepted: 06/25/2023] [Indexed: 07/15/2023] Open
Abstract
BACKGROUND Laparoscopic adrenalectomy (LA), which avoids large abdomen incisions, is considered the gold standard technique for the treatment of benign small- and medium-size adrenal masses (<6 cm) and weighing < 100 g. A trascurable mortality and morbidity rate, short hospitalization and patient rapid recovery are the main advantages compared to traditional surgery. During the past decade, a new surgical technology has been developed that expedites a "clipless" adrenalectomy. Here, the authors analyze a clinical series of 254 consecutive patients who were affected by adrenal gland neoplasms and underwent LA by the transabdominal lateral approach over the two last decades. A literature review is also presented. METHODS Preoperative, intraoperative and postoperative data from 254 patients who underwent LA between January 2003 and December 2022 were retrospectively collected and reviewed. Diagnosis was obtained on the basis of clinical examination, laboratory values and imaging techniques. Doxazosin was preoperatively administered in the case of pheochromocytoma (PCC) while spironolactone and potassium were employed to treat Conn's disease. The same surgeon (CG) performed all the LA and utilized the same laparoscopic transabdominal lateral approach. Different dissection tools-ultrasonic, bipolar or mixed scissors-and hemostatic agents were used during this period. The following results were obtained: 254 patients were included in the study; functioning tumors were diagnosed in 155 patients, 52 patients were affected by PCCs, 55 by Conn's disease, 48 by Cushing's disease. Surgery mean operative time was 137.33 min (range 100-180 min) during the learning curve adrenalectomies and 98.5 min (range 70-180) in subsequent procedures. Mean blood loss was respectively 160.2 mL (range 60-280) and 96.98 mL (range 50-280) in the first 30 procedures and the subsequent ones. Only three conversions (1.18%) to open surgery occurred. No mortality or postoperative major complications were observed, while minor complications occurred in 19 patients (3.54%). In 153 out of 155 functioning neoplasms, LA was effective in the normalization of the endocrine profile. According to our experience, a learning curve consisting of 30 cases was identified. In fact, a lower operative time and a lower complication rate was reported following 30 LA. CONCLUSIONS LA is a safe procedure, even for masses larger than 6 cm and PCCs. Undoubtedly, the development of surgical technology has made it possible reducing operative times, performing a "clipless" adrenalectomy and extending the indications in the treatment of more complex patients. A multidisciplinary team, in referral high-volume centers, is recommended in the management of adrenal pathology. A 30-procedure learning curve is necessary to improve surgical outcomes.
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Affiliation(s)
- Giovanni Conzo
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
| | - Renato Patrone
- Dieti Department, University of Naples Federico II, 80100 Naples, Italy
- Division of Hepatobiliary Surgical Oncology, Istituto Nazionale Tumori IRCCS Fondazione Pascale-IRCCS di Napoli, 80131 Naples, Italy
| | - Luigi Flagiello
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
| | - Antonio Catauro
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
| | - Alessandra Conzo
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
| | - Chiara Cacciatore
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
| | - Federico Maria Mongardini
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
| | - Giovanni Cozzolino
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
| | - Rosetta Esposito
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
| | - Daniela Pasquali
- Department of Advanced Medical and Surgical Sciences, University of Campania "Luigi Vanvitelli", 80100 Naples, Italy
| | - Giuseppe Bellastella
- Division of Endocrinology and Metabolic Diseases, Department of Medical, Surgical, Neurological, Metabolic Sciences and Aging, Second University of Naples, 80138 Naples, Italy
| | - Katherine Esposito
- Diabetes Unit, Department of Clinical and Experimental Medicine, Second University of Naples, 80138 Naples, Italy
| | - Ludovico Docimo
- Division of General, Oncological, Mini-Invasive and Obesity Surgery, Department of Traslational Medical Sciences, University of Campania "Luigi Vanvitelli", 80131 Naples, Italy
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Zubair AB, Arif MH, Razzaq MT, Zaman M, Haider Z, Fajar IE, Saleem S, Khalil A, Sabir M, Kaneez M. The Spectrum of Postoperative Complications and Outcomes After Open Adrenalectomy: An Experience From a Developing Country. Cureus 2022; 14:e31357. [DOI: 10.7759/cureus.31357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/10/2022] [Indexed: 11/13/2022] Open
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Solórzano CC, Wang TS. Commentary on Vatansever et al in Surgery. Surgery 2022; 171:1231-1232. [PMID: 35219529 DOI: 10.1016/j.surg.2022.01.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 01/26/2022] [Indexed: 10/19/2022]
Affiliation(s)
- Carmen C Solórzano
- Division of Surgical Oncology and Endocrine Surgery, Department of Surgery, Vanderbilt University Medical Center, Nashville, TN.
| | - Tracy S Wang
- Section of Endocrine Surgery, Department of Surgery, Medical College of Wisconsin, Milwaukee, WI. https://twitter.com/tracyswangNYMKE
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