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Saikali S, Reddy S, Gokaraju M, Goldsztein N, Dyer A, Gamal A, Jaber A, Moschovas M, Rogers T, Vangala A, Briscoe J, Toleti C, Patel P, Patel V. Development and Assessment of an AI-based Machine Learning Model for Predicting Urinary Continence and Erectile Function Recovery after Robotic-Assisted Radical Prostatectomy: Insights from a Prostate Cancer Referral Center. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2025; 259:108522. [PMID: 39626503 DOI: 10.1016/j.cmpb.2024.108522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 11/02/2024] [Accepted: 11/18/2024] [Indexed: 12/11/2024]
Abstract
INTRODUCTION Prostate cancer remains a significant health concern, with radical prostatectomy being a common treatment approach. However, predicting postoperative functional outcomes, particularly urinary continence and erectile function, poses challenges. Emerging artificial intelligence (AI) technologies offer promise in predictive modeling. This study aimed to develop and validate AI-based models to predict continence and potency following nerve-sparing robotic radical prostatectomy (RARP). METHODS A cohort of 8,524 patients undergoing RARP was analyzed. Preoperative variables were collected, and two separate machine-learning Artificial Neural Network (ANN) models were trained to predict continence and potency at 12 months post- surgery. Model performance was assessed using area under the curve (AUC) values, with comparisons made to other machine learning algorithms. Feature importance analysis was conducted to identify key predictors. RESULTS The ANN models demonstrated AUCs of 0.74 for potency and 0.68 for continence prediction, outperforming other algorithms. Feature importance analysis identified variables such as age, comorbidities, and preoperative scores as significant predictors for both outcomes. CONCLUSION AI-based models show potential in predicting postoperative functional outcomes following RARP. Continued efforts in optimizing models and exploring additional factors are needed to improve predictive accuracy and clinical applicability. Multi-center studies and larger datasets will further contribute to enhancing the value of AI in clinical decision-making for prostate cancer treatment.
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Affiliation(s)
- S Saikali
- AdventHealth Global Robotics Institute, FL, USA.
| | - S Reddy
- AdventHealth Global Robotics Institute, FL, USA
| | | | | | - A Dyer
- Andor® Health, Orlando, FL, USA
| | - A Gamal
- AdventHealth Global Robotics Institute, FL, USA
| | - A Jaber
- AdventHealth Global Robotics Institute, FL, USA
| | - M Moschovas
- AdventHealth Global Robotics Institute, FL, USA; University of Central Florida (UCF), FL, USA
| | - T Rogers
- AdventHealth Global Robotics Institute, FL, USA
| | | | | | | | - P Patel
- Andor® Health, Orlando, FL, USA
| | - V Patel
- AdventHealth Global Robotics Institute, FL, USA; University of Central Florida (UCF), FL, USA
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Omidele O, Elkun Y, Connors C, Eraky A, Mehrazin R. Narrative Review of Single-Port Surgery in Genitourinary Cancers. Cancers (Basel) 2025; 17:334. [PMID: 39941706 PMCID: PMC11815725 DOI: 10.3390/cancers17030334] [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: 12/11/2024] [Revised: 01/04/2025] [Accepted: 01/15/2025] [Indexed: 02/16/2025] Open
Abstract
BACKGROUND The da Vinci single-port (SP) platform is emerging as the latest innovation in minimally invasive surgery and its utilization in treating urologic malignancies continues to expand. METHODS A search was conducted in PubMed, MEDLINE, and ScienceDirect. The final set includes 40 academic articles. RESULTS Research on single-port surgery for genitourinary cancer is still an emerging topic. We divided the topic into the following categories: radical prostatectomy, radical cystectomy, nephrectomy, and nephroureterectomy. CONCLUSIONS The single-port platform provides urologists with another tool to tackle more complex surgical cases and pathologies with the added improvements of decreased length of stay and increased pain tolerance for patients.
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Affiliation(s)
- Olamide Omidele
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; (Y.E.); (C.C.); (A.E.); (R.M.)
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Wu Z, Wang Z, Moschovas MC, Bertolo R, Campi R, Rivas JG, Wei Y, Xia D, Xu B, Zhu Q, Teoh JYC, Gandaglia G, Amparore D, Porpiglia F, Patel V, Wang L. Robot-assisted Single-port Radical Prostatectomy with the SHURUI SP and da Vinci SP Platforms: Comparison of the Technology, Intraoperative Performance, and Outcomes. EUR UROL SUPPL 2024; 67:26-37. [PMID: 39113717 PMCID: PMC11304864 DOI: 10.1016/j.euros.2024.07.107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/02/2024] [Indexed: 08/10/2024] Open
Abstract
Background and objective The purpose-built SHURUI single-port (SP) robotic platform has recently been introduced for several procedures in urology, general surgery, and gynecology. However, comparative evidence on its performance in relation to earlier models such as the da Vinci SP is lacking. Our aim was to compare the step-by-step techniques and 1-yr outcomes for radical prostatectomy (RP) between the SHURUI SP and da Vinci SP robots. Methods Data were retrieved from two prospectively maintained databases. The SHURUI SP robot was used to perform RP in 34 patients in China (September 2021 to August 2022); the da Vinci SP robot was used to perform 100 consecutive RP cases in the USA (June 2019 to October 2020). A comparative analysis was conducted before and after 1:1 propensity score matching for age, body mass index, American Urological Association symptom score, prostate size, prostate-specific antigen (PSA) levels, biopsy grade group, and D'Amico risk group. Intraoperative performance and short-term oncological and continence outcomes were compared between the groups. Biochemical recurrence was defined as two consecutive postoperative PSA levels >0.2 ng/ml. Continence was defined as full recovery of urinary control without the use of pads. The Kaplan-Meier method was used to estimate continence recovery curves, and a log-rank test for trend was used to detect ordered differences in continence recovery between the SHURUI SP and da Vinci SP groups after surgery. Key findings and limitations For the matched SHURUI and da Vinci groups, median age (69 vs 69 yr), median PSA (8.4 vs 7.1 ng/ml), and the proportion of patients with low-risk (33.3% vs 29.6%), intermediate-risk (66.7% vs 63%), and high-risk disease (0% vs 7.4%) were comparable (all p > 0.05). All surgeries were successfully accomplished without conversion. A higher percentage of cases in the SHURUI group involved extraperitoneal access (81.5% vs 0%; p < 0.001) and a pure SP approach (25.9% vs 0%; p = 0.01), while a higher percentage of cases in the da Vinci group had nerve-sparing surgery. The median total operative (215 vs 110 min; p < 0.001) and median console time (162 vs 75 min; p < 0.001) were significantly longer in the SHURUI group. No intraoperative or major postoperative complications were observed in either group. Rates of positive surgical margins (18.5% vs 14.8%; p = 1.0) and extraprostatic extension (14.8% vs 29.6%; p = 0.19) were similar. At median follow-up of 13.5 versus 15.9 mo, none of the patients had experienced biochemical recurrence. At 1 yr after surgery, the continence rate was 96.3% in both groups. Conclusions Despite differences in driving mechanisms between the two SP robotic systems, RP can be performed safely and effectively with the SHURUI RP robot during the initial learning phase, with similar short-term oncological and continence outcomes to those with the da Vinci SP robot. Patient summary We compared two surgical robots (SHURUI SP and da Vinci SP) used to perform robotic surgery to remove the prostate through a single keyhole incision instead of multiple incisions. Our results show comparable technology and similar surgical and short-term cancer control outcomes for the two robots.
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Affiliation(s)
- Zhenjie Wu
- Department of Urology, Changhai Hospital, Naval Medical University, Shanghai, China
- European Association of Urology Young Academic Urologists, Arnhem, The Netherlands
| | - Zheng Wang
- Department of Urology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Marcio Covas Moschovas
- European Association of Urology Young Academic Urologists, Arnhem, The Netherlands
- Global Robotics Institute, AdventHealth, Celebration, FL, USA
- University of Central Florida, Orlando, FL, USA
| | - Riccardo Bertolo
- European Association of Urology Young Academic Urologists, Arnhem, The Netherlands
- Department of Urology, University of Verona, Azienda Ospedaliera Universitaria Integrata, Verona, Italy
| | - Riccardo Campi
- European Association of Urology Young Academic Urologists, Arnhem, The Netherlands
- Unit of Urological Robotic Surgery and Renal Transplantation, University of Florence, Careggi Hospital, Florence, Italy
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Juan Gómez Rivas
- European Association of Urology Young Academic Urologists, Arnhem, The Netherlands
- Department of Urology, Hospital Clinico San Carlos, Madrid, Spain
| | - Yong Wei
- Department of Urology, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
- Department of Urology, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China
| | - Dan Xia
- Department of Urology, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Bin Xu
- Department of Urology, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Qingyi Zhu
- Department of Urology, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
- Department of Urology, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China
| | - Jeremy Yuen-Chun Teoh
- European Association of Urology Young Academic Urologists, Arnhem, The Netherlands
- S. H. Ho Urology Centre, Department of Surgery, The Chinese University of Hong Kong, Hong Kong, China
- Department of Urology, Medical University of Vienna, Vienna, Austria
| | - Giorgio Gandaglia
- European Association of Urology Young Academic Urologists, Arnhem, The Netherlands
- Department of Urology, Division of Experimental Oncology, Urological Research Institute, IRCCS Ospedale San Raffaele, Milan, Italy
- Department of Clinical Oncology, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Daniele Amparore
- European Association of Urology Young Academic Urologists, Arnhem, The Netherlands
- Division of Urology, Department of Oncology, School of Medicine, San Luigi Hospital, University of Turin, Orbassano, Italy
| | - Francesco Porpiglia
- Division of Urology, Department of Oncology, School of Medicine, San Luigi Hospital, University of Turin, Orbassano, Italy
| | - Vipul Patel
- Global Robotics Institute, AdventHealth, Celebration, FL, USA
- University of Central Florida, Orlando, FL, USA
| | - Linhui Wang
- Department of Urology, Changhai Hospital, Naval Medical University, Shanghai, China
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Soputro NA, Kaouk J. Single-port robot-assisted radical prostatectomy. World J Urol 2024; 42:245. [PMID: 38643347 PMCID: PMC11032265 DOI: 10.1007/s00345-024-04914-5] [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: 06/26/2023] [Accepted: 09/01/2023] [Indexed: 04/22/2024] Open
Abstract
PURPOSE To provide a comprehensive update on the different techniques and outcomes of contemporary Single-Port (SP) Robotic Radical Prostatectomy (RARP) approaches. METHODS A literature review was performed to identify cohort studies that have utilized the purpose-built SP robotic platform (Intuitive Surgical Inc., Sunnyvale, California) for RARP. All published approaches of SP-RARP were included in our review. Baseline clinical, perioperative, and postoperative oncological and functional outcomes were collected from the included studies. RESULTS A total of 16 studies involving 1159 patients were identified. To date, five approaches of SP-RARP have been described, namely Transperitoneal, Extraperitoneal, Retzius-Sparing, Transperineal, and Transvesical. The surgical steps and clinical outcomes of the aforementioned approaches were discussed. While operating times were still faster in the Transperitoneal and Extraperitoneal cohorts, the novel and more regionalized Transvesical approach allowed for radical prostatectomy to be pursued in more patients with previous abdominal surgeries and contributed to significantly improved postoperative outcomes, including the earlier return of urinary continence and with most patients being discharged on the same day without any opioids. CONCLUSION Based on the existing literature, the introduction of SP-RARP not only enriched the repertoire of minimally-invasive surgical treatment options for prostate cancer but also provided the opportunity for urologists to develop new techniques that can improve perioperative outcomes and postoperative quality of life. Given the limited number of patients and heterogeneity in the patient selection and reporting of postoperative outcomes, further research remains necessary to better understand the different benefits and improve patient selection algorithms for the different techniques.
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Affiliation(s)
- Nicolas A Soputro
- Glickman Urological & Kidney Institute, Cleveland Clinic, 9500 Euclid Avenue, Glickman Tower, Q10, Cleveland, OH, 44195, USA
| | - Jihad Kaouk
- Glickman Urological & Kidney Institute, Cleveland Clinic, 9500 Euclid Avenue, Glickman Tower, Q10, Cleveland, OH, 44195, USA.
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Moschovas MC, Loy D, Patel E, Sandri M, Moser D, Patel V. Comparison between intra- and postoperative outcomes of the da Vinci SP and da Vinci Xi robotic platforms in patients undergoing radical prostatectomy. J Robot Surg 2023; 17:1341-1347. [PMID: 36930424 DOI: 10.1007/s11701-023-01563-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 03/05/2023] [Indexed: 03/18/2023]
Abstract
The new SP robot incorporates a single trocar that houses a flexible camera and three bi-articulated arms, which minimize the number of incisions needed to assess the surgical site, allowing for a less invasive procedure. To compare the postoperative pain scale and outcomes in patients with similar demographic characteristics undergoing robotic-assisted radical prostatectomy (RARP) with SP and Xi robots, One-hundred consecutive patients undergoing RARP with the SP robot were matched, using a propensity score (PS), with 100 patients from a cohort of 1757 who were operated on with the da Vinci Xi from June 2019 to January 2021. We described and compared the perioperative pain scores and outcomes of both groups. The SP group had less blood loss (50 cc vs. 62.5 cc, P < 0.001) and longer operative time (114 min. vs. 94 min, P < 0.001). The only period we could show a difference in postoperative pain scores was 6 h after surgery, with a small advantage for the SP (2 vs. 2.5, P < 0.001). Both groups had satisfactory postoperative continence recovery, 91% vs. 90% for the SP and Xi, respectively. The groups had a mean follow-up of 24.5 and 22 months for SP and Xi, respectively. The tumor stage and percentage of positive surgical margins were similar between groups (15% vs. 15%, P = 1). Patients undergoing RARP with the SP had longer operative times with less blood loss than the Xi. However, despite the lower number of abdominal incisions on the SP, the groups had similar intraoperative performance, and we were unable to demonstrate clinically significant differences in postoperative pain scores between the groups 6, 12, and 18 h after surgery.
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Affiliation(s)
- Marcio Covas Moschovas
- AdventHealth Global Robotics Institute, 380 Celebration Place Suite # 410, Celebration, FL, 34747, USA.
- University of Central Florida (UCF), Orlando, FL, USA.
| | - David Loy
- AdventHealth Global Robotics Institute, 380 Celebration Place Suite # 410, Celebration, FL, 34747, USA
| | - Evan Patel
- AdventHealth Global Robotics Institute, 380 Celebration Place Suite # 410, Celebration, FL, 34747, USA
| | - Marco Sandri
- Big and Open Data Innovation Laboratory (BODaI-Lab) and Data Methods and Systems Statistical, Brescia, Italy
| | - Daniel Moser
- Hospital e Maternidade Brasil, Santo Andre, Brazil
| | - Vipul Patel
- AdventHealth Global Robotics Institute, 380 Celebration Place Suite # 410, Celebration, FL, 34747, USA
- University of Central Florida (UCF), Orlando, FL, USA
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Moschovas MC, Corder C, Patel V. Robotic-assisted radical prostatectomy with a single port platform: current and future perspectives of a referral center. Int Braz J Urol 2022; 48:864-866. [PMID: 35838512 PMCID: PMC9388179 DOI: 10.1590/s1677-5538.ibju.2022.9978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 07/04/2022] [Indexed: 11/21/2022] Open
Affiliation(s)
- Marcio Covas Moschovas
- AdventHealth Global Robotics InstituteCelebrationFLUSAAdventHealth Global Robotics Institute, Celebration, FL, USA
- University of Central FloridaOrlandoFLUSAUniversity of Central Florida (UCF), Orlando, FL, USA
| | - Cathy Corder
- AdventHealth Global Robotics InstituteCelebrationFLUSAAdventHealth Global Robotics Institute, Celebration, FL, USA
| | - Vipul Patel
- AdventHealth Global Robotics InstituteCelebrationFLUSAAdventHealth Global Robotics Institute, Celebration, FL, USA
- University of Central FloridaOrlandoFLUSAUniversity of Central Florida (UCF), Orlando, FL, USA
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Moschovas MC, Brady I, Jaber AR, Zeinab MA, Kaviani A, Kaouk J, Crivellaro S, Joseph J, Mottrie A, Patel V. Da Vinci SP radical prostatectomy: a multicentric collaboration and step-by-step techniques. Int Braz J Urol 2022; 48:728-729. [PMID: 35363458 PMCID: PMC9306363 DOI: 10.1590/s1677-5538.ibju.2022.99.15] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 03/29/2022] [Indexed: 11/21/2022] Open
Abstract
INTRODUCTION Several techniques of robotic-assisted radical prostatectomy (RARP) using the da Vinci SP (SP) have been described since its clearance by the FDA (Food and Drug Administration) in 2018 (1, 2). Even with the expanding literature about this robot, the SP technology has been restricted to a few centers in the US and Asia due to the recent release of this robot in the marked.3 In this scenario, we provided, in this video compilation, a consensus of SP referral centers describing the current approaches and techniques of da Vinci SP Radical prostatectomy (SP-RARP). SURGICAL TECHNIQUE We have illustrated five different techniques, including transperitoneal, extraperitoneal, Retzius-sparing, transvesical, and transperineal (4-6). Each surgery demonstrated crucial steps from the trocar placement until anastomosis. All approaches follow anatomic concepts and landmarks to minimize positive surgical margins, optimize oncological outcomes and promote optimal functional recovery. The trocar placement and the use of an assistant port were selected according to the operative technique of each institution. None of these surgeries had intra- or postoperative complications, and the pain management until discharge was controlled without using narcotics. All patients were discharged in less than 16 hours of surgery. CONCLUSION Robotic-assisted radical prostatectomy performed with the da Vinci SP is feasible and safe with optimal perioperative outcomes. Five different approaches were described in this video compilation, and we believe that the technical details provided by this multicentric collaboration are crucial for centers willing to initiate the SP approach to radical prostatectomy.
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Affiliation(s)
- Marcio Covas Moschovas
- AdventHealth Global Robotics InstituteCelebrationUSAAdventHealth Global Robotics Institute (GRI), Celebration, USA;,University of Central FloridaOrlandoUSA University of Central Florida (UCF), Orlando, USA;
| | - Isabella Brady
- AdventHealth Global Robotics InstituteCelebrationUSAAdventHealth Global Robotics Institute (GRI), Celebration, USA;
| | - Abdel Rahman Jaber
- AdventHealth Global Robotics InstituteCelebrationUSAAdventHealth Global Robotics Institute (GRI), Celebration, USA;
| | - Mahmoud Abou Zeinab
- Glickman Urological & Kidney InstituteCleveland ClinicClevelandUSAGlickman Urological & Kidney Institute, Cleveland Clinic, Cleveland, USA;
| | - Aaron Kaviani
- Glickman Urological & Kidney InstituteCleveland ClinicClevelandUSAGlickman Urological & Kidney Institute, Cleveland Clinic, Cleveland, USA;
| | - Jihad Kaouk
- Glickman Urological & Kidney InstituteCleveland ClinicClevelandUSAGlickman Urological & Kidney Institute, Cleveland Clinic, Cleveland, USA;
| | - Simone Crivellaro
- University of IllinoisChicagoUSAUniversity of Illinois, Chicago, USA;
| | - Jean Joseph
- University of RochesterNew YorkUSA University of Rochester, New York, USA;
| | - Alexandre Mottrie
- OLV HospitalORSI AcademyAalstBelgium OLV Hospital/ ORSI Academy, Aalst, Belgium
| | - Vipul Patel
- AdventHealth Global Robotics InstituteCelebrationUSAAdventHealth Global Robotics Institute (GRI), Celebration, USA;,University of Central FloridaOrlandoUSA University of Central Florida (UCF), Orlando, USA;
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