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Applications of artificial intelligence in robot-assisted surgery: a systematic review.

To characterize applications of artificial intelligence (AI) in robot-assisted surgery, summarize technical and clinical performance, and assess the quality of the available evidence. PubMed, Web of Science Core Collection, and Scopus were searched for English-language journal articles published from 1 January 2020 through 31 October 2025. Randomized, observational, model-development, validation, and feasibility studies evaluating AI in robot-assisted surgery or closely related image-guided minimally invasive workflows were eligible. Two reviewers independently performed study selection, data extraction, and risk-of-bias assessment. Owing to heterogeneity in surgical procedures, AI tasks, analytical units, validation strategies, and outcomes, findings were synthesized descriptively without statistical pooling. The review was registered in the International Prospective Register of Systematic Reviews (CRD420251175699). Seventeen studies were included: seven clinical prediction or decision-support studies, eight intraoperative recognition, segmentation, or image-guided studies, and two training or workflow studies. Five prediction studies reported area-under-the-curve values of 0.74-0.95. Technical studies reported F1 or Dice scores of 0.525-0.995 and task-specific accuracies of 0.840-0.998. Two randomized studies suggested benefits for personalized suturing feedback and automated camera control, but neither established improved patient outcomes. Only one study had low overall risk of bias; the remaining studies were at high or unclear risk or raised some concerns. AI applications in robot-assisted surgery show promise for prediction, intraoperative perception, training, and workflow support. Evidence primarily demonstrates technical feasibility rather than established clinical effectiveness. Independent multicenter validation and prospective evaluation of patient, educational, and workflow outcomes are required before widespread implementation.

Robotic Surgical Procedures

Transabdominal lumbar approach (TALA) versus retroperitoneal approach for robot-assisted renal surgery: a prospective randomised controlled trial.

PURPOSE: Common robotic nephrectomy approaches access the kidney via transperitoneal (TP) or retroperitoneal (RP) routes, each with distinct trade-offs. We developed the transabdominal lumbar approach (TALA), combining advantages of both accesses with improved visualisation and strategic trocar placement, and compared it with conventional RP in a prospective randomised controlled trial using technique-oriented intraoperative endpoints. METHODS: In this single-centre, prospective, open-label RCT, 40 patients were randomised to TALA (n = 18) or conventional RP (n = 22). Eligible patients were ≥ 18 years with a renal tumour or non-functional kidney requiring robot-assisted total or partial nephrectomy. Exclusions included prior surgery on the affected kidney, renal vein tumour thrombus, and pregnancy. Both groups were followed for 30 days. The primary endpoint was time from first skin incision to renal artery identification. RESULTS: TALA achieved a median time saving of 16 min compared to conventional RP (38 vs. 54 min, p = 0.001). Perioperative safety was comparable between groups, with three patients (7.5%) experiencing Clavien-Dindo grade III-IV complications. CONCLUSIONS: TALA met its primary endpoint with a significantly shorter time to renal artery identification than conventional RP access, and improving perceived surgical exposure and instrument handling.

Humans

Post-operative pain, nausea, vomiting and optic nerve sheath diameter following total intravenous versus inhalational anesthesia for adults undergoing robotic transabdominal surgery - a systematic review and meta- analysis.

BACKGROUND: The introduction of robotic-assisted abdominal surgery is aimed at reducing the primary and secondary adverse outcomes. Anesthesia in robotic surgery varies from anesthesia for open or laparoscopic surgical procedures. The choice of anesthesia influences the perioperative control of pain, nausea, vomiting, and Optic nerve sheath diameter (ONSD). The purpose of this systematic review was to assess outcome variation in patients undergoing transabdominal robot-assisted surgery done under total intravenous anesthesia or inhalational anesthesia. METHODOLOGY: We searched the Cochrane Central Register of Controlled Trials, PubMed, and Google Scholar (January, 2017 to June, 2024). Search terms included "Anesthesia", "Robotics", "prostatectomy", hysterectomy", "nephrectomy", "cholecystectomy" and "cystectomy" with the Boolean operators "AND" and "OR". We searched for randomized controlled trials (RCTs) including adults of both genders aged 18 years and above, who underwent transabdominal robotic-assisted laparoscopic surgery and targeting the consequences related to TIVA or inhalational anesthesia. We reviewed titles and abstracts and proceeded to full-text articles of the eligible studies relevant to inclusion criteria. Mean and standard deviations with 95% CI were calculated. Forest plots were used to present data visually. RESULTS: Six studies (340 patients) were included. We found only one study in which post-operative pain was assessed and results favored intravenous anesthesia in robotic transabdominal surgery. Only two studies reported post-operative nausea and vomiting (PONV). Both studies stated that PONV is reported in few patients in the inhalation anesthesia group. We found evidence suggesting that change in ONSD measurements at 10 min after induction (MD 0.04,95% CI -0.02 to 0.11 p = 0.19) and 40-60 min after Trendelenburg position (MD -0.26, 95% CI -0.34 to 0.17, p = 0.16) are much less in intravenous anesthesia group than in inhalation anesthesia group. Total intravenous anesthesia maintains the ONSD and hence the ICP better than inhalational anesthesia in robotic transabdominal surgery with CO2 pneumoperitoneum in Trendelenburg positioning requirements. It would be a safer choice than inhalational anesthesia due to fewer adverse events. CONCLUSION: This review concludes that TIVA is a better choice than inhalational anesthesia for transabdominal robotic-assisted surgery in urology, gynecology, and gastroenterology in both male and female patients.

Humans

Beyond da Vinci: a systematic review of next-generation multiport robotic platforms in pediatric surgery.

As robotic surgery expands beyond the da Vinci platform, the relevance of new-generation systems to pediatric patients remains uncertain. This review examined the technical characteristics, applications, and perioperative outcomes of alternative multiport robotic platforms in children. PubMed/MEDLINE, Web of Science, Scopus, and the Cochrane Library were searched through 28 February 2026 in accordance with PRISMA 2020. Owing to clinical heterogeneity, findings were synthesized narratively, with Wilson 95% confidence intervals for key binary outcomes. Six studies reported 166 patients across 27 procedure types. Senhance accounted for 164 patients, while Hugo RAS and Hinotori were each represented by one patient. Ages ranged from 15 days to 17 years and weights from 3.8 to more than 100 kg. Senhance was the only platform used with 3-mm robotic instruments. Conversion or planned escalation occurred in 19 patients (11.4%; 95% CI, 7.5-17.2%). Four intraoperative complications were reported (2.4%; 95% CI, 0.9-6.0%). Across all reports, 20 patients experienced postoperative complications (12.0%; 95% CI, 7.9-17.9%). In the largest cohort, seven patients required reintervention (4.6%; 95% CI, 2.2-9.2%) and seven were readmitted (4.6%; 95% CI, 2.2-9.2%). No deaths or comparative pediatric studies were reported. Published experience remains sparse and is almost entirely limited to Senhance. Current evidence describes early clinical use without establishing comparative safety, effectiveness, or platform superiority. Prospective multicenter studies with standardized reporting are needed.

Humans

RADA16 as a novel hemostatic and regenerative agent in urology: European Association of Urology endourology up-to-date overview.

PURPOSE OF REVIEW: Self-assembling peptide (SAP) hydrogels represent a novel class of synthetic biomaterials with growing relevance in surgery. Among them, the ion-complementary peptide RADA16 has gained attention as an athermal, transparent, and biocompatible hemostatic agent. While its use is increasingly reported in multiple surgical specialties, evidence specific to urology remains fragmented. This review aims to summarize the physicochemical properties, mechanisms of action, and current clinical evidence for RADA16-based hydrogels, with a particular focus on urological applications. RECENT FINDINGS: RADA16 rapidly self-assembles into a transparent, extracellular-matrix-like nanofibrillar hydrogel upon exposure to physiological fluids, providing effective local hemostasis without reliance on the coagulation cascade. Preclinical and clinical data from other surgical fields demonstrate rapid bleeding control, favorable safety, and potential regenerative effects. Emerging urological evidence suggests that RADA16 is effective in managing hemorrhagic cystitis, radiation-induced hematuria, and bleeding during prostate surgery, including robot-assisted radical prostatectomy and benign prostate surgery. Beyond hemostasis, RADA16 may support wound healing and promotion of re-epithelialization. However, the current evidence base is limited by small sample sizes, lack of comparative studies, heterogeneous methodologies, and short follow-up. SUMMARY: RADA16-based hydrogels represent a promising adjunctive hemostatic option in urology, offering technical advantages such as transparency, absence of thermal injury, minimal swelling, and applicability in confined or high-risk settings. Robust prospective, comparative, and cost-effectiveness studies are required to define its definitive role in routine urological practice.

Humans

Robot-assisted bladder diverticulectomy in adults: a systematic review and pooled analysis of perioperative and functional outcomes.

Robot-assisted bladder diverticulectomy (RABD) is used for symptomatic acquired bladder diverticula, but evidence is dispersed across small single-centre series and the only dedicated systematic review dates from 2010. We reviewed contemporary perioperative and functional outcomes of RABD. Following a protocol registered on the Open Science Framework ( https://doi.org/10.17605/OSF.IO/54CFT ), PubMed, Embase, the Cochrane Library, Scopus and Web of Science were searched from inception to 30 August 2026 (initial search June 2026, re-run and broadened for this version), following PRISMA 2020. Eligible studies were original series of five or more adults undergoing robot-assisted bladder diverticulectomy reporting extractable outcomes. Two reviewers independently screened, extracted data and appraised risk of bias with the Joanna Briggs Institute checklist for case series, with third-reviewer adjudication. Binary outcomes were pooled as proportions with Wilson 95% confidence intervals (CI); continuous outcomes were summarised as patient-number-weighted descriptive values, because mixed median/mean reporting and clinical heterogeneity precluded a formal pooled-effect meta-analysis. Twelve studies (146 patients) were included and all outcomes were extracted from the full-text reports. A transperitoneal route was used throughout. There were no conversions to open surgery (0/129; 95% CI 0-2.9%). Major complications (Clavien-Dindo ≥ III) occurred in 3.0% (4/135; 95% CI 1.2-7.4%). Patient-number-weighted descriptive values (combining study-level medians and means, and therefore not a pooled mean) were: operative time 163 min, blood loss 99 mL, length of stay 3.6 days and catheter duration 7.7 days. Symptom scores and post-void residual improved in every reporting series, significantly in five. The single non-randomised comparison with open surgery reported fewer major complications after RABD (5% [1/20] vs. 50% [3/6], p = 0.007), but the open arm comprised only six patients and this finding should not be regarded as comparative evidence. Across these series, RABD was feasible with low reported short-term morbidity in selected patients: no conversions to open surgery were recorded in the studies reporting conversion status, the major-complication rate was low, and symptom scores and post-void residual improved in every series that measured them. A minority of patients had an incidentally detected intradiverticular tumour; oncological outcomes were not an endpoint of this review. Evidence remains limited by small, heterogeneous, mostly retrospective series, so these findings should be read as descriptive; prospective comparative data are warranted.

Humans

Robot-assisted versus freehand cannulated-screw fixation for femoral neck fractures: a systematic review of technical, clinical and adoption outcomes.

Robot-assisted guidance may improve the technical precision of percutaneous cannulated-screw fixation for femoral neck fractures. Whether these procedural advantages translate into better clinical outcomes remains uncertain. We compared robot-assisted and conventional freehand fixation in adults with femoral neck fractures. MEDLINE, Embase and CINAHL were searched from inception to 15 July 2026 without language restrictions. Google Scholar was used only as a supplementary search source, together with forward and backward citation searching. Comparative studies of robot-assisted versus freehand fluoroscopy-guided cannulated-screw fixation were included. Risk of bias was assessed using RoB 2 and ROBINS-I, with the Newcastle-Ottawa Scale used as a complementary appraisal of non-randomised studies. Random-effects meta-analyses included prediction intervals and prespecified sensitivity analyses. The protocol was registered prospectively (PROSPERO CRD420261465038). Sixteen comparative studies involving 1,293 participants were included. Of these, 597 underwent robot-assisted fixation and 696 underwent freehand fixation. Two studies reporting random allocation and 14 non-randomised studies were included in the study. Robot-assisted fixation was associated with fewer guide-wire manipulations, greater screw-placement accuracy and 13.9 fewer fluoroscopic acquisitions per procedure (95% confidence interval [CI] -20.3 to -7.5). Earlier radiographic healing and modestly higher final Harris Hip Scores were also observed. Pooled estimates suggested lower risks of union failure, avascular necrosis and composite complications. Fluoroscopy duration, overall operative time and reoperation did not differ significantly. Heterogeneity was substantial for several continuous outcomes, with prediction intervals crossing the null for several estimates, indicating that the magnitude of benefit varied considerably between studies. Some clinical associations were also sensitive to eligibility-restricted analyses. Robot-assisted cannulated-screw fixation improves technical execution compared with freehand fixation. Patient-important clinical superiority and economic value have not been established, and evidence concerning learning curves, operator acceptability and system reliability remains insufficient. Current evidence does not support routine widespread adoption; adequately powered multicentre randomised trials incorporating economic and implementation evaluation are required.

Humans

Risk factors and management strategies for needle disengagement from the visual field in pediatric robot-assisted laparoscopic pyeloplasty.

OBJECTIVE: This study aimed to identify risk factors for suture needle disengagement from the visual field during pediatric robot-assisted laparoscopic pyeloplasty (RALP) and propose effective strategies for prevention and management. METHODS: A retrospective cohort study analyzed clinical data from 339 pediatric patients who underwent RALP for ureteropelvic junction obstruction (UPJO) at a single institution between August 2017 and December 2020. Patients were categorized based on the occurrence of needle disengagement from the visual field. Various patient demographics and surgical procedural factors were evaluated. Univariate and multivariate logistic regression, along with LASSO regression, identified independent risk and protective factors. RESULTS: Needle disengagement occurred in 38 (11.21%) of 339 cases. Multivariate logistic regression identified five independent risk factors for needle disengagement: use of a 3-mm auxiliary trocar (OR = 4.69, 95% CI: 1.98-12.53, P < 0.001), non-standard needle holder use (OR = 2.32, 95% CI: 1.04-5.18, P = 0.038), unshaped suture needles (OR = 3.16, 95% CI: 1.44-7.19, P = 0.005), simultaneous use of &#x2265;2 intra-abdominal sutures (OR = 2.46, 95% CI: 1.15-5.48, P = 0.023), and clamping the needle shank during withdrawal (OR = 3.42, 95% CI: 1.40-8.21, P = 0.006). Conversely, sufficient assistant experience (>10 cases) was identified as a protective factor (OR = 0.39, 95% CI: 0.18-0.88, P = 0.021). CONCLUSION: Suture needle disengagement from the visual field during pediatric RALP is associated with specific technical and instrumental factors. Implementing targeted strategies-such as mandating specialized needle holders, preoperative needle shaping, a single-needle workflow, prioritizing clamping the suture thread over the needle shank during withdrawal, and ensuring adequate assistant training-has the potential to significantly reduce significantly mitigate the risk of needle loss and enhance overall surgical safety in pediatric RALP.

Humans

Perioperative safety and survival outcomes of robot-assisted partial nephrectomy in elderly patients with localized renal cell carcinoma: an overlap-weighted Asian cohort study.

The value of robot-assisted partial nephrectomy (RAPN) in elderly Asian patients with localized renal cell carcinoma (RCC) remains insufficiently defined. We retrospectively analyzed 339 patients (&#x2265;&#x2009;70 years) with localized RCC treated at a single Asian center between 2015 and 2025, including 119 undergoing partial nephrectomy (PN) and 220 undergoing radical nephrectomy (RN). Propensity score overlap weighting (OW) was applied to compare PN versus RN and, within the PN cohort, RAPN versus laparoscopic partial nephrectomy (LPN). Three open partial nephrectomy cases were summarized descriptively and retained only in exploratory sensitivity analyses. Weighted logistic regression and Cox models with robust standard errors evaluated Clavien-Dindo grade&#x2009;&#x2265;&#x2009;II complications and overall survival (OS). After OW, PN was associated with better early postoperative renal functional preservation than RN but a greater incidence of grade&#x2009;&#x2265;&#x2009;II complications (36.4% vs. 17.6%; weighted p&#x2009;<&#x2009;0.001); OS was similar. Within the PN cohort, RAPN had longer operative time than LPN (weighted p&#x2009;=&#x2009;0.030), whereas warm ischemia time, early postoperative eGFR, and grade&#x2009;&#x2265;&#x2009;II complications (31.8% vs. 40.4%; weighted p&#x2009;=&#x2009;0.414) were not significantly different. Exploratory analyses favored RAPN, but only one death occurred in this group, and residual confounding remains possible. PN may preserve early renal function in selected older patients, while RAPN appears feasible in experienced centers; its survival association remains hypothesis-generating.

Humans

Age is Just a Number: Outcomes of Robotic Hiatal Hernia Repair in Octogenarians.

BACKGROUND: Robot-assisted hiatal hernia repair has become increasingly popular in high-risk populations as a relatively low-risk, minimally invasive surgical option. As life expectancy rises, more octogenarians are being considered for surgery despite age-related comorbidities. However, data on the safety and efficacy of robotic repair in this population are limited. This single-center retrospective study evaluates postoperative outcomes and complications after robotic hiatal hernia repair in octogenarians. METHODS: Patients aged &#x2265;80 years who underwent repair between 2017 and 2024 were propensity score-matched in a 1:3 ratio to those <80 years based on sex, body mass index, hernia type, and surgery type. Multivariable regression analyses were used to assess differences in hospital stay and postoperative outcomes, with significance set at P < .05. RESULTS: A total of 302 patients underwent robotic hiatal hernia repair, including 78 patients aged &#x2265;80 years and 224 aged <80 years. The &#x2265;80 group had a median age of 83 years compared with 69 years (P < .001), with no differences in sex, body mass index, hernia, or surgery type. There were no significant differences in total hospital hours (30 vs 31, P = .11), postoperative events (5.4% vs 7.7%, P = .42), or 30-day readmissions (2.2% vs 5.1%, P = 24). No mortality was observed in either group. Age was not a significant factor for postoperative events on multivariable regression analysis. CONCLUSIONS: Surgical outcomes did not differ significantly between patients aged &#x2265;80 and <80 years who underwent robot-assisted hiatal hernia repair. Elective robotic-assisted hiatal hernia repair is safe in carefully selected octogenarians.

Journal Article

Robotic assistance in total hip arthroplasty: a systematic review and meta-analysis of leg length, cup orientation, and early outcomes.

This review examined whether robotic assistance alters postoperative leg-length discrepancy (LLD), acetabular cup orientation, or early hip-specific outcomes relative to conventional total hip arthroplasty (THA). We searched PubMed and Web of Science through May 2026 for comparative English-language reports. Study eligibility, data extraction, and methodological appraisal were undertaken independently by two reviewers. Mean differences (MDs) and 95% confidence intervals (CIs) were calculated in Review Manager 5.4. Model selection was based on the target estimand and anticipated clinical and methodological diversity; leave-one-out and alternative-model sensitivity analyses were undertaken for heterogeneous outcomes. The protocol is registered with PROSPERO (CRD420261454043). The review included seven studies and 968 participants. Compared with conventional THA, robot-assisted THA yielded a smaller postoperative LLD (MD = -2.02, 95% CI -3.46 to -0.58; P = 0.006) and a higher Harris Hip Score (MD = 2.96, 95% CI 1.12 to 4.80; P = 0.002). Mean cup anteversion was lower in the robotic group (MD = -1.52, 95% CI -2.29 to -0.76; P < 0.0001), whereas cup inclination did not differ (MD = -0.71, 95% CI -3.26 to 1.83; P = 0.58). The robotic group also had higher Forgotten Joint Score (MD = 14.68, 95% CI 5.02 to 24.33; P = 0.003) and Oxford Hip Score values (MD = 2.61, 95% CI 0.71 to 4.51; P = 0.007). Robotic assistance was linked to a modest improvement in leg-length restoration and to higher scores on several early functional measures. The limited number of studies, predominance of nonrandomized designs, and marked heterogeneity in some analyses temper the certainty of these findings.

Humans

Real-time intraoperative perfusion assessment using indocianine green in pediatric extrinsic ureteropelvic junction obstruction with crossing vessel.

INTRODUCTION: In vascular hitch (VH) particular attention must be paid to preserving lower pole perfusion. Hypoperfusion is normally excluded by macroscopic visual assessment of parenchyma appearance. Our aim is to explore the possible role of indocyanine green (ICG) in highlighting focal hypoperfusion. MATERIALS AND METHODS: This prospective study included pediatric patients with UPJO caused by crossing vessels, treated with robot-assisted VH. Intraoperative evaluation assessed UPJ appearance, reduction of hydronephrosis after vessel mobilization, and the adequacy of pelvic drainage during diuretic testing. ICG was used to assess renal perfusion via NIRF imaging. A 25 mg ICG solution was prepared in 10 mL and administered in 1 mL doses. Fluorescence distribution, operative time, and complications were recorded. Follow-up at 3, 6, and 12 months included clinical evaluations, blood pressure measurements, and Doppler ultrasound. RESULTS: Eight patients (median age 8years) were enrolled between October 2023 and February 2025. ICG assessed renal perfusion post-procedure; one case of focal hypoperfusion due to vessel tension was resolved with intraoperative revision. At a median follow-up of 18 months, no hypertension, pain, or UTIs were observed. Ultrasound demonstrated improved hydronephrosis and normal Doppler flow. CONCLUSION: ICG angiography is a safe and effective tool for the real-time assessment of renal perfusion during pediatric VH procedures.

Humans