Khanna, Abhinav

BACKGROUND: The creation of operative reports is a tedious documentation task that increases administrative burden, which is a potential driver of burnout. Additionally, operative reports are inherently subjective and may contain inaccuracies and incomplete information. Recent advances in artificial intelligence (AI) technology have enabled computer vision systems to accurately detect operative steps on surgical video. We aim to develop a platform for the automated creation of video-based AI surgical operative reports in robotic-assisted radical prostatectomy. STUDY DESIGN: An AI computer vision algorithm was used to automatically detect surgical steps. Each step detected on video was mapped to prespecified text, which was then compiled into a narrative AI operative report. The accuracy of the AI operative reports was compared with operative reports written by surgeons, using expert review of raw surgical video footage as the ground truth. RESULTS: A total of 158 cases from a tertiary referral center were included. In surgeon operative reports, 84 cases (53.2%) had at least 1 discrepancy between the operative report and surgical video. Of these, 43 cases (27.2%) had a clinically significant discrepancy based on expert video review. In AI operative reports, 46 cases (29.1%) had at least 1 discrepancy between the operative report and surgical video. Of these, 20 cases (12.7%) had a clinically significant discrepancy. Overall accuracy was higher for AI operative reports compared with surgeon operative reports (87.3% vs 72.8%, p = 0.001). CONCLUSIONS: Operative reports created by AI achieved higher accuracy than those written by surgeons. To our knowledge, this is the first report of automated video-based AI surgical documentation. Future studies are warranted to explore the potential for this novel tool to reduce documentation burden, improve operative report accuracy, promote surgical transparency, and decrease subjectivity in surgical documentation.

Objective To investigate the optimal number of induction chemotherapy cycles needed to achieve a pathological response in patients with clinically lymph node‐positive (cN+) bladder cancer (BCa) who received three or four cycles of induction chemotherapy followed by consolidative radical cystectomy (RC) with pelvic lymph node dissection. Patients and Methods We included 388 patients who received three or four cycles of cisplatin/gemcitabine or (dose‐dense) methotrexate, vinblastine, doxorubicin, and cisplatin (MVAC), followed by consolidative RC for cTanyN1–3M0 BCa. We compared pathological complete (pCR = ypT0N0) and objective response (pOR = yp ≤T1N0) between treatment groups. Predictors of pCR and/or pOR were assessed using uni‐ and multivariable logistic regression analysis. The secondary endpoints were overall (OS) and cancer‐specific survival (CSS). We evaluated the association between the number of induction chemotherapy cycles administered and survival outcomes on multivariable Cox regression. Results Overall, 101 and 287 patients received three or four cycles of induction chemotherapy, respectively. Of these, 72 (19%) and 128 (33%) achieved pCR and pOR response, respectively. The pCR (20%, 18%) and pOR (40%, 31%) rates did not differ significantly between patients receiving three or four cycles ( P > 0.05). The number of cycles was not associated with pCR or pOR on multivariable logistic regression analyses. The 2‐year OS estimates were 63% (95% confidence interval [CI] 0.53–0.74) and 63% (95% CI 0.58–0.7) for patients receiving three or four cycles, respectively. Receiving three vs four cycles was not associated with OS and CSS on uni‐ or multivariable Cox regression analyses. Conclusion Pathological response and survival outcomes did not differ between administering three or four induction chemotherapy cycles in patients with cN+ BCa. A fewer cycles (minimum three) may be oncologically sufficient in patients with cN+ BCa, while decreasing the wait for definitive local therapy in those patients who end up without a response to chemotherapy. This warrants further validation.

642 Background: Perioperative blood transfusion has been reported in up to 60% of patients undergoing RC. Unfortunately, perioperative blood transfusion in patient undergoing RC has been associated with poor oncological outcomes. Tranexamic acid (TXA) use has been proposed to decrease the need for perioperative blood transfusion. Here we seek to investigate the impact of intraoperative TXA on survival outcomes in patients undergoing radical cystectomy (RC) for bladder cancer. Methods: We queried the prospectively maintained Mayo Clinic Radical Cystectomy registry and identified all RC performed for bladder cancer between 1990-2021. Primary outcomes were patient’s overall survival and cancer specific survival among patients who received TXA versus patients who did not receive TXA. Results: Among 2929 patients who underwent RC in our institution between 1990-2021, 468 received TXA (IV) intraoperatively (Group A) and were propensity score matched 1:1 for age, neoadjuvant chemotherapy, adjuvant chemotherapy, pT stage, pN stage, and preoperative hemoglobin with a group who did not receive TXA (Group B, n= 468). At 8 years followup, 61% of patients who received TXA were alive versus 46% of patients who did not receive TXA. In univariable and multivariable analyses of factors associated with CSS (Table1), node positive disease, pT2-T4, peri-operative blood transfusion were associated with poor survival outcomes. While use of TXA was associated with improved CSS outcomes. Conclusions: In our study, TXA use in patients undergoing radical cystectomy was associated with decreased risk or peri-operative transfusion, improved patient’s overall survival, and cancer specific survival. We can’t explain the biological rational for improved survival however these findings warrant further prospective investigation. [Table: see text]

641 Background: Perioperative blood transfusion is associated with an increased risk of adverse events and tranexamic acid (TXA) use has been proposed to decrease the need for perioperative blood transfusion. Herein, we seek to investigate the impact of intraoperative TXA on perioperative risk of VTE in a subset of patients who underwent robotic-assisted radical cystectomy (RARC) for bladder cancer. Methods: We queried the prospectively maintained Mayo Clinic Radical Cystectomy registry and identified patients who underwent RARC between 2004-2021 and received TXA intraoperatively. In univariable and multivariable analyses, we investigated factors associated with bleeding and VTE within 30 days post-operatively. Results: Of 2862 patients, we identified 94 patients who received TXA (IV) intraoperatively (Group A) and were propensity score matched 1:1 for age, neoadjuvant chemotherapy, pT stage, pN stage, and preoperative hemoglobin with a group who did not receive TXA; 38 patients (Group B). In univariable and multivariable models, use of TXA has no statistically significant impact on patient’s risk of bleeding or VTE. In a univariable model, number of positive lymph nodes and extent of lymph node dissection were associated with increased risk of VTE (Table 1). Conclusions: In our study, use of TXA in patient’s undergoing RARC was safe and was not associated with increased risk of VTE. [Table: see text]