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Modern active surveillance in low- and intermediate-risk prostate cancer without re-biopsy. 现代主动监测低、中危前列腺癌无需再次活检。
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-09-14 DOI: 10.1038/s41391-025-01010-6
Jale Lakes, Rouvier Al-Monajjed, Isabelle Busshoff, Anne Hübner, Matthias Boschheidgen, Birte Valentin, Gerald Antoch, Peter Albers, Lars Schimmöller, Jan Philipp Radtke
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引用次数: 0
Brachytherapy monotherapy for favorable and select unfavorable intermediate risk prostate cancer. 近距离单药治疗有利和部分不利的中危前列腺癌。
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-09-11 DOI: 10.1038/s41391-025-01021-3
Martin King, Grgur Mirić, Robert Galbreath, Ryan Fiano, Shalini Moningi, Kent Wallner, Peter Orio

Background: Current National Comprehensive Cancer Network guidelines define brachytherapy monotherapy as a suitable treatment for favorable intermediate risk (FIR) and unfavorable intermediate risk (UIR) prostate cancer. Our objective is to define the subgroup of patients suitable for brachytherapy monotherapy.

Methods: We conducted a single-institutional retrospective analysis of intermediate risk prostate cancer, treated with brachytherapy with or without androgen deprivation therapy (ADT) and/or external beam radiation therapy (EBRT). The primary endpoint was biochemical failure (BF), defined as prostate specific antigen (PSA) > 0.4 ng/mL. For monotherapy, multivariate Fine-Gray analysis was used to identify risk factors associated with BF. Univariate analysis was performed to evaluate whether ADT and/or EBRT were associated with BF for patients without and with such factors.

Results: Among 1622 patients, the median follow-up was 10.4 years. For monotherapy, PSA ≥ 10 ng/mL (adjusted sHR 3.01; 95% CI: 1.10-8.27; p = 0.032) and cT2b-c disease (adjusted sHR 4.52; 95% CI: 1.85-11.07; p = 0.001) were associated with BF. The 10-year incidences of BF after monotherapy for patients without and with these risk factors were 5.8% (3.8% FIR, 8.8% UIR) versus 17.2% (9.3% FIR, 23.9% UIR), respectively. For the cT1-T2a/PSA < 10 risk group, neither the addition of ADT (sHR 0.90; 95% CI: 0.38-2.1; p = 0.82) nor EBRT (sHR 0.65; 95% CI: 0.36-1.18; p = 0.16) was associated with biochemical failure. For the cT2b-T2c and/or PSA ≥ 10 subgroup, ADT (sHR: 0.33; 95% CI: 0.14-0.74; p = 0.007) but not EBRT (sHR 0.66; 95% CI: 0.34-1.31; p = 0.24) was associated with BF.

Conclusions: Brachytherapy monotherapy is suitable for all FIR, and UIR disease meeting cT1-T2a/PSA < 10 criteria.

背景:目前的国家综合癌症网络指南将近距离单药治疗定义为有利中危(FIR)和不利中危(UIR)前列腺癌的合适治疗方法。我们的目标是确定适合近距离单药治疗的亚组患者。方法:我们对中危前列腺癌进行了单机构回顾性分析,这些中危前列腺癌接受近距离放射治疗,同时接受或不接受雄激素剥夺治疗(ADT)和/或外束放射治疗(EBRT)。主要终点为生化失败(BF),定义为前列腺特异性抗原(PSA) > 0.4 ng/mL。对于单药治疗,采用多变量Fine-Gray分析来确定与BF相关的危险因素。进行单因素分析以评估ADT和/或EBRT是否与无或有这些因素的患者的BF相关。结果:1622例患者中位随访时间为10.4年。对于单药治疗,PSA≥10 ng/mL(调整后的sHR为3.01;95% CI为1.10-8.27;p = 0.032)和ct1b -c疾病(调整后的sHR为4.52;95% CI为1.85-11.07;p = 0.001)与BF相关。无或有这些危险因素的患者单药治疗后10年BF发生率分别为5.8% (3.8% FIR, 8.8% UIR)和17.2% (9.3% FIR, 23.9% UIR)。结论:近距离单药治疗适用于所有符合cT1-T2a/PSA的FIR和UIR疾病
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引用次数: 0
Re: Evaluating PI-RADS lesions and clinically significant prostate cancer in Black and Asian men: a PREVENT randomized clinical trial secondary analysis. 评价黑人和亚洲男性PI-RADS病变和临床显著前列腺癌:一项预防随机临床试验的二次分析。
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-09-09 DOI: 10.1038/s41391-025-01020-4
Laith Baqain, Mohammed Shahait
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引用次数: 0
Outcomes of robot-assisted radical prostatectomy with novel robotic platforms vs da Vinci multiport systems: a systematic review and network meta-analysis. 新型机器人平台与达芬奇多端口系统的机器人辅助根治性前列腺切除术的结果:系统综述和网络荟萃分析。
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-09-08 DOI: 10.1038/s41391-025-01023-1
Francesco Chierigo, Giuseppe Fallara, Massimiliano Depalma, Marco Tozzi, Alberto Quistini, Roberto Bianchi, Martina Maggi, Guglielmo Mantica, Cosimo De Nunzio, Rocco Damiano, Alessandro Veccia, Alessandro Antonelli, Francesco Porpiglia, Pierre Karakiewicz, Riccardo Autorino, Bernardo Rocco, Matteo Ferro

Introduction: The introduction of novel robotic platforms has expanded surgical options for robot-assisted radical prostatectomy (RARP). However, comparative outcomes with da Vinci multiport (MP) system remain unclear. This systematic review and network meta-analysis aimed to compare perioperative, early oncological, and functional outcomes of RARP performed with novel robotic platforms versus the da Vinci MP system.

Methods: A systematic literature search was conducted in PubMed, Scopus, and Embase (updated December 22, 2024) following PRISMA guidelines. Eligible studies compared RARP performed with alternative robotic platforms versus da Vinci MP, reporting perioperative, oncological, or functional outcomes. A network meta-analysis was conducted using a random-effects model. Outcomes were expressed as mean differences for continuous variables and odds ratios (OR) for dichotomous variables, with 95% confidence intervals (CI).

Results: Thirty-three studies for a total of 5987 patients were included. Compared to da Vinci MP, da Vinci SP had lower odds of lymph node dissection (OR 0.39, 95% CI 0.26-0.61) and nerve-sparing (OR 0.11, 95% CI 0.02-0.61) but was associated with shorter catheterization (-1.18 days, 95% CI -2.05 to -0.31) and hospital stay (-0.68 days, 95% CI -1.05 to -0.31). Versius, KangDuo, and SHURUI SP had significantly longer operative times (MD 74.00, 95% CI 42.49-105.51; MD 53.96, 95% CI 18.26-89.67; MD 103.88, 95% CI 69.99-137.78, respectively). Hugo RAS had higher intraoperative malfunction rates (OR 6.53, 95% CI 2.17-19.63). Positive surgical margin rates were lower for da Vinci SP (OR 0.70, 95% CI 0.53-0.92) but higher with the perineal approach (OR 6.30, 95% CI 1.53-25.94). PSA persistence, biochemical recurrence, continence and erectile function rates were comparable across platforms.

Conclusion: This is the first network meta-analysis comparing robotic platforms for RARP. While perioperative differences exist, oncological and functional outcomes appear comparable. Future studies should address learning curve effects, cost-effectiveness, and long-term functional outcomes to optimize robotic platform selection.

新型机器人平台的引入扩大了机器人辅助根治性前列腺切除术(RARP)的手术选择。然而,与达芬奇多端口(MP)系统的比较结果尚不清楚。本系统综述和网络荟萃分析旨在比较新型机器人平台与达芬奇MP系统进行RARP的围手术期、早期肿瘤和功能结果。方法:根据PRISMA指南,在PubMed、Scopus和Embase(2024年12月22日更新)中进行系统文献检索。符合条件的研究比较了替代机器人平台与达芬奇MP进行的RARP,报告了围手术期、肿瘤或功能结果。采用随机效应模型进行网络元分析。结果用连续变量的平均差异和二分变量的优势比(OR)表示,有95%的置信区间(CI)。结果:33项研究共纳入5987例患者。与da Vinci MP相比,da Vinci SP有更低的淋巴结清扫率(OR 0.39, 95% CI 0.26-0.61)和神经保留率(OR 0.11, 95% CI 0.02-0.61),但与更短的插管时间(-1.18天,95% CI -2.05至-0.31)和住院时间(-0.68天,95% CI -1.05至-0.31)相关。Versius、KangDuo和SHURUI SP的手术时间明显更长(MD分别为74.00,95% CI 42.49 ~ 105.51; MD为53.96,95% CI 18.26 ~ 89.67; MD为103.88,95% CI 69.99 ~ 137.78)。Hugo RAS术中故障率较高(OR 6.53, 95% CI 2.17-19.63)。da Vinci SP的阳性切缘率较低(OR 0.70, 95% CI 0.53-0.92),但会阴入路的阳性切缘率较高(OR 6.30, 95% CI 1.53-25.94)。PSA持久性、生化复发率、尿失禁率和勃起功能率在各平台具有可比性。结论:这是第一个比较机器人RARP平台的网络meta分析。虽然围手术期存在差异,但肿瘤和功能结果似乎具有可比性。未来的研究应该解决学习曲线效应、成本效益和长期功能结果,以优化机器人平台的选择。
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引用次数: 0
Predicting the indication for adjuvant radiation therapy according to EAU guidelines among patients with high-risk prostate cancer: a novel multivariable model. 根据EAU指南预测高危前列腺癌患者辅助放疗的适应证:一种新的多变量模型
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-09-03 DOI: 10.1038/s41391-025-01018-y
Carolin Siech, Helge von Kriegstein, Mike Wenzel, Cristina Cano Garcia, Quynh Chi Le, Pierre Tennstedt, Felix Preisser, Tobias Maurer, Maximilian Kriegmair, Felix K H Chun, Markus Graefen, Derya Tilki, Philipp Mandel

Background: To develop a novel model for preoperatively predicting the indication for adjuvant radiation therapy after radical prostatectomy according to current guideline recommendations of the European Association of Urology (EAU) based on patient and clinical tumor characteristics in high-risk prostate cancer patients.

Methods: Within a high-volume center database (01/2010-08/2024), we identified high-risk prostate cancer patients. Univariable logistic regression models addressed indication for adjuvant radiation therapy. Multivariable logistic regression models included the most informative, statistically significant preoperative predictors. Harrell's concordance index (c-index) quantified accuracy after 2000 bootstrap resamples for internal validation.

Results: Of 5691 patients, 2137 (38%) had indication for adjuvant radiation therapy according to current EAU guidelines (2025). Indication for adjuvant radiation therapy was associated with higher prostate volume (> 45 cm3 and 25-45 cm3) and advanced tumor characteristics, namely higher prostate-specific antigen value (>20 ng/ml and 10-20 ng/ml), advanced clinical tumor stage (cT3/4 and cT2), lower number of sampled biopsy cores (≤ 12), higher proportion of positive cores (continuous), and higher Gleason Grade Group in biopsy (5, 4, and 3). No association was observed for age and body-mass index and indication for adjuvant radiation therapy. Multivariable model c-index for the prediction of the indication for adjuvant radiation therapy was 0.761 (95% confidence interval 0.749-0.776).

Conclusions: Clinical tumor characteristics can be used for preoperatively predicting the indication for adjuvant radiation therapy after radical prostatectomy according to current EAU guideline recommendations in high-risk prostate cancer patients. Prior to clinical application, the present multivariable model should be externally validated within an independent cohort.

背景:根据欧洲泌尿外科协会(EAU)目前的指南建议,基于高危前列腺癌患者的患者和临床肿瘤特征,建立一种新的模型,用于术前预测根治性前列腺切除术后辅助放疗的适应证。方法:在一个大容量的中心数据库(2010年1月- 2024年8月)中,我们确定了高危前列腺癌患者。单变量logistic回归模型探讨了辅助放射治疗的适应症。多变量logistic回归模型包含了信息量最大、统计学意义显著的术前预测因子。Harrell’s concordance index (c-index)量化了2000个bootstrap样本后的准确性,用于内部验证。结果:5691例患者中,2137例(38%)符合当前EAU指南(2025)的辅助放射治疗指征。辅助放疗的适应症与前列腺体积增大(>≥45 cm3和25-45 cm3)和晚期肿瘤特征相关,即前列腺特异性抗原值较高(>≥20 ng/ml和10-20 ng/ml),临床肿瘤分期较晚期(cT3/4和cT2),活检穿刺穿刺数量较少(≤12),阳性穿刺穿刺比例较高(连续),活检Gleason分级组较高(5,4,3)。没有观察到年龄和身体质量指数与辅助放射治疗的适应症相关。预测辅助放疗适应证的多变量模型c指数为0.761(95%可信区间0.749-0.776)。结论:临床肿瘤特征可作为预测高危前列腺癌患者根治性前列腺切除术后辅助放疗适应证的依据。在临床应用之前,目前的多变量模型应该在一个独立的队列中进行外部验证。
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引用次数: 0
Response to correspondence regarding “The association between statin use, genetic variation, and prostate cancer risk” 关于“他汀类药物使用、基因变异和前列腺癌风险之间的关系”的回复。
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-09-02 DOI: 10.1038/s41391-025-01019-x
Ali Amiri, Robert J. Hamilton
{"title":"Response to correspondence regarding “The association between statin use, genetic variation, and prostate cancer risk”","authors":"Ali Amiri,&nbsp;Robert J. Hamilton","doi":"10.1038/s41391-025-01019-x","DOIUrl":"10.1038/s41391-025-01019-x","url":null,"abstract":"","PeriodicalId":20727,"journal":{"name":"Prostate Cancer and Prostatic Diseases","volume":"28 4","pages":"1025-1025"},"PeriodicalIF":5.8,"publicationDate":"2025-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144966282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Clinical impact of MRI-based risk calculators for prostate cancer diagnosis: a systematic review and meta-analysis. mri风险计算器对前列腺癌诊断的临床影响:系统回顾和荟萃分析。
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-08-26 DOI: 10.1038/s41391-025-01014-2
Ciarán Courtney O'Toole, Nancy Fosua Boakye, Ailish Hannigan, Amirhossein Jalali

Background: Prostate cancer (PCa) is the second most common cancer among men worldwide. Current diagnostic methods often lack sufficient sensitivity and specificity, leading to unnecessary biopsy. With growing use of MRI and EAU guideline recommendations, this review synthesised evidence on MRI-based risk calculators (RCs) for PCa diagnosis and compared their performance with traditional clinical RCs.

Methods: A systematic search of Embase, Medline, Scopus, Cochrane Library, and Web of Science databases assessed the discriminatory ability of MRI-based RCs using Area Under the Curve (AUC). A meta-analysis was conducted to pool AUC estimates, assess heterogeneity, and compare the differences in discriminatory ability.

Results: Of 2049 papers, 16 met the inclusion criteria. MRI-based RCs showed increased discrimination, with an AUC of 0.84 (95% CI: 0.81-0.86) for clinically significant PCa (csPCa), compared to 0.76 (95% CI: 0.73-0.79) for clinical models, and an AUC of 0.81 (95% CI: 0.78-0.84) for all PCa, compared to 0.74 (95% CI: 0.68-0.79). The pooled logit(AUC) difference was 0.49 units for csPCa and 0.37 units for all PCa. High heterogeneity was noted, likely due to PCa variability, and 31% of the studies had a high or unclear risk of bias, potentially affecting generalisability.

Conclusions: MRI-based RCs improve the diagnostic accuracy for PCa with the potential to reduce unnecessary biopsies and optimise healthcare resources, thereby supporting their integration into clinical practice.

背景:前列腺癌(PCa)是世界范围内男性第二大常见癌症。目前的诊断方法往往缺乏足够的敏感性和特异性,导致不必要的活检。随着越来越多地使用MRI和EAU指南建议,本综述综合了基于MRI的风险计算器(rc)用于PCa诊断的证据,并将其与传统临床rc的表现进行了比较。方法:系统检索Embase、Medline、Scopus、Cochrane Library和Web of Science数据库,利用曲线下面积(Area Under the Curve, AUC)评价基于mri的RCs的鉴别能力。进行荟萃分析以汇总AUC估计值,评估异质性,并比较区分能力的差异。结果:2049篇论文中,有16篇符合纳入标准。基于mri的RCs显示出更多的区别,临床显著性PCa (csPCa)的AUC为0.84 (95% CI: 0.81-0.86),而临床模型的AUC为0.76 (95% CI: 0.73-0.79),所有PCa的AUC为0.81 (95% CI: 0.78-0.84),而临床模型的AUC为0.74 (95% CI: 0.68-0.79)。csPCa的合并logit(AUC)差异为0.49个单位,所有PCa的合并logit(AUC)差异为0.37个单位。高度异质性被注意到,可能是由于PCa的变异性,31%的研究具有高或不明确的偏倚风险,可能影响通用性。结论:基于mri的RCs提高了前列腺癌的诊断准确性,有可能减少不必要的活检并优化医疗资源,从而支持其融入临床实践。
{"title":"Clinical impact of MRI-based risk calculators for prostate cancer diagnosis: a systematic review and meta-analysis.","authors":"Ciarán Courtney O'Toole, Nancy Fosua Boakye, Ailish Hannigan, Amirhossein Jalali","doi":"10.1038/s41391-025-01014-2","DOIUrl":"https://doi.org/10.1038/s41391-025-01014-2","url":null,"abstract":"<p><strong>Background: </strong>Prostate cancer (PCa) is the second most common cancer among men worldwide. Current diagnostic methods often lack sufficient sensitivity and specificity, leading to unnecessary biopsy. With growing use of MRI and EAU guideline recommendations, this review synthesised evidence on MRI-based risk calculators (RCs) for PCa diagnosis and compared their performance with traditional clinical RCs.</p><p><strong>Methods: </strong>A systematic search of Embase, Medline, Scopus, Cochrane Library, and Web of Science databases assessed the discriminatory ability of MRI-based RCs using Area Under the Curve (AUC). A meta-analysis was conducted to pool AUC estimates, assess heterogeneity, and compare the differences in discriminatory ability.</p><p><strong>Results: </strong>Of 2049 papers, 16 met the inclusion criteria. MRI-based RCs showed increased discrimination, with an AUC of 0.84 (95% CI: 0.81-0.86) for clinically significant PCa (csPCa), compared to 0.76 (95% CI: 0.73-0.79) for clinical models, and an AUC of 0.81 (95% CI: 0.78-0.84) for all PCa, compared to 0.74 (95% CI: 0.68-0.79). The pooled logit(AUC) difference was 0.49 units for csPCa and 0.37 units for all PCa. High heterogeneity was noted, likely due to PCa variability, and 31% of the studies had a high or unclear risk of bias, potentially affecting generalisability.</p><p><strong>Conclusions: </strong>MRI-based RCs improve the diagnostic accuracy for PCa with the potential to reduce unnecessary biopsies and optimise healthcare resources, thereby supporting their integration into clinical practice.</p>","PeriodicalId":20727,"journal":{"name":"Prostate Cancer and Prostatic Diseases","volume":" ","pages":""},"PeriodicalIF":5.8,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144966331","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Re: Endoscopic enucleation of the prostate versus transurethral resection of the prostate for benign prostatic hyperplasia: a systematic review and meta-analysis 内镜下前列腺摘除与经尿道前列腺切除术治疗良性前列腺增生:系统回顾和荟萃分析。
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-08-23 DOI: 10.1038/s41391-025-01016-0
Rachana Mehta, Ranjana Sah
{"title":"Re: Endoscopic enucleation of the prostate versus transurethral resection of the prostate for benign prostatic hyperplasia: a systematic review and meta-analysis","authors":"Rachana Mehta,&nbsp;Ranjana Sah","doi":"10.1038/s41391-025-01016-0","DOIUrl":"10.1038/s41391-025-01016-0","url":null,"abstract":"","PeriodicalId":20727,"journal":{"name":"Prostate Cancer and Prostatic Diseases","volume":"28 4","pages":"1023-1024"},"PeriodicalIF":5.8,"publicationDate":"2025-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144966291","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
“Re: does biodegradable peri-rectal spacer mitigate treatment toxicities in radiation therapy for localized prostate cancer—a systematic review and meta-analysis.” “Re:可生物降解的直肠周围间隔剂是否能减轻局部前列腺癌放射治疗中的治疗毒性——一项系统综述和荟萃分析。”
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-08-21 DOI: 10.1038/s41391-025-01012-4
Yung-Chi Shih, Shang-Ju Hsieh
{"title":"“Re: does biodegradable peri-rectal spacer mitigate treatment toxicities in radiation therapy for localized prostate cancer—a systematic review and meta-analysis.”","authors":"Yung-Chi Shih,&nbsp;Shang-Ju Hsieh","doi":"10.1038/s41391-025-01012-4","DOIUrl":"10.1038/s41391-025-01012-4","url":null,"abstract":"","PeriodicalId":20727,"journal":{"name":"Prostate Cancer and Prostatic Diseases","volume":"28 4","pages":"1021-1022"},"PeriodicalIF":5.8,"publicationDate":"2025-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144966254","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development and validation of a natural language processing system to assess quality of physician communication in prostate cancer consultations. 自然语言处理系统的开发和验证,以评估前列腺癌会诊中医生沟通的质量。
IF 5.8 2区 医学 Q1 ONCOLOGY Pub Date : 2025-08-21 DOI: 10.1038/s41391-025-01011-5
Renning Zheng, Nadine A Friedrich, Michael Luu, Rebecca Gale, Dmitry Khodyakov, Stephen J Freedland, Brennan Spiegel, Timothy J Daskivich

Background: AUA guidelines for shared decision making (SDM) in prostate cancer recommend discussion of five content areas in consultations: (1) cancer severity (tumor risk (TR), pathology results (PR)); (2) life expectancy (LE); (3) cancer prognosis (CP); (4) baseline urinary and erectile function (UF and EF); and (5) treatment side effects (erectile dysfunction (ED), urinary incontinence (UI), and irritative urinary symptoms (LUTS)). However, patient retention of information after the visit and inconsistent risk communication by physicians are barriers to informed SDM. We sought to develop natural language processing (NLP) models based on recorded consultations to provide key information to patients and audit quality of physician communication.

Methods: We used 50 consultation transcripts to train and validate NLP models to identify sentences related to key concepts. We then tested whether communication quality across entire consultations could be determined by sentences with the highest model-predicted topic concordance in 20 separate consultation transcripts.

Results: Our development dataset included 28,927 total sentences, with 75% reserved for training and 25% for internal validation. The Random Forest model had the highest accuracy for identifying topic-concordant sentences, with area under the curve 0.98, 0.94, 0.89, 0.92, 0.84, 0.96, 0.98, 0.97, and 0.99 for TR, PR, LE, CP, UF, EF, ED, UI, and LUTS compared with manual coding across all concepts in the internal validation dataset. In 20 separate consultations, the top 10 model-identified sentences correctly graded communication quality across entire consultations with accuracies of 100%, 90%, 95%, 95%, 80%, 95%, 85%, 100%, and 95% for TR, PR, LE, CP, UF, EF, ED, UI, and LUTS compared with manual coding, respectively.

Conclusions: NLP models accurately capture key information and grade quality of physician communication in prostate cancer consultations, providing the foundation for scalable quality assessment of risk communication.

背景:AUA前列腺癌共同决策(SDM)指南建议在会诊中讨论五个内容领域:(1)癌症严重程度(肿瘤风险(TR),病理结果(PR));(2)预期寿命(LE);(3)肿瘤预后(CP);(4)基线泌尿和勃起功能(UF和EF);(5)治疗副作用(勃起功能障碍(ED)、尿失禁(UI)和刺激性尿症状(LUTS))。然而,患者在访问后保留信息和医生不一致的风险沟通是知情SDM的障碍。我们试图开发基于会诊记录的自然语言处理(NLP)模型,为患者提供关键信息并审核医生沟通的质量。方法:我们使用50份咨询记录来训练和验证NLP模型,以识别与关键概念相关的句子。然后,我们测试了整个咨询的沟通质量是否可以由20个单独的咨询记录中具有最高模型预测主题一致性的句子来决定。结果:我们的开发数据集包括28,927个句子,其中75%用于训练,25%用于内部验证。随机森林模型在识别主题一致句子方面的准确率最高,与人工编码相比,TR、PR、LE、CP、UF、EF、ED、UI和LUTS的曲线下面积分别为0.98、0.94、0.89、0.92、0.84、0.96、0.98、0.97和0.99。在20个单独的咨询中,与手动编码相比,前10个模型识别的句子在整个咨询中正确地对通信质量进行了评分,TR、PR、LE、CP、UF、EF、ED、UI和LUTS的准确率分别为100%、90%、95%、95%、95%、80%、95%、85%、100%和95%。结论:NLP模型准确捕获了前列腺癌会诊中医生沟通的关键信息和质量等级,为可扩展的风险沟通质量评估提供了基础。
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引用次数: 0
期刊
Prostate Cancer and Prostatic Diseases
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