Multiparametric MRI-based 5-year Risk Prediction Model for Biochemical Recurrence of Prostate Cancer after Radical Prostatectomy

医学 前列腺切除术 前列腺癌 生化复发 比例危险模型 回顾性队列研究 癌症 前列腺特异性抗原 泌尿科 肿瘤科 内科学
作者
Stefano Luzzago,Alberto Colombo,Francesco A. Mistretta,S. Alessi,Ettore Di Trapani,Paul Summers,Mattia Luca Piccinelli,Sara Raimondi,Silvano Vignati,Alfredo Clemente,E Rosati,Letizia Di Meglio,Elisa D’Ascoli,Alice Scarabelli,Fabio Zugni,Maddalena Belmonte,Roberta Maggioni,Matteo Ferro,Nicola Fusco,Ottavio De Cobelli,Gennaro Musi,Giuseppe Petralia
出处
期刊:Radiology [Radiological Society of North America]
卷期号:309 (2) 被引量:4
标识
DOI:10.1148/radiol.223349
摘要

Background Current predictive tools to estimate the risk of biochemical recurrence (BCR) after treatment of prostate cancer do not consider multiparametric MRI (mpMRI) information. Purpose To develop a risk prediction tool that considers mpMRI findings to assess the risk of 5-year BCR after radical prostatectomy. Materials and Methods In this retrospective single-center analysis in 1459 patients with prostate cancer who underwent mpMRI before radical prostatectomy (in 2012-2015), the outcome of interest was 5-year BCR (two consecutive prostate-specific antigen [PSA] levels > 0.2 ng/mL [0.2 µg/L]). Patients were randomly divided into training (70%) and test (30%) sets. Kaplan-Meier plots were applied to the training set to estimate survival probabilities. Multivariable Cox regression models were used to test the relationship between BCR and different sets of exploratory variables. The C-index of the final model was calculated for the training and test sets and was compared with European Association of Urology, University of California San Francisco Cancer of the Prostate Risk Assessment, Memorial Sloan-Kettering Cancer Center, and Partin risk tools using the partial likelihood ratio test. Five risk categories were created. Results The median duration of follow-up in the whole cohort was 59 months (IQR, 32-81 months); 376 of 1459 (25.8%) patients had BCR. A multivariable Cox regression model (referred to as PIPEN, and composed of PSA density, International Society of Urological Pathology grade group, Prostate Imaging Reporting and Data System category, European Society of Urogenital Radiology extraprostatic extension score, nodes) fitted to the training data yielded a C-index of 0.74, superior to that of other predictive tools (C-index 0.70 for all models; P ≤ .01) and a median higher C-index on 500 test set replications (C-index, 0.73). Five PIPEN risk categories were identified with 5-year BCR-free survival rates of 92%, 84%, 71%, 56%, and 26% in very low-, low-, intermediate-, high-, and very high-risk patients, respectively (all P < .001). Conclusion A five-item model for predicting the risk of 5-year BCR after radical prostatectomy for prostate cancer was developed and internally verified, and five risk categories were identified. © RSNA, 2023 Supplemental material is available for this article. See also the editorial by Aguirre and Ortegón in this issue.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
psh发布了新的文献求助10
1秒前
1秒前
eyre完成签到 ,获得积分10
2秒前
英俊的铭应助lily采纳,获得10
2秒前
2秒前
Heisenberg发布了新的文献求助10
3秒前
萱萱发布了新的文献求助10
3秒前
CICI完成签到,获得积分10
4秒前
我的小宇宙呢完成签到,获得积分10
6秒前
6秒前
xzf1996发布了新的文献求助10
7秒前
HanJinyu完成签到,获得积分10
7秒前
8秒前
iNk应助wjw采纳,获得20
9秒前
杏林靴子发布了新的文献求助10
11秒前
12秒前
12秒前
小二郎应助木木采纳,获得10
12秒前
欣喜成仁发布了新的文献求助10
13秒前
程程发布了新的文献求助10
13秒前
华东小可爱完成签到,获得积分10
15秒前
xiayil发布了新的文献求助10
15秒前
15秒前
结实雁山发布了新的文献求助10
17秒前
19秒前
隐形曼青应助沐曦采纳,获得10
19秒前
田田完成签到 ,获得积分10
21秒前
567完成签到,获得积分10
21秒前
21秒前
科研通AI2S应助贺飞风采纳,获得10
21秒前
Chen完成签到,获得积分10
22秒前
23秒前
23秒前
梦城完成签到,获得积分10
25秒前
26秒前
26秒前
123完成签到,获得积分10
27秒前
梦芝发布了新的文献求助10
27秒前
火烧云发布了新的文献求助10
27秒前
想做只小博狗完成签到,获得积分10
27秒前
高分求助中
The Oxford Handbook of Social Cognition (Second Edition, 2024) 1050
Kinetics of the Esterification Between 2-[(4-hydroxybutoxy)carbonyl] Benzoic Acid with 1,4-Butanediol: Tetrabutyl Orthotitanate as Catalyst 1000
The Young builders of New china : the visit of the delegation of the WFDY to the Chinese People's Republic 1000
юрские динозавры восточного забайкалья 800
English Wealden Fossils 700
Chen Hansheng: China’s Last Romantic Revolutionary 500
Mantiden: Faszinierende Lauerjäger Faszinierende Lauerjäger 500
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3141042
求助须知:如何正确求助?哪些是违规求助? 2791997
关于积分的说明 7801347
捐赠科研通 2448241
什么是DOI,文献DOI怎么找? 1302480
科研通“疑难数据库(出版商)”最低求助积分说明 626591
版权声明 601226