1
|
Lee HW, Kim E, Na I, Kim CK, Seo SI, Park H. Novel Multiparametric Magnetic Resonance Imaging-Based Deep Learning and Clinical Parameter Integration for the Prediction of Long-Term Biochemical Recurrence-Free Survival in Prostate Cancer after Radical Prostatectomy. Cancers (Basel) 2023; 15:3416. [PMID: 37444526 DOI: 10.3390/cancers15133416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 06/19/2023] [Accepted: 06/26/2023] [Indexed: 07/15/2023] Open
Abstract
Radical prostatectomy (RP) is the main treatment of prostate cancer (PCa). Biochemical recurrence (BCR) following RP remains the first sign of aggressive disease; hence, better assessment of potential long-term post-RP BCR-free survival is crucial. Our study aimed to evaluate a combined clinical-deep learning (DL) model using multiparametric magnetic resonance imaging (mpMRI) for predicting long-term post-RP BCR-free survival in PCa. A total of 437 patients with PCa who underwent mpMRI followed by RP between 2008 and 2009 were enrolled; radiomics features were extracted from T2-weighted imaging, apparent diffusion coefficient maps, and contrast-enhanced sequences by manually delineating the index tumors. Deep features from the same set of imaging were extracted using a deep neural network based on pretrained EfficentNet-B0. Here, we present a clinical model (six clinical variables), radiomics model, DL model (DLM-Deep feature), combined clinical-radiomics model (CRM-Multi), and combined clinical-DL model (CDLM-Deep feature) that were built using Cox models regularized with the least absolute shrinkage and selection operator. We compared their prognostic performances using stratified fivefold cross-validation. In a median follow-up of 61 months, 110/437 patients experienced BCR. CDLM-Deep feature achieved the best performance (hazard ratio [HR] = 7.72), followed by DLM-Deep feature (HR = 4.37) or RM-Multi (HR = 2.67). CRM-Multi performed moderately. Our results confirm the superior performance of our mpMRI-derived DL algorithm over conventional radiomics.
Collapse
Affiliation(s)
- Hye Won Lee
- Samsung Medical Center, Department of Urology, Sungkyunkwan University School of Medicine, Seoul 06351, Republic of Korea
| | - Eunjin Kim
- Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Inye Na
- Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Chan Kyo Kim
- Department of Radiology and Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Republic of Korea
| | - Seong Il Seo
- Samsung Medical Center, Department of Urology, Sungkyunkwan University School of Medicine, Seoul 06351, Republic of Korea
| | - Hyunjin Park
- Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon 16419, Republic of Korea
- Center for Neuroscience Imaging Research, Institute for Basic Science, Suwon 16419, Republic of Korea
| |
Collapse
|
3
|
Zanaty M, Alnazari M, Lawson K, Azizi M, Rajih E, Alenizi A, Hueber PA, Meskawi M, Lebacle C, Lebeau T, Benayoun S, Karakiewicz PI, El-Hakim A, Zorn KC. Does surgical delay for radical prostatectomy affect patient pathological outcome? A retrospective analysis from a Canadian cohort. Can Urol Assoc J 2017; 11:265-269. [PMID: 28798829 DOI: 10.5489/cuaj.4149] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
INTRODUCTION We sought to assess the impact of surgical wait time (SWT) to robot-assisted radical prostatectomy (RARP) on final pathological outcome. METHODS A retrospective review of RARP patient records operated between 2006 and 2015 was conducted. SWT was defined as period from prostate biopsy to surgery. Primary outcome was the impact on postoperative Cancer of the Prostate Risk Assessment (CAPRA-S) score. Patients were stratified according to D'Amico risk categories. Univariate analysis (UVA) and multivariable (MVA) analysis with a generalized linear model was used to evaluate the effect of SWT and other predictive factors on pathological outcome in individual risk group and on the overall sample. RESULTS A total of 835 patients were eligible for analysis. Mean SWT was significantly different between the three D'Amico groups, with mean SWT of 180.22 days (95% confidence interval [CI] 169.03; 191.41), 159.14 days (95% CI 152.38; 165.90), and 138.96 days (95% CI 124.60; 153.33) for low-, intermediate-, and high-risk groups, respectively (p<0.001). After stratification by D'Amico risk group, no significant association was observed between SWT and CAPRA-S score in the three risk categories on UVA and MVA. Predictors of higher CAPRA-S score in the multivariable model in the overall cohort were: older age (p=0.014), biopsy Gleason score (p<0.001), percentage of positive cores (p<0.001), and clinical stage (p<0.001). CONCLUSIONS In the present study evaluating SWT for RARP in a Canadian socialized system, increased delay for surgery does not appear to impact the pathological outcome. Further studies are required to evaluate the impact of wait time on biochemical recurrence-free survival, cancer-specific survival, and overall survival.
Collapse
Affiliation(s)
- Marc Zanaty
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada.,Division of Robotic Urology, Department of Surgery, Hôpital du Sacré Coeur de Montréal, Montreal, QC, Canada
| | - Mansour Alnazari
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada.,Division of Robotic Urology, Department of Surgery, Hôpital du Sacré Coeur de Montréal, Montreal, QC, Canada
| | - Kelsey Lawson
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada
| | - Mounsif Azizi
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada
| | - Emad Rajih
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada
| | - Abdullah Alenizi
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada
| | - Pierre-Alain Hueber
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada
| | - Malek Meskawi
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada
| | - Cedric Lebacle
- Department of Urology, CHU Mondor, Assistance Publique des Hôpitaux de Paris, Université Paris-Est, Créteil, France
| | - Thierry Lebeau
- Division of Robotic Urology, Department of Surgery, Hôpital du Sacré Coeur de Montréal, Montreal, QC, Canada
| | - Serge Benayoun
- Division of Robotic Urology, Department of Surgery, Hôpital du Sacré Coeur de Montréal, Montreal, QC, Canada
| | - Pierre I Karakiewicz
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada
| | - Assaad El-Hakim
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada.,Division of Robotic Urology, Department of Surgery, Hôpital du Sacré Coeur de Montréal, Montreal, QC, Canada
| | - Kevin C Zorn
- Division of Urology, Department of Surgery, Centre Hospitalier Universitaire de Montréal (CHUM), Montreal, QC, Canada.,Division of Robotic Urology, Department of Surgery, Hôpital du Sacré Coeur de Montréal, Montreal, QC, Canada
| |
Collapse
|
6
|
Choi JY, Yang J, Noworolski SM, Behr S, Chang AJ, Simko JP, Nguyen HG, Carroll PR, Kurhanewicz J, Seo Y. 18F Fluorocholine Dynamic Time-of-Flight PET/MR Imaging in Patients with Newly Diagnosed Intermediate- to High-Risk Prostate Cancer: Initial Clinical-Pathologic Comparisons. Radiology 2016; 282:429-436. [PMID: 27513849 DOI: 10.1148/radiol.2016160220] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Purpose To investigate the initial clinical value of fluorine 18 (18F) fluorocholine (FCH) dynamic positron emission tomography (PET)/magnetic resonance (MR) imaging by comparing its parameters with clinical-pathologic findings in patients with newly diagnosed intermediate- to high-risk prostate cancer (PCa) who plan to undergo radical prostatectomy. Materials and Methods The institutional review board approved the study protocol, and informed written consent was obtained from all subjects for this HIPAA-compliant study. Twelve men (mean age ± standard deviation, 61.7 years ± 8.4; range, 46-74 years) with untreated intermediate- to high-risk PCa characterized according to Cancer of the Prostate Risk Assessment (CAPRA) underwent preoperative FCH dynamic PET/MR imaging followed by radical prostatectomy between April and November 2015. PET/MR imaging parameters including average and maximum K1 (delivery rate constant) and standardized uptake values (SUVs) and Prostate Imaging Reporting and Data System (PI-RADS) version 2 scores were measured and compared with clinical-pathologic characteristics. For statistical analysis, the Spearman rank correlation and Mann-Whitney U tests were performed. Results Of the PET parameters, maximum SUV of primary tumors showed significant correlations with several clinical-pathologic parameters including serum prostate-specific antigen level (ρ = 0.71, P = .01), pathologic stage (ρ = 0.59, P = .043), and postsurgical CAPRA score (ρ = 0.72, P = .008). The overall PI-RADS score showed significant correlations with pathologic tumor volume (ρ = 0.81, P < .001), percentage of tumor cells with Gleason scores greater than 3 (ρ = 0.59, P = .02), and postsurgical CAPRA score (ρ = 0.58, P = .046). The high-risk postsurgical CAPRA score patient group had a significantly higher maximum SUV than did the intermediate-risk group. Combined PET and MR imaging showed improved sensitivity (88%) for prediction of pathologic extraprostatic extension compared with that with MR imaging (50%) and PET (75%) performed separately. Conclusion Maximum SUVs and PI-RADS scores from FCH PET/MR imaging show good correlation with clinical-pathologic characteristics, such as postsurgical CAPRA score, which are related to prognosis in patients with newly diagnosed intermediate- to high-risk PCa. © RSNA, 2016 Online supplemental material is available for this article.
Collapse
Affiliation(s)
- Joon Young Choi
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - Jaewon Yang
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - Susan M Noworolski
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - Spencer Behr
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - Albert J Chang
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - Jeffry P Simko
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - Hao G Nguyen
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - Peter R Carroll
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - John Kurhanewicz
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| | - Youngho Seo
- From the Departments of Radiology and Biomedical Imaging (J.Y.C., J.Y., S.M.N., S.B., J.K., Y.S.), Radiation Oncology (A.J.C., Y.S.), Anatomic Pathology (J.P.S.), and Urology (H.G.N., P.R.C.), University of California, San Francisco, San Francisco, Calif and Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Republic of Korea (J.Y.C. )
| |
Collapse
|
8
|
Kang HW, Lee JY, Kwon JK, Jeh SU, Jung HD, Cho KS, Ham WS, Choi YD. Pathologic Outcomes in Men with Low-risk Prostate Cancer Who Are Potential Candidates for Contemporary, Active Surveillance Protocols. J Korean Med Sci 2015; 30:932-6. [PMID: 26130957 PMCID: PMC4479948 DOI: 10.3346/jkms.2015.30.7.932] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2015] [Accepted: 03/09/2015] [Indexed: 11/20/2022] Open
Abstract
The purpose of this study was to determine whether contemporary active surveillance (AS) protocols could sufficiently discriminate significant from indolent tumors in men with low-risk prostate cancer. We retrospectively analyzed 312 patients with low-risk prostate cancer treated with radical prostatectomy. After exclusion of patients with fewer than 10 cores taken at biopsy and those who received neo-adjuvant treatment, 205 subjects satisfied the final inclusion criteria. Five widely accepted AS protocols were employed in this study. A total of 82.0% of the patients met the inclusion criteria of at least one protocol, and 18% did not meet any criteria of published AS protocols. A significant proportion of patients had non-organ-confined disease (8.6% to 10.6%) or a Gleason score of 7 or greater (18.6% to 23.9%) between the different AS criteria. Among patients who did not meet any AS criteria, 32.4% of patients had a pathologically insignificant cancer. Our results indicated a significant adverse pathology in patients who met the contemporary AS protocols. On the other hand, some patients in whom expectant management would be appropriate did not meet any criteria of published AS protocols. None of the clinical or histological criteria reported to date is able to sufficiently discriminate aggressive tumors from indolent ones.
Collapse
Affiliation(s)
- Ho Won Kang
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Joo Yong Lee
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Jong Kyou Kwon
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Seong Uk Jeh
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Hae Do Jung
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Kang Su Cho
- Department of Urology, Gangnam Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Won Sik Ham
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Young Deuk Choi
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul, Korea
- Robot and Minimal Invasive Surgery Center, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| |
Collapse
|