2021
DOI: 10.1177/15330338211024660
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Dr. Answer AI for Prostate Cancer: Predicting Biochemical Recurrence Following Radical Prostatectomy

Abstract: Objectives: To develop a model to predict biochemical recurrence (BCR) after radical prostatectomy (RP), using artificial intelligence (AI) techniques. Patients and Methods: This study collected data from 7,128 patients with prostate cancer (PCa) who received RP at 3 tertiary hospitals. After preprocessing, we used the data of 6,755 cases to generate the BCR prediction model. There were 16 input variables with BCR as the outcome variable. We used a random forest to develop the model. Several sampling technique… Show more

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Cited by 4 publications
(3 citation statements)
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“…21 Not only is it still in use, but many reviews and original scientific papers are still being published on its usability, safety, different formulation improvements, and targeted therapies. 86-108 Initially, DOX was confirmed to be effective for a few types of tumors only, although it is now used in many treatments to stop the growth of cancer cells in bones, 93,94 liver, 97,102 prostate, 99,101 cervical tissue, 100 breasts, 87,89,95,96,98,108 pancreas, 86,103 lung, 99,104 ovarium, 105 colon, 106,107 and the brain. 92…”
Section: Frl As Potential Organ Protector In Oncology Treatmentsmentioning
confidence: 99%
“…21 Not only is it still in use, but many reviews and original scientific papers are still being published on its usability, safety, different formulation improvements, and targeted therapies. 86-108 Initially, DOX was confirmed to be effective for a few types of tumors only, although it is now used in many treatments to stop the growth of cancer cells in bones, 93,94 liver, 97,102 prostate, 99,101 cervical tissue, 100 breasts, 87,89,95,96,98,108 pancreas, 86,103 lung, 99,104 ovarium, 105 colon, 106,107 and the brain. 92…”
Section: Frl As Potential Organ Protector In Oncology Treatmentsmentioning
confidence: 99%
“…All patients underwent MRI on a 3 Tesla magnet (Trio Tim, Siemens Healthcare) with a pelvic antenna (9). The sequences of examination mainly included T2-weighted imaging, diffusion-weighted imaging, and dynamic contrastenhanced imaging.…”
Section: Mri Technique and Datamentioning
confidence: 99%
“…Multi-parametric MRI (mpMRI) of the prostate is used to optimize cancer detection [Prostate Imaging Reporting and Data System (PIRADS) 2.1 standardized criteria] (3,4), for therapeutic decision guidance and research of local recurrence after curative treatment (5,6). Several MRI prognostic factors are already related with cancer recurrence: PIRADS score (7), apparent diffusion coefficient (ADC) value (8)(9)(10), extra-prostatic extension, invasion of seminal vesicles, size of the lesion or apical location (before radiotherapy) (11). Dynamic acquisition also provides useful information for tumor detection and characterization (12).…”
Section: Introductionmentioning
confidence: 99%