Cargando…

Simulated clinical deployment of fully automatic deep learning for clinical prostate MRI assessment

OBJECTIVES: To simulate clinical deployment, evaluate performance, and establish quality assurance of a deep learning algorithm (U-Net) for detection, localization, and segmentation of clinically significant prostate cancer (sPC), ISUP grade group ≥ 2, using bi-parametric MRI. METHODS: In 2017, 284...

Descripción completa

Detalles Bibliográficos
Autores principales:	Schelb, Patrick, Wang, Xianfeng, Radtke, Jan Philipp, Wiesenfarth, Manuel, Kickingereder, Philipp, Stenzinger, Albrecht, Hohenfellner, Markus, Schlemmer, Heinz-Peter, Maier-Hein, Klaus H., Bonekamp, David
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Springer Berlin Heidelberg 2020
Materias:	Urogenital
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7755653/ https://www.ncbi.nlm.nih.gov/pubmed/32767102 http://dx.doi.org/10.1007/s00330-020-07086-z

Ejemplares similares

Comparison of machine learning algorithms to predict clinically significant prostate cancer of the peripheral zone with multiparametric MRI using clinical assessment categories and radiomic features
por: Bernatz, Simon, et al.
Publicado: (2020)

Routine pelvic MRI using phased-array coil for detection of extraprostatic tumour extension: accuracy and clinical significance
por: Hole, Knut Håkon, et al.
Publicado: (2012)

Clinical validity of non-contrast-enhanced VI-RADS: prospective study using 3-T MRI with high-gradient magnetic field
por: Watanabe, Masanaka, et al.
Publicado: (2022)

MRI findings in men on active surveillance for prostate cancer: does dutasteride make MRI visible lesions less conspicuous? Results from a placebo-controlled, randomised clinical trial
por: Giganti, Francesco, et al.
Publicado: (2017)

Bi- or multiparametric MRI in a sequential screening program for prostate cancer with PSA followed by MRI? Results from the Göteborg prostate cancer screening 2 trial
por: Wallström, Jonas, et al.
Publicado: (2021)

ESUR/ESUI consensus statements on multi-parametric MRI for the detection of clinically significant prostate cancer: quality requirements for image acquisition, interpretation and radiologists’ training
por: de Rooij, Maarten, et al.
Publicado: (2020)

Appearance of abdominal wall endometriosis on MR imaging
por: Busard, Milou P. H., et al.
Publicado: (2009)

Accuracy of fractal analysis and PI-RADS assessment of prostate magnetic resonance imaging for prediction of cancer grade groups: a clinical validation study
por: Michallek, Florian, et al.
Publicado: (2021)

MRI of the kidney—state of the art
por: Nikken, J. J., et al.
Publicado: (2007)

MRI grading for the prediction of prostate cancer aggressiveness
por: Boschheidgen, M., et al.
Publicado: (2021)

Malignancy rates and diagnostic performance of the Bosniak classification for the diagnosis of cystic renal lesions in computed tomography – a systematic review and meta-analysis
por: Sevcenco, Sabina, et al.
Publicado: (2016)

The primacy of multiparametric MRI in men with suspected prostate cancer
por: Richenberg, Jonathan, et al.
Publicado: (2019)

Evaluation of a robotic technique for transrectal MRI-guided prostate biopsies
por: Schouten, Martijn G., et al.
Publicado: (2011)

Prediction of significant prostate cancer in biopsy-naïve men: Validation of a novel risk model combining MRI and clinical parameters and comparison to an ERSPC risk calculator and PI-RADS
por: Radtke, Jan Philipp, et al.
Publicado: (2019)

3D T2-weighted imaging to shorten multiparametric prostate MRI protocols
por: Polanec, Stephan H., et al.
Publicado: (2017)

Optimising preoperative risk stratification tools for prostate cancer using mpMRI
por: Reisæter, Lars A. R., et al.
Publicado: (2017)

Structured reporting of pelvic MRI leads to better treatment planning of uterine leiomyomas
por: Sala, Evis, et al.
Publicado: (2018)

Non-contrast MRI can accurately characterize adnexal masses: a retrospective study
por: Sahin, Hilal, et al.
Publicado: (2021)

MRI of female genital tract congenital anomalies: European Society of Urogenital Radiology (ESUR) guidelines
por: Maciel, Cristina, et al.
Publicado: (2020)

The longitudinal effect of ejaculation on seminal vesicle fluid volume and whole-prostate ADC as measured on prostate MRI
por: Barrett, Tristan, et al.
Publicado: (2017)

Prediction of prostate cancer grade using fractal analysis of perfusion MRI: retrospective proof-of-principle study
por: Michallek, Florian, et al.
Publicado: (2021)

Inter-reader agreement of the PI-QUAL score for prostate MRI quality in the NeuroSAFE PROOF trial
por: Giganti, Francesco, et al.
Publicado: (2021)

Impact of Surgeon’s Experience in Rigid versus Elastic MRI/TRUS-Fusion Biopsy to Detect Significant Prostate Cancer Using Targeted and Systematic Cores
por: Görtz, Magdalena, et al.
Publicado: (2022)

MRI-derived PRECISE scores for predicting pathologically-confirmed radiological progression in prostate cancer patients on active surveillance
por: Caglic, Iztok, et al.
Publicado: (2020)

The learning curve in bladder MRI using VI-RADS assessment score during an interactive dedicated training program
por: da Silva, Miguel Correia, et al.
Publicado: (2022)

Natural history of prostate cancer on active surveillance: stratification by MRI using the PRECISE recommendations in a UK cohort
por: Giganti, Francesco, et al.
Publicado: (2020)

MRI as a tool to assess surgical margins and pseudocapsule features directly following partial nephrectomy for small renal masses
por: van Oostenbrugge, Tim J., et al.
Publicado: (2018)

Visibility of significant prostate cancer on multiparametric magnetic resonance imaging (MRI)—do we still need contrast media?
por: Huebner, Nicolai Alexander, et al.
Publicado: (2020)

Promoting the use of the PI-QUAL score for prostate MRI quality: results from the ESOR Nicholas Gourtsoyiannis teaching fellowship
por: Giganti, Francesco, et al.
Publicado: (2022)

Interobserver reproducibility of the PRECISE scoring system for prostate MRI on active surveillance: results from a two-centre pilot study
por: Giganti, Francesco, et al.
Publicado: (2019)

MRI features of the normal prostatic peripheral zone: the relationship between age and signal heterogeneity on T2WI, DWI, and DCE sequences
por: Bura, Vlad, et al.
Publicado: (2021)

Comparative performance of MRI-derived PRECISE scores and delta-radiomics models for the prediction of prostate cancer progression in patients on active surveillance
por: Sushentsev, Nikita, et al.
Publicado: (2021)

Using MRI to differentiate upper-lateral intracavitary pregnancy and interstitial pregnancy for the patients with pregnancies in the uterotubal junction during the first trimester
por: Liu, Wenjuan, et al.
Publicado: (2022)

Low cancer yield in PI-RADS 3 upgraded to 4 by dynamic contrast-enhanced MRI: is it time to reconsider scoring categorization?
por: Messina, Emanuele, et al.
Publicado: (2023)

MRI and contrast-enhanced ultrasound imaging for evaluation of focal irreversible electroporation treatment: results from a phase I-II study in patients undergoing IRE followed by radical prostatectomy
por: van den Bos, Willemien, et al.
Publicado: (2015)

Value of (68)Ga-labeled bombesin antagonist (RM2) in the detection of primary prostate cancer comparing with [(18)F]fluoromethylcholine PET-CT and multiparametric MRI—a phase I/II study
por: Beheshti, Mohsen, et al.
Publicado: (2022)

ESUR prostate MR guidelines 2012
por: Barentsz, Jelle O., et al.
Publicado: (2012)

Evaluation of the female pelvic floor in pelvic organ prolapse using 3.0-Tesla diffusion tensor imaging and fibre tractography
por: Zijta, F. M., et al.
Publicado: (2012)

Size matters: The width and location of a ureteral stone accurately predict the chance of spontaneous passage
por: Jendeberg, Johan, et al.
Publicado: (2017)

European Society of Urogenital Radiology (ESUR) Guidelines: MR Imaging of Leiomyomas
por: Kubik-Huch, Rahel A., et al.
Publicado: (2018)

Cannot write session to /tmp/vufind_sessions/sess_brl7vlo18pnncr2hleotc110bq