Deep learning workflow in radiology: a primer

This article provides step-by-step practical guidance for conducting a project that involves deep learning in radiology, from defining specifications, to deployment and scaling. Specifically, the objectives of this article are to provide an overview of clinical use cases of deep learning, describe the composition of multi-disciplinary team, and summarize current approaches to patient, data, model, and hardware selection. Key ideas will be illustrated by examples from a prototypical project on imaging of colorectal liver metastasis. This article illustrates the workflow for liver lesion detection, segmentation, classification, monitoring, and prediction of tumor recurrence and patient survival. Challenges are discussed, including ethical considerations, cohorting, data collection, anonymization, and availability of expert annotations. The practical guidance may be adapted to any project that requires automated medical image analysis.
Source: Insights into Imaging - Category: Radiology Source Type: research

Related Links:

Authors: Messaadi N, Bayen S, Beghin L, Lefebvre JM, Colleau S, Deken V, Cottencin O, Quersin F, Descamps A, Vanhelst J Abstract BACKGROUND: Screen media usage has become increasingly commonplace in daily life with children initiating themselves to screen media at an early age. Given the high prevalence of screen viewing among children worldwide, its impact on children's health has become a cause for concern. Unfortunately, little information on the independent association between sleep habits and screen time in French children is currently available. The main aim of this study was to assess possible...
Source: Revue d Epidemiologie et de Sante Publique - Category: Epidemiology Tags: Rev Epidemiol Sante Publique Source Type: research
Publication date: Available online 28 May 2020Source: Biochimica et Biophysica Acta (BBA) - Molecular and Cell Biology of LipidsAuthor(s): Aline Bayerle, Christian Marsching, Mariona Rabionet, Shaalee Dworski, Mustafa A. Kamani, Chandramohan Chitraju, Nina L. Gluchowski, Katlyn R. Gabriel, Silke Herzer, Richard Jennemann, Thierry Levade, Jeffrey A. Medin, Roger Sandhoff
Source: Biochimica et Biophysica Acta (BBA) Molecular and Cell Biology of Lipids - Category: Lipidology Source Type: research
PMID: 32464083 [PubMed - as supplied by publisher]
Source: American Journal of Physiology. Lung Cellular and Molecular Physiology - Category: Cytology Authors: Tags: Am J Physiol Lung Cell Mol Physiol Source Type: research
Conclusions: EVs from buffaloes infected with Theileria spp. were successfully isolated and characterized. This is an advance in the knowledge of host-parasite relationship that contributes to the understanding of host immune response and theileriosis evasion mechanisms. These findings may pave the way for searching new EVs candidate-markers for a better production of safe biological products derived from buffaloes.
Source: Journal of Venomous Animals and Toxins including Tropical Diseases - Category: Tropical Medicine Source Type: research
Conclusions: JZTX-X selectively suppresses Kv4.2 and Kv4.3 potassium channe l activity in a concentration- and voltage-dependent manner and causes long-lasting mechanical hyperalgesia.
Source: Journal of Venomous Animals and Toxins including Tropical Diseases - Category: Tropical Medicine Source Type: research
Conclusion: Our results suggest a different biochemical composition of S. polymorpha venom, based on the different effects of four venom fractions on the cells tested, according to statistical evidence. Fractions F6 and F7 caused the most important alterations.
Source: Journal of Venomous Animals and Toxins including Tropical Diseases - Category: Tropical Medicine Source Type: research
Publication date: Available online 29 May 2020Source: The Annals of Thoracic SurgeryAuthor(s): Irsa S. Hasan, Hartzell V. Schaff, Richard C. Daly, Katherine S. King, John M. Stulak, Kevin L. Greason, Joseph A. Dearani
Source: The Annals of Thoracic Surgery - Category: Cardiovascular & Thoracic Surgery Source Type: research
Publication date: Available online 29 May 2020Source: The Annals of Thoracic SurgeryAuthor(s): Takafumi Ouchi, Noriyuki Kato, Hiroaki Kato, Takatoshi Higashigawa, Hisato Ito, Ken Nakajima, Shuji Chino, Toshiya Tokui, Toru Mizumoto, Hajime Sakuma
Source: The Annals of Thoracic Surgery - Category: Cardiovascular & Thoracic Surgery Source Type: research
Publication date: September 2020Source: Interdisciplinary Neurosurgery, Volume 21Author(s): Nobuya Murakami, Takato Morioka, Satoshi O. Suzuki, Nobutaka Mukae, Takafumi Shimogawa, Yoshihiro Matsuo, Takakazu Sasaguri, Masahiro Mizoguchi
Source: Interdisciplinary Neurosurgery - Category: Neurosurgery Source Type: research
Publication date: September 2020Source: Interdisciplinary Neurosurgery, Volume 21Author(s): Zachary K. Christian, Kimmo J. Hatanpaa, Richard J. Auchus, Stephen R. Hammes, Ankur R. Patel, Bruce E. Mickey
Source: Interdisciplinary Neurosurgery - Category: Neurosurgery Source Type: research
More News: Computers | Learning | Liver | Medical Ethics | Radiology | Universities & Medical Training | Urology & Nephrology