Universität zu Köln

Lohmann, Philipp ORCID: 0000-0002-5360-046X, Kocher, Martin, Ruge, Maximillian, I, Visser-Vandewalle, Veerle, Shah, N. Jon ORCID: 0000-0002-8151-6169, Fink, Gereon R. ORCID: 0000-0002-8230-1856, Langen, Karl-Josef and Galldiks, Norbert ORCID: 0000-0002-2485-1796 (2020). PET/MRI Radiomics in Patients With Brain Metastases. Front. Neurol., 11. LAUSANNE: FRONTIERS MEDIA SA. ISSN 1664-2295

Full text not available from this repository.

Abstract

Although a variety of imaging modalities are used or currently being investigated for patients with brain tumors including brain metastases, clinical image interpretation to date uses only a fraction of the underlying complex, high-dimensional digital information from routinely acquired imaging data. The growing availability of high-performance computing allows the extraction of quantitative imaging features from medical images that are usually beyond human perception. Using machine learning techniques and advanced statistical methods, subsets of such imaging features are used to generate mathematical models that represent characteristic signatures related to the underlying tumor biology and might be helpful for the assessment of prognosis or treatment response, or the identification of molecular markers. The identification of appropriate, characteristic image features as well as the generation of predictive or prognostic mathematical models is summarized under the term radiomics. This review summarizes the current status of radiomics in patients with brain metastases.

Item Type:	Journal Article
Creators:	Creators Email ORCID ORCID Put Code Lohmann, Philipp UNSPECIFIED orcid.org/0000-0002-5360-046X UNSPECIFIED Kocher, Martin UNSPECIFIED UNSPECIFIED UNSPECIFIED Ruge, Maximillian, I UNSPECIFIED UNSPECIFIED UNSPECIFIED Visser-Vandewalle, Veerle UNSPECIFIED UNSPECIFIED UNSPECIFIED Shah, N. Jon UNSPECIFIED orcid.org/0000-0002-8151-6169 UNSPECIFIED Fink, Gereon R. UNSPECIFIED orcid.org/0000-0002-8230-1856 UNSPECIFIED Langen, Karl-Josef UNSPECIFIED UNSPECIFIED UNSPECIFIED Galldiks, Norbert UNSPECIFIED orcid.org/0000-0002-2485-1796 UNSPECIFIED
URN:	urn:nbn:de:hbz:38-345235
DOI:	10.3389/fneur.2020.00001
Journal or Publication Title:	Front. Neurol.
Volume:	11
Date:	2020
Publisher:	FRONTIERS MEDIA SA
Place of Publication:	LAUSANNE
ISSN:	1664-2295
Language:	English
Faculty:	Unspecified
Divisions:	Unspecified
Subjects:	no entry
Uncontrolled Keywords:	Keywords Language MAGNETIC-RESONANCE-SPECTROSCOPY; AMINO-ACID PET; RESPONSE ASSESSMENT; EUROPEAN ASSOCIATION; SOLID TUMORS; IMAGES; EPIDEMIOLOGY; RADIOSURGERY; PROGRESSION; FEATURES Multiple languages Clinical Neurology; Neurosciences Multiple languages
URI:	http://kups.ub.uni-koeln.de/id/eprint/34523