Cargando…

Deep Learning-Based Body Composition Analysis Predicts Outcome in Melanoma Patients Treated with Immune Checkpoint Inhibitors

Previous studies suggest an impact of body composition on outcome in melanoma patients. We aimed to determine the prognostic value of CT-based body composition assessment in patients receiving immune checkpoint inhibitor therapy for treatment of metastatic disease using a deep learning approach. One...

Descripción completa

Detalles Bibliográficos
Autores principales:	Faron, Anton, Opheys, Nikola S., Nowak, Sebastian, Sprinkart, Alois M., Isaak, Alexander, Theis, Maike, Mesropyan, Narine, Endler, Christoph, Sirokay, Judith, Pieper, Claus C., Kuetting, Daniel, Attenberger, Ulrike, Landsberg, Jennifer, Luetkens, Julian A.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8700660/ https://www.ncbi.nlm.nih.gov/pubmed/34943551 http://dx.doi.org/10.3390/diagnostics11122314

Ejemplares similares

Synthetic extracellular volume fraction without hematocrit sampling for hepatic applications
por: Mesropyan, Narine, et al.
Publicado: (2021)

Multiparametric cardiac magnetic resonance imaging in pediatric and adolescent patients with acute myocarditis
por: Isaak, Alexander, et al.
Publicado: (2021)

Influence of hydration status on cardiovascular magnetic resonance myocardial T1 and T2 relaxation time assessment: an intraindividual study in healthy subjects
por: Luetkens, Julian A., et al.
Publicado: (2020)

Diagnostic value of magnetic resonance parametric mapping for non-invasive assessment of liver fibrosis in patients with primary sclerosing cholangitis
por: Mesropyan, Narine, et al.
Publicado: (2021)

Free-breathing high resolution modified Dixon steady-state angiography with compressed sensing for the assessment of the thoracic vasculature in pediatric patients with congenital heart disease
por: Mesropyan, Narine, et al.
Publicado: (2021)

Magnetic resonance parametric mapping of the spleen for non-invasive assessment of portal hypertension
por: Mesropyan, Narine, et al.
Publicado: (2020)

Detection of liver cirrhosis in standard T2-weighted MRI using deep transfer learning
por: Nowak, Sebastian, et al.
Publicado: (2021)

Free-breathing non-contrast flow-independent cardiovascular magnetic resonance angiography using cardiac gated, magnetization-prepared 3D Dixon method: assessment of thoracic vasculature in congenital heart disease
por: Isaak, Alexander, et al.
Publicado: (2021)

Computed tomography derived cervical fat-free muscle fraction as an imaging-based outcome marker in patients with acute ischemic stroke: a pilot study
por: Mesropyan, Narine, et al.
Publicado: (2023)

Simplified intravoxel incoherent motion diffusion-weighted MRI of liver lesions: feasibility of combined two-colour index maps
por: Mürtz, Petra, et al.
Publicado: (2021)

Comparison of different ROI analysis methods for liver lesion characterization with simplified intravoxel incoherent motion (IVIM)
por: Mesropyan, Narine, et al.
Publicado: (2021)

Assessment of liver cirrhosis severity with extracellular volume fraction MRI
por: Mesropyan, Narine, et al.
Publicado: (2022)

Body composition analysis using CT and MRI: intra-individual intermodal comparison of muscle mass and myosteatosis
por: Faron, Anton, et al.
Publicado: (2020)

Peripartum Cardiomyopathy: Diagnostic and Prognostic Value of Cardiac Magnetic Resonance in the Acute Stage
por: Isaak, Alexander, et al.
Publicado: (2022)

Deep learning supports the differentiation of alcoholic and other-than-alcoholic cirrhosis based on MRI
por: Luetkens, Julian A., et al.
Publicado: (2022)

Non-invasive assessment of liver fibrosis in autoimmune hepatitis: Diagnostic value of liver magnetic resonance parametric mapping including extracellular volume fraction
por: Mesropyan, Narine, et al.
Publicado: (2020)

Non-contrast free-breathing 3D cardiovascular magnetic resonance angiography using REACT (relaxation-enhanced angiography without contrast) compared to contrast-enhanced steady-state magnetic resonance angiography in complex pediatric congenital heart disease at 3T
por: Isaak, Alexander, et al.
Publicado: (2022)

Cardiac magnetic resonance follow-up of COVID-19 vaccine associated acute myocarditis
por: Kravchenko, Dmitrij, et al.
Publicado: (2022)

Cardiac MRI in Patients with Prolonged Cardiorespiratory Symptoms after Mild to Moderate COVID-19
por: Kravchenko, Dmitrij, et al.
Publicado: (2021)

Deep learning for standardized, MRI-based quantification of subcutaneous and subfascial tissue volume for patients with lipedema and lymphedema
por: Nowak, Sebastian, et al.
Publicado: (2022)

Cardiovascular Magnetic Resonance in Survivors of Critical Illness: Cardiac Abnormalities Are Associated With Acute Kidney Injury
por: Isaak, Alexander, et al.
Publicado: (2023)

CT fatty muscle fraction as a new parameter for muscle quality assessment predicts outcome in venovenous extracorporeal membrane oxygenation
por: Faron, Anton, et al.
Publicado: (2020)

Evaluation of malignant effusions using MR-based T1 mapping
por: Kuetting, D., et al.
Publicado: (2021)

A novel and simple cardiac magnetic resonance score (PE(2)RT) predicts outcome in takotsubo syndrome
por: Isaak, Alexander, et al.
Publicado: (2023)

Combining iterative metal artifact reduction and virtual monoenergetic images severely reduces hip prosthesis-associated artifacts in photon-counting detector CT
por: Layer, Yannik C., et al.
Publicado: (2023)

Image quality and radiation dose of dual source high pitch computed tomography in pediatric congenital heart disease
por: Kravchenko, Dmitrij, et al.
Publicado: (2022)

Feature-tracking-based strain analysis – a comparison of tracking algorithms
por: Thomas, Daniel, et al.
Publicado: (2020)

Feasibility of CT-derived myocardial strain measurement in patients with advanced cardiac valve disease
por: Vach, Marius, et al.
Publicado: (2021)

How Controlled is the Expansion of VIATORR CX?
por: Dell, Tatjana, et al.
Publicado: (2023)

End-to-end automated body composition analyses with integrated quality control for opportunistic assessment of sarcopenia in CT
por: Nowak, Sebastian, et al.
Publicado: (2021)

Simplified intravoxel incoherent motion DWI for differentiating malignant from benign breast lesions
por: Mürtz, Petra, et al.
Publicado: (2022)

Cardiac MRI in Suspected Acute COVID-19 Myocarditis
por: Luetkens, Julian A., et al.
Publicado: (2021)

In Vitro Evaluation of Acrylic Adhesives in Lymphatic Fluids-Influence of Glue Type and Procedural Parameters
por: Kuetting, Daniel, et al.
Publicado: (2022)

Diagnostic Accuracy of Quantitative Imaging Biomarkers in the Differentiation of Benign and Malignant Vertebral Lesions: Combination of Diffusion-Weighted and Proton Density Fat Fraction Spine MRI
por: Schmeel, Frederic Carsten, et al.
Publicado: (2021)

Deep learning enables automated MRI-based estimation of uterine volume also in patients with uterine fibroids undergoing high-intensity focused ultrasound therapy
por: Theis, Maike, et al.
Publicado: (2023)

Combination of Fat-Free Muscle Index and Total Spontaneous Portosystemic Shunt Area Identifies High-Risk Cirrhosis Patients
por: Faron, Anton, et al.
Publicado: (2022)

Bleeding management in computed tomography-guided liver biopsies by biopsy tract plugging with gelatin sponge slurry
por: Handke, Nikolaus A., et al.
Publicado: (2021)

Multiparametric cardiovascular magnetic resonance imaging in acute myocarditis: a comparison of different measurement approaches
por: Dabir, Darius, et al.
Publicado: (2019)

Pilot Animal Study on Robotic-Assisted Endovascular Visceral Interventions
por: Kupczyk, Patrick A., et al.
Publicado: (2022)

MRI proton density fat fraction for estimation of tumor grade in steatotic hepatocellular carcinoma
por: Kupczyk, Patrick Arthur, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_00b26dhlope7sr780qv4td4pda