Cargando…

Just another “Clever Hans”? Neural networks and FDG PET-CT to predict the outcome of patients with breast cancer

BACKGROUND: Manual quantification of the metabolic tumor volume (MTV) from whole-body (18)F-FDG PET/CT is time consuming and therefore usually not applied in clinical routine. It has been shown that neural networks might assist nuclear medicine physicians in such quantification tasks. However, littl...

Descripción completa

Detalles Bibliográficos
Autores principales:	Weber, Manuel, Kersting, David, Umutlu, Lale, Schäfers, Michael, Rischpler, Christoph, Fendler, Wolfgang P., Buvat, Irène, Herrmann, Ken, Seifert, Robert
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Springer Berlin Heidelberg 2021
Materias:	Original Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8426242/ https://www.ncbi.nlm.nih.gov/pubmed/33674891 http://dx.doi.org/10.1007/s00259-021-05270-x

Ejemplares similares

Evaluation of (18)F-FDG PET/CT images acquired with a reduced scan time duration in lymphoma patients using the digital biograph vision
por: Weber, Manuel, et al.
Publicado: (2021)

Phantom-based acquisition time and image reconstruction parameter optimisation for oncologic FDG PET/CT examinations using a digital system
por: Fragoso Costa, Pedro, et al.
Publicado: (2022)

Silicon-photomultiplier-based PET/CT reduces the minimum detectable activity of iodine-124
por: Kersting, David, et al.
Publicado: (2021)

Interim FDG-PET analysis to identify patients with aggressive non-Hodgkin lymphoma who benefit from treatment intensification: a post-hoc analysis of the PETAL trial
por: Seifert, Robert, et al.
Publicado: (2022)

Artificial intelligence guided enhancement of digital PET: scans as fast as CT?
por: Hosch, René, et al.
Publicado: (2022)

First experiences with dynamic renal [(68)Ga]Ga-DOTA PET/CT: a comparison to renal scintigraphy and compartmental modelling to non-invasively estimate the glomerular filtration rate
por: Kersting, David, et al.
Publicado: (2022)

N-staging in large cell neuroendocrine carcinoma of the lung: diagnostic value of [(18)F]FDG PET/CT compared to the histopathology reference standard
por: Hautzel, Hubertus, et al.
Publicado: (2021)

Comparing lesion detection efficacy and image quality across different PET system generations to optimize the iodine-124 PET protocol for recurrent thyroid cancer
por: Kersting, David, et al.
Publicado: (2021)

Treatment-related changes in neuroendocrine tumors as assessed by textural features derived from (68)Ga-DOTATOC PET/MRI with simultaneous acquisition of apparent diffusion coefficient
por: Weber, Manuel, et al.
Publicado: (2020)

Whole-body staging of female patients with recurrent pelvic malignancies: Ultra-fast (18)F-FDG PET/MRI compared to (18)F-FDG PET/CT and CT
por: Kirchner, Julian, et al.
Publicado: (2017)

Metabolic imaging with FDG-PET and time to progression in patients discontinuing immune-checkpoint inhibition for metastatic melanoma
por: Ferdinandus, Justin, et al.
Publicado: (2022)

The “Clever Hans Phenomenon” revisited
por: Samhita, Laasya, et al.
Publicado: (2013)

(18)F-FDG-PET/MRI in the diagnostic work-up of limbic encephalitis
por: Deuschl, Cornelius, et al.
Publicado: (2020)

Diagnostic accuracy of (18)F–FDG PET/CT and MR imaging in patients with adenoid cystic carcinoma
por: Ruhlmann, Verena, et al.
Publicado: (2017)

Atypical bilateral ventilation/perfusion mismatches in an asymptomatic patient suffering from metastatic thyroid cancer
por: Kersting, David, et al.
Publicado: (2021)

[(68)Ga]FAPI-PET/CT for radiation therapy planning in biliary tract, pancreatic ductal adeno-, and adenoidcystic carcinomas
por: Guberina, Nika, et al.
Publicado: (2022)

Evaluation of the Predictive Potential of 18F-FDG PET and DWI Data Sets for Relevant Prognostic Parameters of Primary Soft-Tissue Sarcomas
por: Chodyla, Michal, et al.
Publicado: (2021)

(18)F-FDG PET/MR versus MR Alone in Whole-Body Primary Staging and Restaging of Patients with Rectal Cancer: What Is the Benefit of PET?
por: Li, Yan, et al.
Publicado: (2020)

Evaluation of [(68)Ga]Ga-PSMA PET/CT images acquired with a reduced scan time duration in prostate cancer patients using the digital biograph vision
por: Weber, Manuel, et al.
Publicado: (2021)

Realizing the potential of organoids—an interview with Hans Clevers
por: Bartfeld, Sina
Publicado: (2021)

Prospective comparison of the diagnostic accuracy of 18F-FDG PET/MRI, MRI, CT, and bone scintigraphy for the detection of bone metastases in the initial staging of primary breast cancer patients
por: Bruckmann, Nils Martin, et al.
Publicado: (2021)

Multiparametric (18)F-FDG PET/MRI-Based Radiomics for Prediction of Pathological Complete Response to Neoadjuvant Chemotherapy in Breast Cancer
por: Umutlu, Lale, et al.
Publicado: (2022)

Predictive Factors for RAI-Refractory Disease and Short Overall Survival in PDTC
por: Kersting, David, et al.
Publicado: (2021)

Comparison of nodal staging between CT, MRI, and [(18)F]-FDG PET/MRI in patients with newly diagnosed breast cancer
por: Morawitz, Janna, et al.
Publicado: (2021)

Multiparametric Integrated (18)F-FDG PET/MRI-Based Radiomics for Breast Cancer Phenotyping and Tumor Decoding
por: Umutlu, Lale, et al.
Publicado: (2021)

18 F-FDG-PET/MRI in patients with Graves’ orbitopathy.
por: Weber, Manuel, et al.
Publicado: (2021)

[(18)F]FDG PET/MRI in children suffering from lymphoma: does MRI contrast media make a difference?
por: Jannusch, Kai, et al.
Publicado: (2023)

Repeatability of (68)Ga-PSMA-HBED-CC PET/CT–Derived Total Molecular Tumor Volume
por: Seifert, Robert, et al.
Publicado: (2022)

Intra-Individual Comparison of (124)I-PET/CT and (124)I-PET/MR Hybrid Imaging of Patients with Resected Differentiated Thyroid Carcinoma: Aspects of Attenuation Correction
por: Grafe, Hong, et al.
Publicado: (2022)

Can we add another C to the 6Cs: C for Clever?
por: Ali, Parveen
Publicado: (2019)

Free-breathing 3D Stack of Stars GRE (StarVIBE) sequence for detecting pulmonary nodules in (18)F-FDG PET/MRI
por: Bruckmann, Nils Martin, et al.
Publicado: (2022)

Impact of EBUS-TBNA in addition to [(18)F]FDG-PET/CT imaging on target volume definition for radiochemotherapy in stage III NSCLC
por: Guberina, Maja, et al.
Publicado: (2021)

A gutsy approach to stem cells and signalling: an interview with Hans Clevers
Publicado: (2013)

Unmasking Clever Hans predictors and assessing what machines really learn
por: Lapuschkin, Sebastian, et al.
Publicado: (2019)

Prospective comparison of CT and (18)F-FDG PET/MRI in N and M staging of primary breast cancer patients: Initial results
por: Bruckmann, Nils Martin, et al.
Publicado: (2021)

Another “great mimicker”: FDG-PET/CT imaging findings of sarcoid-like reaction
por: Kendi, A T K, et al.
Publicado: (2015)

Interference of Known or Suspected Endometriosis in Reporting FDG PET/CT Performed in Another Indication
por: Balogova, Sona, et al.
Publicado: (2022)

(18) F-FDG PET/MR imaging in patients with suspected liver lesions: Value of liver-specific contrast agent Gadobenate dimeglumine
por: Kirchner, Julian, et al.
Publicado: (2017)

Accuracy of [(18)F]FDG PET/MRI for the Detection of Liver Metastases
por: Beiderwellen, Karsten, et al.
Publicado: (2015)

Conventional Imaging, MRI and (18)F-FDG PET/MRI for N and M Staging in Patients with Newly Diagnosed Breast Cancer
por: Morawitz, Janna, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_b58nvtejb0s6rg7hrv9rm0rmkj