Radiomics in nuclear medicine: robustness, reproducibility, standardization, and how to avoid data analysis traps and replication crisis
出版年份 2019 全文链接
标题
Radiomics in nuclear medicine: robustness, reproducibility, standardization, and how to avoid data analysis traps and replication crisis
作者
关键词
Positron emission tomography, Radiomics, Reproducibility, Meta-analysis, Systematic review, Machine learning
出版物
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
Volume -, Issue -, Pages -
出版商
Springer Science and Business Media LLC
发表日期
2019-06-25
DOI
10.1007/s00259-019-04391-8
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- Assessing robustness of radiomic features by image perturbation
- (2019) Alex Zwanenburg et al. Scientific Reports
- Validation of A Method to Compensate Multicenter Effects Affecting CT Radiomics
- (2019) Fanny Orlhac et al. RADIOLOGY
- LIFEx: a freeware for radiomic feature calculation in multimodality imaging to accelerate advances in the characterization of tumor heterogeneity
- (2018) Christophe Nioche et al. CANCER RESEARCH
- Robustness versus disease differentiation when varying parameter settings in radiomics features: application to nasopharyngeal PET/CT
- (2018) Wenbing Lv et al. EUROPEAN RADIOLOGY
- Radiomics in Nuclear Medicine applied to Radiation Therapy: methods, pitfalls and challenges
- (2018) Sylvain Reuzé et al. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS
- Repeatability and reproducibility of radiomic features: A systematic review
- (2018) Alberto Traverso et al. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS
- A post-reconstruction harmonization method for multicenter radiomic studies in PET
- (2018) Fanny Orlhac et al. JOURNAL OF NUCLEAR MEDICINE
- The first MICCAI challenge on PET tumor segmentation
- (2018) Mathieu Hatt et al. MEDICAL IMAGE ANALYSIS
- Technical Note: Extension of CERR for computational radiomics: A comprehensive MATLAB platform for reproducible radiomics research
- (2018) Aditya P. Apte et al. MEDICAL PHYSICS
- PET textural features stability and pattern discrimination power for radiomics analysis: An “ad-hoc” phantoms study
- (2018) L. Presotto et al. Physica Medica-European Journal of Medical Physics
- Quantifying the robustness of [ 18 F]FDG-PET/CT radiomic features with respect to tumor delineation in head and neck and pancreatic cancer patients
- (2018) Maria Luisa Belli et al. Physica Medica-European Journal of Medical Physics
- Tracking tumor biology with radiomics: A systematic review utilizing a radiomics quality score
- (2018) Sebastian Sanduleanu et al. RADIOTHERAPY AND ONCOLOGY
- PO-0981: Results from the Image Biomarker Standardisation Initiative
- (2018) A. Zwanenburg et al. RADIOTHERAPY AND ONCOLOGY
- Why validation of prognostic models matters?
- (2018) Alex Zwanenburg et al. RADIOTHERAPY AND ONCOLOGY
- Parameters Influencing PET Imaging Features: A Phantom Study with Irregular and Heterogeneous Synthetic Lesions
- (2018) Francesca Gallivanone et al. Contrast Media & Molecular Imaging
- A radiomics approach to assess tumour-infiltrating CD8 cells and response to anti-PD-1 or anti-PD-L1 immunotherapy: an imaging biomarker, retrospective multicohort study
- (2018) Roger Sun et al. LANCET ONCOLOGY
- Image reconstruction by domain-transform manifold learning
- (2018) Bo Zhu et al. NATURE
- CT imaging during treatment improves radiomic models for patients with locally advanced head and neck cancer
- (2018) Stefan Leger et al. RADIOTHERAPY AND ONCOLOGY
- Use of 18F-FDG PET/CT texture analysis to diagnose cardiac sarcoidosis
- (2018) Osamu Manabe et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- External validation of a combined PET and MRI radiomics model for prediction of recurrence in cervical cancer patients treated with chemoradiotherapy
- (2018) François Lucia et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- Deep learning in medical imaging and radiation therapy
- (2018) Berkman Sahiner et al. MEDICAL PHYSICS
- Effect of machine learning methods on predicting NSCLC overall survival time based on Radiomics analysis
- (2018) Wenzheng Sun et al. Radiation Oncology
- External validation of a prognostic model incorporating quantitative PET image features in oesophageal cancer
- (2018) Kieran G. Foley et al. RADIOTHERAPY AND ONCOLOGY
- Vulnerabilities of radiomic signature development: The need for safeguards
- (2018) Mattea L. Welch et al. RADIOTHERAPY AND ONCOLOGY
- MITK Phenotyping: An open-source toolchain for image-based personalized medicine with radiomics
- (2018) Michael Götz et al. RADIOTHERAPY AND ONCOLOGY
- 68Ga-PSMA PET/CT: Joint EANM and SNMMI procedure guideline for prostate cancer imaging: version 1.0
- (2017) Wolfgang P. Fendler et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- Impact of experimental design on PET radiomics in predicting somatic mutation status
- (2017) Stephen S.F. Yip et al. EUROPEAN JOURNAL OF RADIOLOGY
- The impact of image reconstruction settings on 18F-FDG PET radiomic features: multi-scanner phantom and patient studies
- (2017) Isaac Shiri et al. EUROPEAN RADIOLOGY
- Reproducibility of F18-FDG PET radiomic features for different cervical tumor segmentation methods, gray-level discretization, and reconstruction algorithms
- (2017) Baderaldeen A. Altazi et al. Journal of Applied Clinical Medical Physics
- Responsible Radiomics Research for Faster Clinical Translation
- (2017) Martin Vallières et al. JOURNAL OF NUCLEAR MEDICINE
- Repeatability of SUV in Oncologic 18 F-FDG PET
- (2017) Martin A. Lodge JOURNAL OF NUCLEAR MEDICINE
- Clinical utility of texture analysis of 18F-FDG PET/CT in patients with Stage I lung cancer treated with stereotactic body radiotherapy
- (2017) Kazuya Takeda et al. JOURNAL OF RADIATION RESEARCH
- A survey on deep learning in medical image analysis
- (2017) Geert Litjens et al. MEDICAL IMAGE ANALYSIS
- Classification and evaluation strategies of auto-segmentation approaches for PET: Report of AAPM task group No. 211
- (2017) Mathieu Hatt et al. MEDICAL PHYSICS
- Intrinsic dependencies of CT radiomic features on voxel size and number of gray levels
- (2017) Muhammad Shafiq-ul-Hassan et al. MEDICAL PHYSICS
- Radiomics: the bridge between medical imaging and personalized medicine
- (2017) Philippe Lambin et al. Nature Reviews Clinical Oncology
- Post-radiochemotherapy PET radiomics in head and neck cancer – The influence of radiomics implementation on the reproducibility of local control tumor models
- (2017) Marta Bogowicz et al. RADIOTHERAPY AND ONCOLOGY
- Prediction of cervical cancer recurrence using textural features extracted from 18F-FDG PET images acquired with different scanners
- (2017) Sylvain Reuzé et al. Oncotarget
- The effect of post-injection 18F-FDG PET scanning time on texture analysis of peripheral nerve sheath tumours in neurofibromatosis-1
- (2017) Eitan Lovat et al. EJNMMI Research
- The effects of segmentation algorithms on the measurement of 18F-FDG PET texture parameters in non-small cell lung cancer
- (2017) Usman Bashir et al. EJNMMI Research
- Radiomics strategies for risk assessment of tumour failure in head-and-neck cancer
- (2017) Martin Vallières et al. Scientific Reports
- A comparative study of machine learning methods for time-to-event survival data for radiomics risk modelling
- (2017) Stefan Leger et al. Scientific Reports
- Characterization of PET/CT images using texture analysis: the past, the present… any future?
- (2016) Mathieu Hatt et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- 18F-FDG PET/CT heterogeneity quantification through textural features in the era of harmonisation programs: a focus on lung cancer
- (2016) Charline Lasnon et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- Comparison of Tumor Uptake Heterogeneity Characterization Between Static and Parametric 18F-FDG PET Images in Non-Small Cell Lung Cancer
- (2016) F. Tixier et al. JOURNAL OF NUCLEAR MEDICINE
- Reliability of PET/CT Shape and Heterogeneity Features in Functional and Morphologic Components of Non–Small Cell Lung Cancer Tumors: A Repeatability Analysis in a Prospective Multicenter Cohort
- (2016) Marie-Charlotte Desseroit et al. JOURNAL OF NUCLEAR MEDICINE
- The Impact of Optimal Respiratory Gating and Image Noise on Evaluation of Intratumor Heterogeneity on 18F-FDG PET Imaging of Lung Cancer
- (2016) W. Grootjans et al. JOURNAL OF NUCLEAR MEDICINE
- Understanding Changes in Tumor Texture Indices in PET: A Comparison Between Visual Assessment and Index Values in Simulated and Patient Data
- (2016) Fanny Orlhac et al. JOURNAL OF NUCLEAR MEDICINE
- Repeatability of Radiomic Features in Non-Small-Cell Lung Cancer [18F]FDG-PET/CT Studies: Impact of Reconstruction and Delineation
- (2016) Floris H. P. van Velden et al. MOLECULAR IMAGING AND BIOLOGY
- Robustness of Radiomic Features in [11C]Choline and [18F]FDG PET/CT Imaging of Nasopharyngeal Carcinoma: Impact of Segmentation and Discretization
- (2016) Lijun Lu et al. MOLECULAR IMAGING AND BIOLOGY
- Evaluation of PET texture features with heterogeneous phantoms: complementarity and effect of motion and segmentation method
- (2016) M Carles et al. PHYSICS IN MEDICINE AND BIOLOGY
- Early-Stage Non–Small Cell Lung Cancer: Quantitative Imaging Characteristics of18F Fluorodeoxyglucose PET/CT Allow Prediction of Distant Metastasis
- (2016) Jia Wu et al. RADIOLOGY
- Sensitivity of Image Features to Noise in Conventional and Respiratory-Gated PET/CT Images of Lung Cancer: Uncorrelated Noise Effects
- (2016) Jasmine A. Oliver et al. TECHNOLOGY IN CANCER RESEARCH & TREATMENT
- The FAIR Guiding Principles for scientific data management and stewardship
- (2016) Mark D. Wilkinson et al. Scientific Data
- Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration
- (2015) Karel G.M. Moons et al. ANNALS OF INTERNAL MEDICINE
- Controlling false discoveries in high-dimensional situations: boosting with stability selection
- (2015) Benjamin Hofner et al. BMC BIOINFORMATICS
- Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): the TRIPOD Statement
- (2015) G. S. Collins et al. BRITISH JOURNAL OF SURGERY
- The precision of textural analysis in 18F-FDG-PET scans of oesophageal cancer
- (2015) Georgia Doumou et al. EUROPEAN RADIOLOGY
- Quantitative Radiomics: Effects of Stochastic Variability on PET Textural Features and Implications for Clinical Trials
- (2015) M. Nyflot et al. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS
- Impact of Image Reconstruction Settings on Texture Features in 18F-FDG PET
- (2015) J. Yan et al. JOURNAL OF NUCLEAR MEDICINE
- Deep learning
- (2015) Yann LeCun et al. NATURE
- Staging of cervical cancer based on tumor heterogeneity characterized by texture features on18F-FDG PET images
- (2015) Wei Mu et al. PHYSICS IN MEDICINE AND BIOLOGY
- Tests of calibration and goodness-of-fit in the survival setting
- (2015) Olga V. Demler et al. STATISTICS IN MEDICINE
- Variability of Image Features Computed from Conventional and Respiratory-Gated PET/CT Images of Lung Cancer
- (2015) Jasmine A. Oliver et al. Translational Oncology
- Radiomic Machine-Learning Classifiers for Prognostic Biomarkers of Head and Neck Cancer
- (2015) Chintan Parmar et al. Frontiers in Oncology
- Building Predictive Models inRUsing thecaretPackage
- (2015) Max Kuhn Journal of Statistical Software
- False Discovery Rates in PET and CT Studies with Texture Features: A Systematic Review
- (2015) Anastasia Chalkidou et al. PLoS One
- 18F-FDG PET-Derived Textural Indices Reflect Tissue-Specific Uptake Pattern in Non-Small Cell Lung Cancer
- (2015) Fanny Orlhac et al. PLoS One
- FDG PET/CT: EANM procedure guidelines for tumour imaging: version 2.0
- (2014) Ronald Boellaard et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- Tumor Texture Analysis in 18F-FDG PET: Relationships Between Texture Parameters, Histogram Indices, Standardized Uptake Values, Metabolic Volumes, and Total Lesion Glycolysis
- (2014) F. Orlhac et al. JOURNAL OF NUCLEAR MEDICINE
- 18F-FDG PET Uptake Characterization Through Texture Analysis: Investigating the Complementary Nature of Heterogeneity and Functional Tumor Volume in a Multi-Cancer Site Patient Cohort
- (2014) M. Hatt et al. JOURNAL OF NUCLEAR MEDICINE
- The emerging science of quantitative imaging biomarkers terminology and definitions for scientific studies and regulatory submissions
- (2014) Larry G Kessler et al. STATISTICAL METHODS IN MEDICAL RESEARCH
- Stability of FDG-PET Radiomics features: An integrated analysis of test-retest and inter-observer variability
- (2013) Ralph T. H. Leijenaar et al. ACTA ONCOLOGICA
- External validation of a Cox prognostic model: principles and methods
- (2013) Patrick Royston et al. BMC Medical Research Methodology
- Robustness of intratumour 18F-FDG PET uptake heterogeneity quantification for therapy response prediction in oesophageal carcinoma
- (2013) Mathieu Hatt et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- Test-Retest Variability of Various Quantitative Measures to Characterize Tracer Uptake and/or Tracer Uptake Heterogeneity in Metastasized Liver for Patients with Colorectal Carcinoma
- (2013) Floris H. P. van Velden et al. MOLECULAR IMAGING AND BIOLOGY
- Assessment of performance of survival prediction models for cancer prognosis
- (2012) Hung-Chia Chen et al. BMC Medical Research Methodology
- A few useful things to know about machine learning
- (2012) Pedro Domingos COMMUNICATIONS OF THE ACM
- Reproducibility of Tumor Uptake Heterogeneity Characterization Through Textural Feature Analysis in 18F-FDG PET
- (2012) F. Tixier et al. JOURNAL OF NUCLEAR MEDICINE
- Quantification of intra-tumour cell proliferation heterogeneity using imaging descriptors of 18F fluorothymidine-positron emission tomography
- (2012) J M Y Willaime et al. PHYSICS IN MEDICINE AND BIOLOGY
- Classification with correlated features: unreliability of feature ranking and solutions
- (2011) Laura Toloşi et al. BIOINFORMATICS
- An overview of techniques for linking high-dimensional molecular data to time-to-event endpoints by risk prediction models
- (2011) Harald Binder et al. BIOMETRICAL JOURNAL
- Impact of [18F]FDG PET imaging parameters on automatic tumour delineation: need for improved tumour delineation methodology
- (2011) Patsuree Cheebsumon et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- Guidelines for Reporting Reliability and Agreement Studies (GRRAS) were proposed
- (2011) Jan Kottner et al. INTERNATIONAL JOURNAL OF NURSING STUDIES
- On the choice of the best imputation methods for missing values considering three groups of classification methods
- (2011) Julián Luengo et al. KNOWLEDGE AND INFORMATION SYSTEMS
- Variability of textural features in FDG PET images due to different acquisition modes and reconstruction parameters
- (2010) Paulina E. Galavis et al. ACTA ONCOLOGICA
- Transparent and accurate reporting increases reliability, utility, and impact of your research: reporting guidelines and the EQUATOR Network
- (2010) Iveta Simera et al. BMC Medicine
- PET-guided delineation of radiation therapy treatment volumes: a survey of image segmentation techniques
- (2010) Habib Zaidi et al. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING
- Stability selection
- (2010) Nicolai Meinshausen et al. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY
- The MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models
- (2010) NATURE BIOTECHNOLOGY
- Robust biomarker identification for cancer diagnosis with ensemble feature selection methods
- (2009) Thomas Abeel et al. BIOINFORMATICS
- Assessing the Performance of Prediction Models
- (2009) Ewout W. Steyerberg et al. EPIDEMIOLOGY
- Learning from Imbalanced Data
- (2009) Haibo He et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
- Standards for PET Image Acquisition and Quantitative Data Analysis
- (2009) R. Boellaard JOURNAL OF NUCLEAR MEDICINE
- The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration
- (2009) Alessandro Liberati et al. PLOS MEDICINE
- Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
- (2009) David Moher et al. PLOS MEDICINE
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreFind the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
Search