Radiomics and its emerging role in lung cancer research, imaging biomarkers and clinical management: State of the art

G Lee, HY Lee, H Park, ML Schiebler… - European journal of …, 2017 - Elsevier
With the development of functional imaging modalities we now have the ability to study the
microenvironment of lung cancer and its genomic instability. Radiomics is defined as the use …

Understanding sources of variation to improve the reproducibility of radiomics

B Zhao - Frontiers in oncology, 2021 - frontiersin.org
Radiomics is the method of choice for investigating the association between cancer imaging
phenotype, cancer genotype and clinical outcome prediction in the era of precision …

A predictive model for distinguishing radiation necrosis from tumour progression after gamma knife radiosurgery based on radiomic features from MR images

Z Zhang, J Yang, A Ho, W Jiang, J Logan, X Wang… - European …, 2018 - Springer
Objectives To develop a model using radiomic features extracted from MR images to
distinguish radiation necrosis from tumour progression in brain metastases after Gamma …

Texture analysis of medical images for radiotherapy applications

E Scalco, G Rizzo - The British journal of radiology, 2017 - academic.oup.com
The high-throughput extraction of quantitative information from medical images, known as
radiomics, has grown in interest due to the current necessity to quantitatively characterize …

[HTML][HTML] Radiomics-based features for pattern recognition of lung cancer histopathology and metastases

JRF Junior, M Koenigkam-Santos, FEG Cipriano… - Computer methods and …, 2018 - Elsevier
Background and Objectives: lung cancer is the leading cause of cancer-related deaths in the
world, and its poor prognosis varies markedly according to tumor staging. Computed …

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 …

MC Desseroit, F Tixier, WA Weber… - Journal of Nuclear …, 2017 - Soc Nuclear Med
The main purpose of this study was to assess the reliability of shape and heterogeneity
features in both the PET and the low-dose CT components of PET/CT. A secondary objective …

[HTML][HTML] Radiomics in head and neck cancer: from exploration to application

AJ Wong, A Kanwar, AS Mohamed… - Translational cancer …, 2016 - ncbi.nlm.nih.gov
In the context of clinical oncology, a fundamental goal of radiomics is the extraction of large
amounts of quantitative features whose subsequent analysis can be used for decision …

[HTML][HTML] Impact of image preprocessing on the volume dependence and prognostic potential of radiomics features in non-small cell lung cancer

X Fave, L Zhang, J Yang, D Mackin… - Translational Cancer …, 2016 - tcr.amegroups.org
Background: Radiomics features have been used in a variety of studies to predict patient
outcomes or aid in the diagnosis of non-small cell lung cancer. However, no guidelines exist …

Lung tumor segmentation methods: impact on the uncertainty of radiomics features for non-small cell lung cancer

CA Owens, CB Peterson, C Tang, EJ Koay, W Yu… - PLoS …, 2018 - journals.plos.org
Purpose To evaluate the uncertainty of radiomics features from contrast-enhanced breath-
hold helical CT scans of non-small cell lung cancer for both manual and semi-automatic …

[HTML][HTML] Towards precision medicine: from quantitative imaging to radiomics

UR Acharya, Y Hagiwara, VK Sudarshan… - Journal of Zhejiang …, 2018 - ncbi.nlm.nih.gov
Radiology (imaging) and imaging-guided interventions, which provide multi-parametric
morphologic and functional information, are playing an increasingly significant role in …