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1.
Phys Med Biol ; 63(23): 235021, 2018 12 04.
Article in English | MEDLINE | ID: mdl-30511662

ABSTRACT

Texture analysis (TA) applied to CT imaging is an intensely studied topic and many studies suggested TA potential value in imaging characterisation for diagnostic purposes in different fields. However, often authors do not consider the reproducibility and the robustness versus variations in acquisition parameters; in this work, we wanted to explore the robustness of the TA features extracted from CT images. We scanned a commercial phantom (CIRS model 062M) containing plugs with nine different tissue equivalent electron densities using two different CT scanners of the same vendor and changing tube current (100 and 200 mA without modulation) and peak voltage (80 and 140 kVp). After the segmentation, we extracted TA features with LifeX and data were then statistically analysed using the generic estimate equations (GEE) method. Our results suggest that only seven out of 37 TA features extracted are not affected by variation in acquisition parameters considered in this study: GLRLM lgre, GLRLM srlge, GLRLM lrgle, GLZLM lze, GLZLM lgze, GLZLM szlge, GLZLM lzlge. Definitively, we highlighted the importance of a careful study of the dependence of TA parameters on acquisition modalities and analysis before their application in clinical studies.


Subject(s)
Tomography, X-Ray Computed/methods , Algorithms , Humans , Phantoms, Imaging , Reproducibility of Results , Tomography Scanners, X-Ray Computed , Tomography, X-Ray Computed/instrumentation
2.
Osteoporos Int ; 28(6): 1915-1923, 2017 06.
Article in English | MEDLINE | ID: mdl-28243706

ABSTRACT

This study deals with the role of texture analysis as a predictive factor of radiation-induced insufficiency fractures in patients undergoing pelvic radiation. INTRODUCTION: This study aims to assess the texture analysis (TA) of computed tomography (CT) simulation scans as a predictive factor of insufficiency fractures (IFs) in patients with pelvic malignancies undergoing radiation therapy (RT). METHODS: We performed an analysis of patients undergoing pelvic RT from January 2010 to December 2014, 24 of whom had developed pelvic bone IFs. We analyzed CT-simulation images using ImageJ macro software and selected two regions of interest (ROIs), which are L5 body and the femoral head. TA parameters included mean (m), standard deviation (SD), skewness (sk), kurtosis (k), entropy (e), and uniformity (u). The IFs patients were compared (1:2 ratio) with controlled patients who had not developed IFs and matched for sex, age, menopausal status, type of tumor, use of chemotherapy, and RT dose. A reliability test of intra- and inter-reader ROI TA reproducibility with the intra-class correlation coefficient (ICC) was performed. Univariate and multivariate analyses (logistic regression) were applied for TA parameters observed both in the IFs and the controlled groups. RESULTS: Inter- and intra-reader ROI TA was highly reproducible (ICC > 0.90). Significant TA parameters on paired t test included L5 m (p = 0.001), SD (p = 0.002), k (p = 0.006), e (p = 0.004), and u (p = 0.015) and femoral head m (p < 0.001) and SD (p = 0.001), whereas on logistic regression analysis, L5 e (p = 0.003) and u (p = 0.010) and femoral head m (p = 0.027), SD (p = 0.015), and sex (p = 0.044). CONCLUSIONS: In our experience, bone CT TA could be correlated to the risk of radiation-induced IFs. Studies on a large patient series and methodological refinements are warranted.


Subject(s)
Fractures, Stress/etiology , Pelvic Bones/injuries , Radiation Injuries/etiology , Radiotherapy, High-Energy/adverse effects , Adult , Aged , Aged, 80 and over , Female , Femur Neck/diagnostic imaging , Fractures, Stress/diagnostic imaging , Humans , Lumbar Vertebrae/diagnostic imaging , Male , Middle Aged , Observer Variation , Pelvic Bones/radiation effects , Pelvic Neoplasms/radiotherapy , Predictive Value of Tests , Radiation Injuries/diagnostic imaging , Radiographic Image Interpretation, Computer-Assisted/methods , Radiotherapy Dosage , Radiotherapy, High-Energy/methods , Risk Assessment/methods , Tomography, X-Ray Computed/methods
3.
Phys Med ; 32(12): 1712-1716, 2016 Dec.
Article in English | MEDLINE | ID: mdl-27524684

ABSTRACT

INTRODUCTION: Many studies aimed at validating the application of Dual Energy Computed Tomography (DECT) in clinical practice where conventional CT is not exhaustive. An example is given by bone marrow oedema detection, in which DECT based on water/calcium (W/Ca) decomposition was applied. In this paper a new DECT approach, based on water/cortical bone (W/CB) decomposition, was investigated. MATERIALS AND METHODS: Eight patients suffering from marrow oedema were scanned with MRI and DECT. Two-materials density decomposition was performed in ROIs corresponding to normal bone marrow and oedema. These regions were drawn on DECT images using MRI informations. Both W/Ca and W/CB were considered as material basis. Scatter plots of W/Ca and W/CB concentrations were made for each ROI in order to evaluate if oedema could be distinguished from normal bone marrow. Thresholds were defined on the scatter plots in order to produce DECT images where oedema regions were highlighted through color maps. The agreement between these images and MR was scored by two expert radiologists. RESULTS: For all the patients, the best scores were obtained using W/CB density decomposition. CONCLUSIONS: In all cases, DECT color map images based on W/CB decomposition showed better agreement with MR in bone marrow oedema identification with respect to W/Ca decomposition. This result encourages further studies in order to evaluate if DECT based on W/CB decomposition could be an alternative technique to MR, which would be important when short scanning duration is relevant, as in the case of aged or traumatic patients.


Subject(s)
Bone Marrow/diagnostic imaging , Cortical Bone/diagnostic imaging , Cortical Bone/metabolism , Edema/diagnostic imaging , Edema/metabolism , Tomography, X-Ray Computed , Water/metabolism , Adult , Aged , Bone Marrow/metabolism , Feasibility Studies , Female , Humans , Image Processing, Computer-Assisted , Male , Middle Aged
4.
Med Phys ; 29(7): 1456-63, 2002 Jul.
Article in English | MEDLINE | ID: mdl-12148726

ABSTRACT

A 6 MV photon beam from Linac SL75-5 has been collimated with a new micromultileaf device that is able to shape the field in the two orthogonal directions with four banks of leaves. This is the first clinical installation of the collimator and in this paper the dosimetric characterization of the system is reported. The dosimetric parameters required by the treatment planning system used for the dose calculation in the patient are: tissue maximum ratios, output factors, transmission and leakage of the leaves, penumbra values. Ionization chambers, silicon diode, radiographic films, and LiF thermoluminescent dosimeters have been employed for measurements of absolute dose and beam dosimetric data. Measurements with different dosimeters supply results in reasonable agreement among them and consistent with data available in literature for other models of micromultileaf collimator; that permits the use of the measured parameters for clinical applications. The discrepancies between results obtained with the different detectors (around 2%) for the analyzed parameters can be considered an indication of the accuracy that can be reached by current stereotactic dosimetry.


Subject(s)
Radiometry , Radiosurgery/methods , Radiotherapy, Conformal/instrumentation , Radiotherapy, Conformal/methods , Algorithms , Calibration , Fluorides/chemistry , Humans , Lithium Compounds/chemistry , Photons , Radiometry/methods , Water
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