PROBABILITY RANDOM INDEX BASED CLUSTERING FOR SEGMENTATION OF PET-CT IMAGES

2019 ◽  
Vol 31 (02) ◽  
pp. 1950011
Author(s):  
S. Guruprasad ◽  
M. Z. Kurian ◽  
H. N. Suma

Medical image segmentation is a vital process in medical diagnosis and evaluation of tumor response to therapy. Current segmentation methods works only on single modality image like positron emission tomography has low resolution and gives only functional information; Computed Tomography has low contrast and provides structural information. This paper focus on segmentation of multimodality PET-CT image. In recent days PET-CT is advanced multimodal imaging equipment, which gives both functional and anatomical information in a single image. Probability random index is a new methodology adopted to segment the portion of an image, which is most essential for determining the actual intricacies involved in the portion of a body. The clustering is another methodology used to group similar pixel locations into a single group based on unpredictable random values of an image. The probability based clustering has been incorporated to overcome the drawbacks of existing methods of segmentation like over segmentation and under segmentation. The over segmentation has been eliminated by incorporating random values generated from the features of dataset of images. Similarly under segmentation has been eliminated by removing barriers of lack of collecting similarly values from clustering. Thus, the proposed method eliminates both over segmentation and under segmentation drawbacks of the existing methods. The proposed probability random index based clustering has yielded good results in comparision with other contemporary methods, which shall be observed from the section, results and analysis. The proposed probability random indexed clustering has yielded a good result of 88.41% on benchmark dataset.

Oncology ◽  
2021 ◽  
pp. 1-6
Author(s):  
Ahmed Abdelhakeem ◽  
Madhavi Patnana ◽  
Xuemei Wang ◽  
Jane E. Rogers ◽  
Mariela Blum Murphy ◽  
...  

<b><i>Background:</i></b> The value of baseline fluorodeoxyglucose-positron emission tomography-computed tomography (PET-CT) remains uncertain once gastroesophageal cancer is metastatic. We hypothesized that assessment of detailed PET-CT parameters (maximum standardized uptake value [SUVmax] and/or total lesion glycolysis [TLG]), and the extent of metastatic burden could aid prediction of probability of response or prognosticate. <b><i>Methods:</i></b> We retrospectively analyzed treatment-naive patients with stage 4 gastroesophageal cancer (December 2002–August 2017) who had initial PET-CT for cancer staging at MD Anderson Cancer Center. SUVmax and TLG were compared with treatment outcomes for the full cohort and subgroups based on metastatic burden (≤2 or &#x3e;2 metastatic sites). <b><i>Results:</i></b> We identified 129 patients with metastatic gastroesophageal cancer who underwent PET-CT before first-line therapy. The median follow-up time was 61 months. The median overall survival (OS) was 18.5 months; the first progression-free survival (PFS) was 5.5 months. SUVmax or TLG of the primary tumor or of all metastases combined had no influence on OS or PFS, whether the number of metastases was ≤2 or &#x3e;2. Overall response rates (ORRs) to first-line therapy were 48% and 45% for patients with ≤2 and &#x3e;2 metastases, respectively (nonsignificant). ORR did not differ based on low or high values of SUVmax or TLG. <b><i>Conclusions:</i></b> This is the first assessment of a unique set of PET-CT data and its association with outcomes in metastatic gastroesophageal cancer. In our large cohort of patients, detailed analyses of PET-CT (by SUVmax and/or TLG) did not discriminate any parameters examined. Thus, baseline PET-CT in untreated metastatic gastroesophageal cancer patients has limited or no utility.


2018 ◽  
Vol 2 (11) ◽  
pp. 1334-1343 ◽  
Author(s):  
Chelsea C. Pinnix ◽  
Andrea K. Ng ◽  
Bouthaina S. Dabaja ◽  
Sarah A. Milgrom ◽  
Jillian R. Gunther ◽  
...  

Key Points Biomarkers are needed to identify patients with PMBCL who will not be cured after single-modality therapy with R-EPOCH. Volume-based and metabolic variables on pre- and postchemotherapy PET-CT seem to identify patients who progress after R-EPOCH alone.


2018 ◽  
Vol 7 (3.32) ◽  
pp. 137
Author(s):  
Farli Rossi ◽  
Ashrani Aizzuddin Abd Rahni

Segmentation is one of the crucial steps in applications of medical diagnosis. The accurate image segmentation method plays an important role in proper detection of disease, staging, diagnosis, radiotherapy treatment planning and monitoring. In the advances of image segmentation techniques, joint segmentation of PET-CT images has increasingly received much attention in the field of both clinic and image processing. PET - CT images have become a standard method for tumor delineation and cancer assessment. Due to low spatial resolution in PET and low contrast in CT images, automated segmentation of tumor in PET - CT images is a well-known puzzle task. This paper attempted to describe and review four innovative methods used in the joint segmentation of functional and anatomical PET - CT images for tumor delineation. For the basic knowledge, the state of the art image segmentation methods were briefly reviewed and fundamental of PET and CT images were briefly explained. Further, the specific characteristics and limitations of four joint segmentation methods were critically discussed.  


Cancers ◽  
2020 ◽  
Vol 12 (4) ◽  
pp. 1030 ◽  
Author(s):  
Cristina Nanni

The International Myeloma Working Group (IMWG)recommends FDG PET/CT (Fluoro-Deoxy-glucose Positron Emission Tomography/Computed Tomography) as the gold standard imaging modality for initial evaluation and response to therapy assessment in multiple myeloma. In fact, FDG PET/CT, provides multiple useful indexes to risk-stratify patients and has significant prognostic value. However, multiple myeloma remains a complex disease to interpret on imaging. The Italian myeloma criteria for PET use (IMPeTUs) were proposed to standardize FDG PET/CT reading in multiple myeloma. In this communication an overview on IMPeTUs is provided as well as some examples of application.


2021 ◽  
pp. 20210470
Author(s):  
Sarah Allison Milgrom ◽  
Laura Rechner ◽  
Anne Berthelsen

18F-fluoro-deoxyglucose positron emission tomography (PET)/computed tomography (CT) scans play an important role in the management of lymphoma patients. They are critical to accurately stage disease and assess its response to therapy. In addition, PET/CT scans enable precise target delineation for radiation therapy planning. In this review, we describe the use of PET/CT scans in lymphoma, with a focus on their role in staging disease, assessing response to therapy, predicting prognosis, and planning RT.


Blood ◽  
2012 ◽  
Vol 120 (21) ◽  
pp. 1741-1741
Author(s):  
Annalisa Andreoli ◽  
Laetitia Vercellino ◽  
Mathieu-John Ouvrier ◽  
Emmanuelle Barré ◽  
Bruno Cassinat ◽  
...  

Abstract Abstract 1741 Background: Positron emission tomography (PET) generally employing fluorodeoxyglucose (FDG) combined with high-resolution structural imaging using computed tomography (CT) is regularly used in the diagnosis, staging and monitoring of treatment response in clinical oncology. 3′-18Fluoro-3′-deoxy-L-thymidine (18F-FLT) is a nucleoside analog that quickly accumulates in proliferating cells, more recently evaluated in various cancers including hematologic malignancies like acute leukemias or lymphomas as a PET radiotracer offering non invasive assessment of cell proliferation in vivo. Published results suggest that this technique could be useful to assess bone marrow (BM) activity and extramedullary hematopoiesis (EMH). However, to our knowledge, only 3 patients (pts) with myelofibrosis (MF) have been explored with 18F-FLT PET/CT (FLT PET). This pilot study aimed to establish proof-of-concept that FLT PET could be a new non invasive technique useful for MF management, in terms of diagnosis, staging and for monitoring response to therapy. Methods: Pts were evaluated using 2 different techniques. First, conventional BM scintigraphy (BMS) was performed: on day 1, pts were injected with 99mTechnetium-nanocolloids and a planar image of the reticuloendothelial system was performed 30 min after injection; pts were then injected with 111Indium-Cl3 and planar imaging of the erythroid BM was performed after 48h. Secondly, FLT PET was performed 1 hour after injection of 18F-FLT (provided by AAA), and consisted in a whole-body acquisition. Images were interpreted in a blinded fashion independently by two nuclear physicians, qualitatively and according to a visual scale for both examinations. In addition, 18F-FLT uptake was quantified using standardized uptake value (SUV) in several sites of the skeleton, spleen and liver. Results: 15 pts (9 men, 6 women, mean age: 62 years) were included between Apr 2011 and Jul 2012 (14 evaluable at time of abstract submission). 7 pts (47%) had primary (PMF), 4 post-polycythemia vera (PV), and 4 post-essential thrombocythemia (ET) MF, respectively (WHO criteria). All the pts had a BM biopsy with quantification of fibrosis. 11 pts (73%) had a JAK2V617F mutation, 1 a MPL515 mutation, and 3 had neither of these mutations. Therapies included hydroxyurea (n=1), androgens (n=1), interferon (n=4) and ruxolitinib (n=5); 4 pts had no specific therapy for MF. Three distinct patterns of FLT PET images were observed. 3 pts showed a marked reduced hematopoietic activity in the central compartment of the skeleton but a high uptake in spleen, suggesting the existence of myeloid metaplasia (Fig 1A). 8 pts had a rather normal pattern of BM activity in the central skeleton associated with marked expansion of BM activity to distal extremities and intense uptake of the tracer in the spleen (Fig 1B). 3 pts showed a relatively normal pattern of BM activity in the central skeleton, a mild expansion to distal extremities with no splenic abnormality (Fig 1C). FLT interpretation in myeloid malignancies is not standardized and we used comparisons with BMS to establish interpretation guidelines. Qualitative FLT PET results were equivalent to the 111In-Cl3 imaging in most cases, but in 2 pts FLT uptake was normal when BMS showed reduced 111In-Cl3 uptake. Compared to BMS, PET will also provide much more information including: (i) quantitative analyses of 18F-FLT uptake using SUV (preliminary results show that SUV ranges are [1.8 – 18.4] and [2.3 – 19.8] in BM and spleen, respectively); (ii) precise evaluation of malignant myelopoiesis in the different anatomical sites using coupled CT images. These analyses, and correlation with clinical and biological characteristics, BM histopathology and type of therapy received are ongoing. Conclusion: FLT PET is a new, convenient non invasive technique for evaluation of malignant hematopoiesis in MF, including BM activity and EMH. Distinct patterns of FLT uptake may help in the diagnosis and staging of MF. In addition, ongoing correlation studies with histological BM fibrosis could provide evidence for a role of this non invasive technique in the assessment of the evolution of fibrosis over time without the need for sequential biopsies. A subsequent clinical trial will determine in a larger cohort of MF pts the usefulness of PET for evaluation of tumor response to therapy and prediction of early response using sequential evaluation of FLT uptake in BM and spleen. Disclosures: Off Label Use: 3′-18Fluoro-3′-deoxy-L-thymidine (18F-FLT) is a nucleoside analog tested as a PET radiotracer in patients with myelofibrosis.


Cancers ◽  
2020 ◽  
Vol 12 (6) ◽  
pp. 1394
Author(s):  
Charles Mesguich ◽  
Cyrille Hulin ◽  
Axelle Lascaux ◽  
Laurence Bordenave ◽  
Gerald Marit ◽  
...  

The field of multiple myeloma (MM) imaging has evolved. The International Myeloma Working Group recently recommended performing 18F-fluorodeoxyglucose glucose (18FDG) positron emission tomography/computed tomography (PET/CT) with the aim of staging MM patients at baseline and evaluating response to therapy. Novel oncological radiotracers such as 11C-Choline and 18F-Fluorocholine, have been studied in comparison with 18FDG, mostly in MM patients presenting with refractory disease or suspected relapse. Choline-based tracers may overcome some limitations of 18FDG, which include a lack of sensitivity in depicting skull lesions and the fact that 10% of MM patients are FDG-negative. The majority of MM lesions display a higher uptake of Choline than FDG. Also, in many situations, Choline may offer better lesion visualization, with a higher tumor to background ratio; however, various patterns of Choline and FDG uptake have been observed in MM and some limitations, notably as regards liver lesions, should be recognized. Overall, Choline may provide additional detection of up to 75% more lesions. This article aims to provide a comprehensive review of the potential role of Choline in multiple myeloma, as compared to FDG, encompassing Choline physiopathology as well as data from clinical studies.


2005 ◽  
Vol 48 (spe2) ◽  
pp. 179-183 ◽  
Author(s):  
Francisco Lomeña ◽  
Marina Soler

Positron emission tomography (PET) is an imaging modality that gives information on tissue metabolism and functionalism, different from other imaging techniques like computed tomography (CT) and magnetic resonance imaging (MRI), which provide anatomical or structural information. PET has reached its development in biomedical research because of its capacity to use analogous compounds of many endogenous substance as tracers, and to measure, in vivo and in a non-invasive way, their consumption by the different organs and tissues of the mammalian body. Fluordeoxyglucose-F18 (FDG) PET has been proven to be a tracer adequate for clinical use in oncology and in many neurological diseases, with an excellent cost-efficiency ratio. The current PET-CT scanners can come to be the best tools for exploring patients who suffer from cancer.


2005 ◽  
Vol 44 (S 01) ◽  
pp. S46-S50 ◽  
Author(s):  
M. Dawood ◽  
N. Lang ◽  
F. Büther ◽  
M. Schäfers ◽  
O. Schober ◽  
...  

Summary:Motion in PET/CT leads to artifacts in the reconstructed PET images due to the different acquisition times of positron emission tomography and computed tomography. The effect of motion on cardiac PET/CT images is evaluated in this study and a novel approach for motion correction based on optical flow methods is outlined. The Lukas-Kanade optical flow algorithm is used to calculate the motion vector field on both simulated phantom data as well as measured human PET data. The motion of the myocardium is corrected by non-linear registration techniques and results are compared to uncorrected images.


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