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1.
Eur J Nucl Med Mol Imaging ; 46(13): 2760-2769, 2019 Dec.
Article in English | MEDLINE | ID: mdl-31286200

ABSTRACT

PURPOSE: To determine whether [18F]FDG PET/CT-derived radiomic features alone or in combination with clinical, laboratory and biological parameters are predictive of 2-year progression-free survival (PFS) in patients with mantle cell lymphoma (MCL), and whether they enable outcome prognostication. METHODS: Included in this retrospective study were 107 treatment-naive MCL patients scheduled to receive CD20 antibody-based immuno(chemo)therapy. Standardized uptake values (SUV), total lesion glycolysis, and 16 co-occurrence matrix radiomic features were extracted from metabolic tumour volumes on pretherapy [18F]FDG PET/CT scans. A multilayer perceptron neural network in combination with logistic regression analyses for feature selection was used for prediction of 2-year PFS. International prognostic indices for MCL (MIPI and MIPI-b) were calculated and combined with the radiomic data. Kaplan-Meier estimates with log-rank tests were used for PFS prognostication. RESULTS: SUVmean (OR 1.272, P = 0.013) and Entropy (heterogeneity of glucose metabolism; OR 1.131, P = 0.027) were significantly predictive of 2-year PFS: median areas under the curve were 0.72 based on the two radiomic features alone, and 0.82 with the addition of clinical/laboratory/biological data. Higher SUVmean in combination with higher Entropy (SUVmean >3.55 and entropy >3.5), reflecting high "metabolic risk", was associated with a poorer prognosis (median PFS 20.3 vs. 39.4 months, HR 2.285, P = 0.005). The best PFS prognostication was achieved using the MIPI-bm (MIPI-b and metabolic risk combined): median PFS 43.2, 38.2 and 20.3 months in the low-risk, intermediate-risk and high-risk groups respectively (P = 0.005). CONCLUSION: In MCL, the [18F]FDG PET/CT-derived radiomic features SUVmean and Entropy may improve prediction of 2-year PFS and PFS prognostication. The best results may be achieved using a combination of metabolic, clinical, laboratory and biological parameters.


Subject(s)
Glucose/metabolism , Image Processing, Computer-Assisted , Lymphoma, Mantle-Cell/diagnostic imaging , Lymphoma, Mantle-Cell/metabolism , Positron Emission Tomography Computed Tomography , Aged , Disease-Free Survival , Female , Humans , Male , Prognosis , Retrospective Studies
2.
J Vis Exp ; (146)2019 04 01.
Article in English | MEDLINE | ID: mdl-30985755

ABSTRACT

In endothermic animals, brown adipose tissue (BAT) is activated to produce heat for defending body temperature in response to cold. BAT's ability to expend energy has made it a potential target for novel therapies to ameliorate obesity and associated metabolic disorders in humans. Though this tissue has been well studied in small animals, BAT's thermogenic capacity in humans remains largely unknown due to the difficulties of measuring its volume, activity, and distribution. Identifying and quantifying active human BAT is commonly performed using 18F-Fluorodeoxyglucose (18F-FDG) positron emission tomography and computed tomography (PET/CT) scans following cold-exposure or pharmacological activation. Here we describe a detailed image-analysis approach to quantify total-body human BAT from 18F-FDG PET/CT scans using an open-source software. We demonstrate the drawing of user-specified regions of interest to identify metabolically active adipose tissue while avoiding common non-BAT tissues, to measure BAT volume and activity, and to further characterize its anatomical distribution. Although this rigorous approach is time-consuming, we believe it will ultimately provide a foundation to develop future automated BAT quantification algorithms.


Subject(s)
Adipose Tissue, Brown/anatomy & histology , Adipose Tissue, Brown/diagnostic imaging , Fluorodeoxyglucose F18/chemistry , Positron Emission Tomography Computed Tomography , Algorithms , Humans , Image Processing, Computer-Assisted
3.
PLoS One ; 13(7): e0199529, 2018.
Article in English | MEDLINE | ID: mdl-30011328

ABSTRACT

AIM: Evaluate response and predict prognosis of patients with newly diagnosed metastatic breast cancer treated with first line systemic therapy using European Organization for Research and Treatment of Cancer (EORTC) criteria and PET Response Criteria in solid Tumours (PERCIST). METHODS: From December 2006 to August 2013, 57 women with newly diagnosed metastatic breast cancer were retrospectively evaluated. FDG-PET/CT was performed within one month before treatment and repeated after at least 3 cycles of treatment. Metabolic response evaluation was evaluated by two readers according to both EORTC criteria and PERCIST, classifying the patients into 4 response groups: complete metabolic response (CMR), partial metabolic response (PMR), stable metabolic disease (SMD), and progressive metabolic disease (PMD). RESULTS: With EORTC criteria, 22 patients had CMR, 17 PMR, 6 SMD and 12 PMD. With PERCIST, 20 patients had CMR, 15 PMR, 10 SMD and 12 PMD. There was agreement between EORTC and PERCIST in 84% of the patients. By log-rank analysis, metabolic response evaluated with both EORTC criteria and PERCIST was able to predict overall survival (p = 0.028 and 0.002 respectively). CMR patient group had longer median OS than patients in the combined PMR+SMD+PMD group (60 vs 26 months both with EORTC and PERCIST; p = 0.009 and 0.006 respectively). By multivariate analysis, CMR either with EORTC or PERCIST remained an independent predictor of survival. CONCLUSION: Metabolic response evaluation with EORTC criteria and PERCIST gave similar prognostic stratification for metastatic breast cancer treated with a first line of systemic therapy.


Subject(s)
Breast Neoplasms/diagnostic imaging , Breast Neoplasms/pathology , Fluorodeoxyglucose F18 , Positron Emission Tomography Computed Tomography , Adult , Aged , Aged, 80 and over , Biomarkers, Tumor , Breast Neoplasms/metabolism , Breast Neoplasms/mortality , Female , Follow-Up Studies , Humans , Middle Aged , Neoplasm Grading , Neoplasm Metastasis , Neoplasm Staging , Positron Emission Tomography Computed Tomography/methods , Proportional Hazards Models , Retrospective Studies
4.
Nucl Med Commun ; 39(7): 672-679, 2018 Jul.
Article in English | MEDLINE | ID: mdl-29790867

ABSTRACT

PURPOSE: This study aims to predict hematological toxicity induced by Ra therapy. We investigated the value of metabolically active bone tumor volume (MBTV) and total bone lesion activity (TLA) calculated on pretreatment fluorine-18-fluorocholine (F-FCH) PET/CT in castrate-resistant prostate cancer (CRPC) patients with bone metastases treated with Ra radionuclide therapy. PATIENTS AND METHODS: F-FCH PET/CT imaging was performed in 15 patients with CRPC before treatment with Ra. Bone metastatic disease was quantified on the basis of the maximum standardized uptake value (SUV), total lesion activity (TLA=MBTV×SUVmean), or MBTV/height (MBTV/H) and TLA/H. F-FCH PET/CT bone tumor burden and activity were analyzed to identify which parameters could predict hematological toxicity [on hemoglobin (Hb), platelets (PLTs), and lymphocytes] while on Ra therapy. Pearson's correlation was used to identify the correlations between age, prostate-specific antigen, and F-FCH PET parameters. RESULTS: MBTV ranged from 75 to 1259 cm (median: 392 cm). TLA ranged from 342 to 7198 cm (median: 1853 cm). Patients benefited from two to six cycles of Ra (n=56 cycles in total). At the end of Ra therapy, five of the 15 (33%) patients presented grade 2/3 toxicity on Hb and lymphocytes, whereas three of the 15 (20%) patients presented grade 2/3 PLT toxicity.Age was correlated negatively with both MBTV (r=-0.612, P=0.015) and TLA (r=-0.596, P=0.018). TLA, TLA/H, and MBTV/H predicted hematological toxicity on Hb, whereas TLA/H and MBTV/H predicted toxicity on PLTs at the end of Ra cycles. Receiver operating characteristic curve analysis allowed to define the cutoffs for MBTV (915 cm) and TLA (4198 cm) predictive for PLT toxicity, with an accuracy of 0.92 and 0.99. CONCLUSION: Tumor bone burden calculation is feasible with F-FCH PET/CT with freely available open-source software. In this pilot study, baseline F-FCH PET/CT markers (TLA, MBTV) have shown abilities to predict Hb and PLT toxicity after Ra therapy and could be explored for patient selection and treatment optimization.


Subject(s)
Blood/radiation effects , Bone Neoplasms/radiotherapy , Bone Neoplasms/secondary , Choline/analogs & derivatives , Positron Emission Tomography Computed Tomography , Prostatic Neoplasms, Castration-Resistant/pathology , Radium/adverse effects , Aged , Aged, 80 and over , Bone Neoplasms/diagnostic imaging , Humans , Male , Middle Aged , Pilot Projects , Radium/therapeutic use
5.
Proc Natl Acad Sci U S A ; 114(32): 8649-8654, 2017 08 08.
Article in English | MEDLINE | ID: mdl-28739898

ABSTRACT

Human brown adipose tissue (BAT) can be activated to increase glucose uptake and energy expenditure, making it a potential target for treating obesity and metabolic disease. Data on the functional and anatomic characteristics of BAT are limited, however. In 20 healthy young men [12 lean, mean body mass index (BMI) 23.2 ± 1.9 kg/m2; 8 obese, BMI 34.8 ± 3.3 kg/m2] after 5 h of tolerable cold exposure, we measured BAT volume and activity by 18F-labeled fluorodeoxyglucose positron emission tomography/computerized tomography (PET/CT). Obese men had less activated BAT than lean men (mean, 130 vs. 334 mL) but more fat in BAT-containing depots (mean, 1,646 vs. 855 mL) with a wide range (0.1-71%) in the ratio of activated BAT to inactive fat between individuals. Six anatomic regions had activated BAT-cervical, supraclavicular, axillary, mediastinal, paraspinal, and abdominal-with 67 ± 20% of all activated BAT concentrated in a continuous fascial layer comprising the first three depots in the upper torso. These nonsubcutaneous fat depots amounted to 1.5% of total body mass (4.3% of total fat mass), and up to 90% of each depot could be activated BAT. The amount and activity of BAT was significantly influenced by region of interest selection methods, PET threshold criteria, and PET resolutions. The present study suggests that active BAT can be found in specific adipose depots in adult humans, but less than one-half of the fat in these depots is stimulated by acute cold exposure, demonstrating a previously underappreciated thermogenic potential.


Subject(s)
Adipose Tissue, Brown/diagnostic imaging , Adiposity , Body Mass Index , Obesity/diagnostic imaging , Positron-Emission Tomography , Tomography, X-Ray Computed , Adipose Tissue, Brown/metabolism , Adult , Glucose-6-Phosphate/administration & dosage , Glucose-6-Phosphate/analogs & derivatives , Humans , Male , Obesity/metabolism
6.
PLoS One ; 10(10): e0140830, 2015.
Article in English | MEDLINE | ID: mdl-26473950

ABSTRACT

AIM: To investigate the respective influence of software tool and total metabolic tumor volume (TMTV0) calculation method on prognostic stratification of baseline 2-deoxy-2-[18F]fluoro-D-glucose positron emission tomography ([18F]FDG-PET) in newly diagnosed Hodgkin lymphoma (HL). METHODS: 59 patients with newly diagnosed HL were retrospectively included. [18F]FDG-PET was performed before any treatment. Four sets of TMTV0 were calculated with Beth Israel (BI) software: based on an absolute threshold selecting voxel with standardized uptake value (SUV) >2.5 (TMTV02.5), applying a per-lesion threshold of 41% of the SUV max (TMTV041) and using a per-patient adapted threshold based on SUV max of the liver (>125% and >140% of SUV max of the liver background; TMTV0125 and TMTV0140). TMTV041 was also determined with commercial software for comparison of software tools. ROC curves were used to determine the optimal threshold for each TMTV0 to predict treatment failure. RESULTS: Median follow-up was 39 months. There was an excellent correlation between TMTV041 determined with BI and with the commercial software (r = 0.96, p<0.0001). The median TMTV0 value for TMTV041, TMTV02.5, TMTV0125 and TMTV0140 were respectively 160 (used as reference), 210 ([28;154] p = 0.005), 183 ([-4;114] p = 0.06) and 143 ml ([-58;64] p = 0.9). The respective optimal TMTV0 threshold and area under curve (AUC) for prediction of progression free survival (PFS) were respectively: 313 ml and 0.70, 432 ml and 0.68, 450 ml and 0.68, 330 ml and 0.68. There was no significant difference between ROC curves. High TMTV0 value was predictive of poor PFS in all methodologies: 4-years PFS was 83% vs 42% (p = 0.006) for TMTV02.5, 83% vs 41% (p = 0.003) for TMTV041, 85% vs 40% (p<0.001) for TMTV0125 and 83% vs 42% (p = 0.004) for TMTV0140. CONCLUSION: In newly diagnosed HL, baseline metabolic tumor volume values were significantly influenced by the choice of the method used for determination of volume. However, no significant differences were found in term of prognosis.


Subject(s)
Glucose-6-Phosphate/analogs & derivatives , Hodgkin Disease , Image Processing, Computer-Assisted/methods , Positron-Emission Tomography , Software , Adolescent , Adult , Aged , Disease-Free Survival , Female , Follow-Up Studies , Glucose-6-Phosphate/administration & dosage , Hodgkin Disease/diagnostic imaging , Hodgkin Disease/mortality , Humans , Male , Middle Aged , Predictive Value of Tests , Radiography , Survival Rate
7.
Proc Natl Acad Sci U S A ; 109(25): 10001-5, 2012 Jun 19.
Article in English | MEDLINE | ID: mdl-22665804

ABSTRACT

As potential activators of brown adipose tissue (BAT), mild cold exposure and sympathomimetic drugs have been considered as treatments for obesity and diabetes, but whether they activate the same pathways is unknown. In 10 healthy human volunteers, we found that the sympathomimetic ephedrine raised blood pressure, heart rate, and energy expenditure, and increased multiple circulating metabolites, including glucose, insulin, and thyroid hormones. Cold exposure also increased blood pressure and energy expenditure, but decreased heart rate and had little effect on metabolites. Importantly, cold increased BAT activity as measured by (18)F-fluorodeoxyglucose PET-CT in every volunteer, whereas ephedrine failed to stimulate BAT. Thus, at doses leading to broad activation of the sympathetic nervous system, ephedrine does not stimulate BAT in humans. In contrast, mild cold exposure stimulates BAT energy expenditure with fewer other systemic effects, suggesting that cold activates specific sympathetic pathways. Agents that mimic cold activation of BAT could provide a promising approach to treating obesity while minimizing systemic effects.


Subject(s)
Adipose Tissue, Brown/physiology , Cold Temperature , Epinephrine/pharmacology , Sympathomimetics/pharmacology , Adipose Tissue, Brown/drug effects , Humans , Multimodal Imaging , Positron-Emission Tomography , Tomography, X-Ray Computed
8.
Nucl Med Commun ; 33(6): 641-7, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22240934

ABSTRACT

AIM: Physiologic activity of 18F-fluorodeoxyglucose (FDG) in the intestinal tract occurs frequently in patients undergoing PET/computed tomography (CT) imaging, appearing most often in the colon. The purpose of this study is to determine the localization of the FDG within the colon. We hypothesize that intestinal FDG activity is intraluminal. METHODS: In a prospective Institutional Review Board-approved and Health Insurance Portability and Accountability Act-compliant study, patients with physiologic colonic FDG activity on PET/CT scans were enrolled to undergo repeat imaging 2 h after stimulation of colonic motility with a high-fat meal. RESULTS: We identified 13 patients who had focal FDG activity in their colon during a routine clinical PET/CT scan. After administration of a high-fat meal, 10 patients (77%) demonstrated antegrade movement of FDG along the colon, consistent with luminal clearance. CONCLUSION: Our results suggest that normal physiologic FDG activity within the large intestine, seen on PET/CT scans, is intraluminal.


Subject(s)
Colon/physiology , Fluorodeoxyglucose F18/pharmacokinetics , Multimodal Imaging/methods , Positron-Emission Tomography , Radiopharmaceuticals/pharmacokinetics , Tomography, X-Ray Computed , Colon/metabolism , Humans , Intestine, Large/metabolism , Intestine, Large/physiology , Pilot Projects , Prospective Studies , Tissue Distribution
9.
N Engl J Med ; 360(15): 1509-17, 2009 Apr 09.
Article in English | MEDLINE | ID: mdl-19357406

ABSTRACT

BACKGROUND: Obesity results from an imbalance between energy intake and expenditure. In rodents and newborn humans, brown adipose tissue helps regulate energy expenditure by thermogenesis mediated by the expression of uncoupling protein 1 (UCP1), but brown adipose tissue has been considered to have no physiologic relevance in adult humans. METHODS: We analyzed 3640 consecutive (18)F-fluorodeoxyglucose ((18)F-FDG) positron-emission tomographic and computed tomographic (PET-CT) scans performed for various diagnostic reasons in 1972 patients for the presence of substantial depots of putative brown adipose tissue. Such depots were defined as collections of tissue that were more than 4 mm in diameter, had the density of adipose tissue according to CT, and had maximal standardized uptake values of (18)F-FDG of at least 2.0 g per milliliter, indicating high metabolic activity. Clinical indexes were recorded and compared with those of date-matched controls. Immunostaining for UCP1 was performed on biopsy specimens from the neck and supraclavicular regions in patients undergoing surgery. RESULTS: Substantial depots of brown adipose tissue were identified by PET-CT in a region extending from the anterior neck to the thorax. Tissue from this region had UCP1-immunopositive, multilocular adipocytes indicating brown adipose tissue. Positive scans were seen in 76 of 1013 women (7.5%) and 30 of 959 men (3.1%), corresponding to a female:male ratio greater than 2:1 (P<0.001). Women also had a greater mass of brown adipose tissue and higher (18)F-FDG uptake activity. The probability of the detection of brown adipose tissue was inversely correlated with years of age (P<0.001), outdoor temperature at the time of the scan (P=0.02), beta-blocker use (P<0.001), and among older patients, body-mass index (P=0.007). CONCLUSIONS: Defined regions of functionally active brown adipose tissue are present in adult humans, are more frequent in women than in men, and may be quantified noninvasively with the use of (18)F-FDG PET-CT. Most important, the amount of brown adipose tissue is inversely correlated with body-mass index, especially in older people, suggesting a potential role of brown adipose tissue in adult human metabolism.


Subject(s)
Adipose Tissue, Brown , Body Mass Index , Energy Metabolism , Adipocytes, Brown , Adipose Tissue, Brown/cytology , Adipose Tissue, Brown/diagnostic imaging , Adipose Tissue, Brown/metabolism , Adiposity , Adrenergic beta-Antagonists/therapeutic use , Adult , Age Factors , Aged , Blood Glucose/analysis , Female , Fluorodeoxyglucose F18/pharmacokinetics , Humans , Immunohistochemistry , Logistic Models , Male , Middle Aged , Multivariate Analysis , Neck , Positron-Emission Tomography , Radiopharmaceuticals/pharmacokinetics , Sex Characteristics , Statistics, Nonparametric , Temperature , Young Adult
10.
AJR Am J Roentgenol ; 188(6): W565-8, 2007 Jun.
Article in English | MEDLINE | ID: mdl-17515350

ABSTRACT

OBJECTIVE: Many of the functions necessary for imaging and analyzing nuclear medicine studies are not available on radiology PACS. Over the past 20 years, we have developed a user-friendly, easily installed software package for nuclear medicine study analysis, display, Web access, and database storage and an integrated display for fused PET/CT. We are making this software available as free shareware that can be used without a license on any PC. The software package was developed as a cooperative effort between house and attending staff and our nuclear medicine programmer. Particular emphasis was put on making functions intuitive and user friendly. CONCLUSION: A shareware nuclear medicine PACS software package including a display for fused PET/CT studies has been developed, extensively clinically tested, and is freely available on the Internet.


Subject(s)
Image Interpretation, Computer-Assisted/methods , Information Storage and Retrieval/methods , Positron-Emission Tomography/methods , Radiology Information Systems , Software , Tomography, X-Ray Computed/methods , User-Computer Interface , Computer Graphics , Database Management Systems , Nuclear Medicine/methods , Software Design
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