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1.
Neuroimage ; 46(3): 726-38, 2009 Jul 01.
Article in English | MEDLINE | ID: mdl-19245840

ABSTRACT

Quantitative research in neuroimaging often relies on anatomical segmentation of human brain MR images. Recent multi-atlas based approaches provide highly accurate structural segmentations of the brain by propagating manual delineations from multiple atlases in a database to a query subject and combining them. The atlas databases which can be used for these purposes are growing steadily. We present a framework to address the consequent problems of scale in multi-atlas segmentation. We show that selecting a custom subset of atlases for each query subject provides more accurate subcortical segmentations than those given by non-selective combination of random atlas subsets. Using a database of 275 atlases, we tested an image-based similarity criterion as well as a demographic criterion (age) in a leave-one-out cross-validation study. Using a custom ranking of the database for each subject, we combined a varying number n of atlases from the top of the ranked list. The resulting segmentations were compared with manual reference segmentations using Dice overlap. Image-based selection provided better segmentations than random subsets (mean Dice overlap 0.854 vs. 0.811 for the estimated optimal subset size, n=20). Age-based selection resulted in a similar marked improvement. We conclude that selecting atlases from large databases for atlas-based brain image segmentation improves the accuracy of the segmentations achieved. We show that image similarity is a suitable selection criterion and give results based on selecting atlases by age that demonstrate the value of meta-information for selection.


Subject(s)
Artificial Intelligence , Brain/anatomy & histology , Image Enhancement/methods , Image Interpretation, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Pattern Recognition, Automated/methods , Subtraction Technique , Algorithms , Humans , Imaging, Three-Dimensional/methods , Reproducibility of Results , Sensitivity and Specificity
2.
Radiology ; 220(3): 661-7, 2001 Sep.
Article in English | MEDLINE | ID: mdl-11526264

ABSTRACT

PURPOSE: To compare the uptake of SH U 508A in different types of liver lesions by using stimulated acoustic emission. MATERIALS AND METHODS: Thirty-seven patients with characterized lesions (metastasis, n = 17; hepatocellular carcinoma, n = 4; hemangioma, n = 9; focal nodular hyperplasia, n = 7) received 2.5 g SH U 508A. After 5 minutes, stimulated acoustic emission was elicited by using a previously described method. Liver and/or lesional differences were assessed with videodensitometry (objective conspicuity score), and two observers assessed each lesion by using a six-point scale (subjective conspicuity score). RESULTS: Metastases and hepatocellular carcinoma had low stimulated acoustic emission; median objective conspicuity scores were 70% and 68% (all scores were > or =43%), respectively, and subjective conspicuity scores were 2 or higher for both observers. Hemangiomas had reduced stimulated acoustic emission, with more variability; the median objective conspicuity score was 41% (range, 9%-72%), and the median subjective conspicuity scores were 2 (range, 1-4) and 3.5 (range, 1-5) for observers 1 and 2, respectively. Focal nodular hyperplasia had stimulated acoustic emission comparable to that of the liver in all cases; the median objective conspicuity score was -4.7% (all scores were <6%), and the subjective conspicuity score was 1 or lower for both observers. This finding completely separated focal nodular hyperplasia and malignancies. Significant differences were seen between focal nodular hyperplasia and all other lesion types (P < .05). CONCLUSION: Strong late-phase lesional uptake of SH U 508A is characteristic of focal nodular hyperplasia, is seen in some hemangiomas, and was not observed in malignancies.


Subject(s)
Contrast Media/pharmacokinetics , Liver Neoplasms/metabolism , Liver/diagnostic imaging , Polysaccharides/pharmacokinetics , Adult , Aged , Carcinoma, Hepatocellular/metabolism , Female , Focal Nodular Hyperplasia , Hemangioma/metabolism , Humans , Liver/metabolism , Male , Middle Aged , Ultrasonography
3.
Radiology ; 216(2): 592-6, 2000 Aug.
Article in English | MEDLINE | ID: mdl-10924591

ABSTRACT

The authors investigated the effect of intermittent second-harmonic gray-scale (ISHGS) ultrasonography (US) with SH U 508A microbubbles on the conspicuity of focal liver lesions. Twenty-three patients were included in the study. Images were analyzed subjectively and quantitatively. Objective lesion conspicuity was increased. In 12 of the 15 patients with liver malignancy, gray-scale defects were seen in previously unsuspected areas. ISHGS US may improve the sensitivity of US for liver lesions.


Subject(s)
Contrast Media , Image Enhancement/methods , Liver Neoplasms/diagnostic imaging , Polysaccharides , Adult , Aged , Carcinoid Tumor/diagnostic imaging , Carcinoma/diagnostic imaging , Contrast Media/administration & dosage , Female , Focal Nodular Hyperplasia/diagnostic imaging , Humans , Image Processing, Computer-Assisted/methods , Infusions, Intravenous , Liver/diagnostic imaging , Liver Neoplasms/secondary , Male , Middle Aged , Observer Variation , Phantoms, Imaging , Polysaccharides/administration & dosage , Sensitivity and Specificity , Ultrasonics , Ultrasonography , Videotape Recording
4.
Radiology ; 216(3): 903-8, 2000 Sep.
Article in English | MEDLINE | ID: mdl-10966730

ABSTRACT

Twenty consecutive patients with known liver malignancies underwent ultrasonography (US) in conventional B mode and in pulse-inversion mode in the late hepatic-specific parenchymal phase after intravenous administration of SH U 508A, a microbubble US contrast agent. Two experienced readers assessed subjective and objective conspicuity, number of lesions, and smallest lesion diameter in each mode. Subjective and objective conspicuity were improved with pulse-inversion mode, and smaller lesions were depicted with pulse-inversion mode than with conventional B mode, improving the detection of metastases less than 1 cm in size.


Subject(s)
Carcinoma, Hepatocellular/diagnostic imaging , Contrast Media , Image Enhancement , Liver Neoplasms/diagnostic imaging , Polysaccharides , Adult , Aged , Female , Humans , Liver/diagnostic imaging , Liver Neoplasms/secondary , Male , Middle Aged , Reference Values , Sensitivity and Specificity , Ultrasonography
5.
Lancet ; 355(9206): 807-8, 2000 Mar 04.
Article in English | MEDLINE | ID: mdl-10711932

ABSTRACT

Pulse-inversion mode (a new ultrasound mode) can be used to image the late liver-specific parenchymal phase of the microbubble contrast-agent Levovist. Scanning in pulse-inversion mode after Levovist improves the detection of liver metastases and reveals more lesions of smaller size than conventional ultrasonography and computed tomography.


Subject(s)
Colorectal Neoplasms/diagnostic imaging , Contrast Media , Image Enhancement , Liver Neoplasms/secondary , Polysaccharides , Humans , Liver Neoplasms/diagnostic imaging , Sensitivity and Specificity , Ultrasonography
6.
Rofo ; 172(1): 61-7, 2000 Jan.
Article in German | MEDLINE | ID: mdl-10719465

ABSTRACT

PURPOSE: The purpose of this study was systematically to investigate stimulated acoustic emission (SAE) with the microbubble contrast agent Levovist (Schering AG, Berlin) in vivo with regards to reproducibility, distribution in various organs over time, dependence on technical factors, and influence on the delineation of focal liver lesions. PATIENTS AND METHODS: 2 intravenous injections of 1 g of Levovist were given to 2 dogs and 1-6 injections of 2.5 g Levovist to 5 healthy volunteers and 37 patients. The liver, spleen, large abdominal vessels, and kidney were intermittently scanned for up to 30 min. Studies were evaluated for the presence of SAE signals by 2 observers. In 20 patients with focal liver lesions (15 with metastases, 4 haemangiomata, 1 hepatocellular carcinoma, and 1 cyst) the influence on lesion visualization was also assessed. RESULTS: SAE effects, lasting up to 30 minutes, were seen in all subjects in the liver and spleen. Vascular and renal SAE signals were noted shortly after injection, lasting up to 6 minutes. SAE was absent or markedly reduced in focal liver lesions, which were seen as colour voids. This increased the conspicuity of focal lesions, and in 5 patients additional metastases were detected that could not be delineated on B-mode alone. CONCLUSION: A liver- and spleen-specific late phase of Levovist can be consistently demonstrated using SAE and the effect increases the conspicuity of focal liver lesions.


Subject(s)
Contrast Media , Liver Neoplasms/diagnostic imaging , Liver/diagnostic imaging , Polysaccharides , Adult , Aged , Aged, 80 and over , Animals , Carcinoma, Hepatocellular/diagnostic imaging , Dogs , Dose-Response Relationship, Drug , Female , Focal Nodular Hyperplasia/diagnostic imaging , Hemangioma/diagnostic imaging , Humans , Liver Neoplasms/secondary , Male , Middle Aged , Reference Values , Ultrasonography, Doppler, Color
7.
Ultrasound Med Biol ; 25(9): 1341-52, 1999 Nov.
Article in English | MEDLINE | ID: mdl-10626621

ABSTRACT

Quantitative studies were performed to investigate liver- specific uptake of the microbubble Levovist, using stimulated acoustic emission (SAE), which can detect microbubbles even when stationary or slow-moving. These comprised studies of biodistribution comparing the liver and kidney in five normal volunteers, reproducibility in 34 patients, comparison between cirrhotics and controls (n = 9 each) and maximal depth of effect at different frequencies (180 measurements in 31 patients). Stimulated acoustic emission lasted beyond 30 min, with strongly liver-specific properties in each volunteer and was highly reproducible. No difference in the amount of SAE in the superficial liver was seen between cirrhotic and normal livers, but attenuation was higher in cirrhotics. This demonstrates a frequency-dependent effect on liver SAE penetration. We conclude that the liver uptake of Levovist lasts over 30 min, is reproducible, occurs even where diffuse liver disease is present and can be used to assess tissue attenuation in a novel fashion.


Subject(s)
Contrast Media , Liver Cirrhosis/diagnostic imaging , Liver/diagnostic imaging , Polysaccharides , Adult , Aged , Female , Humans , Kidney/diagnostic imaging , Male , Middle Aged , Reproducibility of Results , Spleen/diagnostic imaging , Ultrasonography
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