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Erschienen in: Journal of Digital Imaging 3/2009

01.06.2009

Automated Separation of Visceral and Subcutaneous Adiposity in In Vivo Microcomputed Tomographies of Mice

verfasst von: Svetlana Lublinsky, Yen K. Luu, Clinton T. Rubin, Stefan Judex

Erschienen in: Journal of Imaging Informatics in Medicine | Ausgabe 3/2009

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Abstract

Reflecting its high resolution and contrast capabilities, microcomputed tomography (μCT) can provide an in vivo assessment of adiposity with excellent spatial specificity in the mouse. Herein, an automated algorithm that separates the total abdominal adiposity into visceral and subcutaneous compartments is detailed. This algorithm relies on Canny edge detection and mathematical morphological operations to automate the manual contouring process that is otherwise required to spatially delineate the different adipose deposits. The algorithm was tested and verified with μCT scans from 74 C57BL/6J mice that had a broad range of body weights and adiposity. Despite the heterogeneity within this sample of mice, the algorithm demonstrated a high degree of stability and robustness that did not necessitate changing of any of the initially set input variables. Comparisons of data between the automated and manual methods were in complete agreement (R 2 = 0.99). Compared to manual contouring, the increase in precision and accuracy, while decreasing processing time by at least an order of magnitude, suggests that this algorithm can be used effectively to separately assess the development of total, visceral, and subcutaneous adiposity. As an application of this method, preliminary data from adult mice suggest that a relative increase in either subcutaneous, visceral, or total fat negatively influences skeletal quantity and that fat infiltration in the liver is greatly increased by a high-fat diet.
Literatur
1.
Zurück zum Zitat Muller R, Hahn M, Vogel M, Delling G, Ruegsegger P: Morphometric analysis of noninvasively assessed bone biopsies: comparison of high-resolution computed tomography and histologic sections. Bone 18(3):215–220, 1996 MarchPubMedCrossRef Muller R, Hahn M, Vogel M, Delling G, Ruegsegger P: Morphometric analysis of noninvasively assessed bone biopsies: comparison of high-resolution computed tomography and histologic sections. Bone 18(3):215–220, 1996 MarchPubMedCrossRef
2.
Zurück zum Zitat Ruegsegger P, Koller B, Muller R: A microtomographic system for the nondestructive evaluation of bone architecture. Calcif Tissue Int 58(1):24–29, 1996 JanuaryPubMedCrossRef Ruegsegger P, Koller B, Muller R: A microtomographic system for the nondestructive evaluation of bone architecture. Calcif Tissue Int 58(1):24–29, 1996 JanuaryPubMedCrossRef
3.
Zurück zum Zitat Garman R, Rubin C, Judex S: Small oscillatory accelerations, independent of matrix deformations, increase osteoblast activity and enhance bone morphology. PLoS ONE 2:e653, 2007PubMedCrossRef Garman R, Rubin C, Judex S: Small oscillatory accelerations, independent of matrix deformations, increase osteoblast activity and enhance bone morphology. PLoS ONE 2:e653, 2007PubMedCrossRef
4.
Zurück zum Zitat Rubin CT, Capilla E, Luu YK, Busa B, Crawford H, Nolan DJ, Mittal V, Rosen CJ, Pessin JE, Judex S: Adipogenesis is inhibited by brief, daily exposure to high-frequency, extremely low-magnitude mechanical signals. Proc Natl Acad Sci U S A 104(45):17879–17884, 2007 November 6PubMedCrossRef Rubin CT, Capilla E, Luu YK, Busa B, Crawford H, Nolan DJ, Mittal V, Rosen CJ, Pessin JE, Judex S: Adipogenesis is inhibited by brief, daily exposure to high-frequency, extremely low-magnitude mechanical signals. Proc Natl Acad Sci U S A 104(45):17879–17884, 2007 November 6PubMedCrossRef
5.
Zurück zum Zitat Bastie CC, Zong H, Xu J, Busa B, Judex S, Kurland IJ, Pessin JE: Integrative metabolic regulation of peripheral tissue fatty acid oxidation by the SRC kinase family member Fyn. Cell Metab 5(5):371–381, 2007 MayPubMedCrossRef Bastie CC, Zong H, Xu J, Busa B, Judex S, Kurland IJ, Pessin JE: Integrative metabolic regulation of peripheral tissue fatty acid oxidation by the SRC kinase family member Fyn. Cell Metab 5(5):371–381, 2007 MayPubMedCrossRef
6.
Zurück zum Zitat Chiba Y, Saitoh S, Takagi S, Ohnishi H, Katoh N, Ohata J, Nakagawa M, Shimamoto K: Relationship between visceral fat and cardiovascular disease risk factors: the Tanno and Sobetsu study. Hypertens Res 30(3):229–236, 2007 MarchPubMedCrossRef Chiba Y, Saitoh S, Takagi S, Ohnishi H, Katoh N, Ohata J, Nakagawa M, Shimamoto K: Relationship between visceral fat and cardiovascular disease risk factors: the Tanno and Sobetsu study. Hypertens Res 30(3):229–236, 2007 MarchPubMedCrossRef
7.
Zurück zum Zitat Weisberg SP, McCann D, Desai M, Rosenbaum M, Leibel RL, Ferrante AW Jr: Obesity is associated with macrophage accumulation in adipose tissue. J Clin Invest 112(12):1796–1808, 2003 DecemberPubMed Weisberg SP, McCann D, Desai M, Rosenbaum M, Leibel RL, Ferrante AW Jr: Obesity is associated with macrophage accumulation in adipose tissue. J Clin Invest 112(12):1796–1808, 2003 DecemberPubMed
8.
Zurück zum Zitat Haffner SM: Abdominal adiposity and cardiometabolic risk: do we have all the answers? Am J Med 120(9 Suppl 1):S10–S16, 2007 SeptemberPubMedCrossRef Haffner SM: Abdominal adiposity and cardiometabolic risk: do we have all the answers? Am J Med 120(9 Suppl 1):S10–S16, 2007 SeptemberPubMedCrossRef
9.
Zurück zum Zitat Taguchi R, Takasu J, Itani Y, Yamamoto R, Yokoyama K, Watanabe S, Masuda Y: Pericardial fat accumulation in men as a risk factor for coronary artery disease. Atherosclerosis 157(1):203–209, 2001 JulyPubMedCrossRef Taguchi R, Takasu J, Itani Y, Yamamoto R, Yokoyama K, Watanabe S, Masuda Y: Pericardial fat accumulation in men as a risk factor for coronary artery disease. Atherosclerosis 157(1):203–209, 2001 JulyPubMedCrossRef
10.
Zurück zum Zitat Fox CS, Massaro JM, Hoffmann U, Pou KM, Maurovich-Horvat P, Liu CY, Vasan RS, Murabito JM, Meigs JB, Cupples LA, D’Agostino RB Sr, O’Donnell CJ: Abdominal visceral and subcutaneous adipose tissue compartments: association with metabolic risk factors in the Framingham Heart Study. Circulation 116(1):39–48, 2007 July 3PubMedCrossRef Fox CS, Massaro JM, Hoffmann U, Pou KM, Maurovich-Horvat P, Liu CY, Vasan RS, Murabito JM, Meigs JB, Cupples LA, D’Agostino RB Sr, O’Donnell CJ: Abdominal visceral and subcutaneous adipose tissue compartments: association with metabolic risk factors in the Framingham Heart Study. Circulation 116(1):39–48, 2007 July 3PubMedCrossRef
11.
Zurück zum Zitat Despres JP, Moorjani S, Lupien PJ, Tremblay A, Nadeau A, Bouchard C: Regional distribution of body fat, plasma lipoproteins, and cardiovascular disease. Arteriosclerosis 10(4):497–511, 1990 JulyPubMed Despres JP, Moorjani S, Lupien PJ, Tremblay A, Nadeau A, Bouchard C: Regional distribution of body fat, plasma lipoproteins, and cardiovascular disease. Arteriosclerosis 10(4):497–511, 1990 JulyPubMed
12.
Zurück zum Zitat Kissebah AH, Krakower GR: Regional adiposity and morbidity. Physiol Rev 74(4):761–811, 1994 OctoberPubMed Kissebah AH, Krakower GR: Regional adiposity and morbidity. Physiol Rev 74(4):761–811, 1994 OctoberPubMed
13.
Zurück zum Zitat Urbanchek MG, Picken EB, Kalliainen LK, Kuzon WM Jr: Specific force deficit in skeletal muscles of old rats is partially explained by the existence of denervated muscle fibers. J Gerontol A Biol Sci Med Sci 56(5):B191–B197, 2001 MayPubMed Urbanchek MG, Picken EB, Kalliainen LK, Kuzon WM Jr: Specific force deficit in skeletal muscles of old rats is partially explained by the existence of denervated muscle fibers. J Gerontol A Biol Sci Med Sci 56(5):B191–B197, 2001 MayPubMed
14.
Zurück zum Zitat Seidell JC, Bakker CJ, van der KK: Imaging techniques for measuring adipose-tissue distribution—a comparison between computed tomography and 1.5-T magnetic resonance. Am J Clin Nutr 51(6):953–957, 1990 JunePubMed Seidell JC, Bakker CJ, van der KK: Imaging techniques for measuring adipose-tissue distribution—a comparison between computed tomography and 1.5-T magnetic resonance. Am J Clin Nutr 51(6):953–957, 1990 JunePubMed
15.
Zurück zum Zitat Donnelly LF, O’Brien KJ, Dardzinski BJ, Poe SA, Bean JA, Holland SK, Daniels SR: Using a phantom to compare MR techniques for determining the ratio of intra abdominal to subcutaneous adipose tissue. AJR Am J Roentgenol 180(4):993–998, 2003 AprilPubMed Donnelly LF, O’Brien KJ, Dardzinski BJ, Poe SA, Bean JA, Holland SK, Daniels SR: Using a phantom to compare MR techniques for determining the ratio of intra abdominal to subcutaneous adipose tissue. AJR Am J Roentgenol 180(4):993–998, 2003 AprilPubMed
16.
Zurück zum Zitat Poll LW, Wittsack HJ, Koch JA, Willers R, Scherer A, Kapitza C, Heinemann L, Modder U: Quantification of total abdominal fat volumes using magnetic resonance imaging. Eur J Med Res 7(8):347–352, 2002 August 30PubMed Poll LW, Wittsack HJ, Koch JA, Willers R, Scherer A, Kapitza C, Heinemann L, Modder U: Quantification of total abdominal fat volumes using magnetic resonance imaging. Eur J Med Res 7(8):347–352, 2002 August 30PubMed
17.
Zurück zum Zitat Armao D, Guyon JP, Firat Z, Brown MA, Semelka RC: Accurate quantification of visceral adipose tissue (VAT) using water-saturation MRI and computer segmentation: preliminary results. J Magn Reson Imaging 23(5):736–741, 2006 MayPubMedCrossRef Armao D, Guyon JP, Firat Z, Brown MA, Semelka RC: Accurate quantification of visceral adipose tissue (VAT) using water-saturation MRI and computer segmentation: preliminary results. J Magn Reson Imaging 23(5):736–741, 2006 MayPubMedCrossRef
18.
Zurück zum Zitat Elbers JM, Haumann G, Asscheman H, Seidell JC, Gooren LJ: Reproducibility of fat area measurements in young, non-obese subjects by computerized analysis of magnetic resonance images. Int J Obes Relat Metab Disord 21(12):1121–1129, 1997 DecemberPubMedCrossRef Elbers JM, Haumann G, Asscheman H, Seidell JC, Gooren LJ: Reproducibility of fat area measurements in young, non-obese subjects by computerized analysis of magnetic resonance images. Int J Obes Relat Metab Disord 21(12):1121–1129, 1997 DecemberPubMedCrossRef
19.
Zurück zum Zitat Bandekar AN, Naghavi M, Kakadiaris IA: Automated pericardial fat quantification in CT data. Conf Proc IEEE Eng Med Biol Soc 1:932–935, 2006PubMedCrossRef Bandekar AN, Naghavi M, Kakadiaris IA: Automated pericardial fat quantification in CT data. Conf Proc IEEE Eng Med Biol Soc 1:932–935, 2006PubMedCrossRef
20.
Zurück zum Zitat Bandekar A, Naghavi M, Kakadiaris I: Performance evaluation of abdominal fat burden quantification in CT. Conf Proc IEEE Eng Med Biol Soc 3:3280–3283, 2005PubMed Bandekar A, Naghavi M, Kakadiaris I: Performance evaluation of abdominal fat burden quantification in CT. Conf Proc IEEE Eng Med Biol Soc 3:3280–3283, 2005PubMed
21.
Zurück zum Zitat Liou TH, Chan WP, Pan LC, Lin PW, Chou P, Chen CH: Fully automated large-scale assessment of visceral and subcutaneous abdominal adipose tissue by magnetic resonance imaging. Int J Obes (Lond) 30(5):844–852, 2006 MayCrossRef Liou TH, Chan WP, Pan LC, Lin PW, Chou P, Chen CH: Fully automated large-scale assessment of visceral and subcutaneous abdominal adipose tissue by magnetic resonance imaging. Int J Obes (Lond) 30(5):844–852, 2006 MayCrossRef
22.
Zurück zum Zitat Canny J: A computational approach to edge detection. IEEE Trans Pattern Anal Mach Intell 8(6):679–698, 1986 NovemberCrossRef Canny J: A computational approach to edge detection. IEEE Trans Pattern Anal Mach Intell 8(6):679–698, 1986 NovemberCrossRef
23.
Zurück zum Zitat Luu YK, Lublinsky S, Ozcivici E, Capilla E, Pessin JE, Rubin CT, Judex S: In vivo quantification of subcutaneous and visceral adiposity by micro-computed tomography in a small animal model. Med Eng Phys (in press), 2008 May 15 Luu YK, Lublinsky S, Ozcivici E, Capilla E, Pessin JE, Rubin CT, Judex S: In vivo quantification of subcutaneous and visceral adiposity by micro-computed tomography in a small animal model. Med Eng Phys (in press), 2008 May 15
24.
Zurück zum Zitat Jensen MD, Kanaley JA, Reed JE, Sheedy PF: Measurement of abdominal and visceral fat with computed tomography and dual-energy X-ray absorptiometry. Am J Clin Nutr 61(2):274–278, 1995 FebruaryPubMed Jensen MD, Kanaley JA, Reed JE, Sheedy PF: Measurement of abdominal and visceral fat with computed tomography and dual-energy X-ray absorptiometry. Am J Clin Nutr 61(2):274–278, 1995 FebruaryPubMed
25.
Zurück zum Zitat Peng Q, McColl RW, Ding Y, Wang J, Chia JM, Weatherall PT: Automated method for accurate abdominal fat quantification on water-saturated magnetic resonance images. J Magn Reson Imaging 26(3):738–746, 2007 SeptemberPubMedCrossRef Peng Q, McColl RW, Ding Y, Wang J, Chia JM, Weatherall PT: Automated method for accurate abdominal fat quantification on water-saturated magnetic resonance images. J Magn Reson Imaging 26(3):738–746, 2007 SeptemberPubMedCrossRef
26.
Zurück zum Zitat Lublinsky S, Ozcivici E, Judex S: An automated algorithm to detect the trabecular–cortical bone interface in micro-computed tomographic images. Calcif Tissue Int 81(4):285–293, 2007 OctoberPubMedCrossRef Lublinsky S, Ozcivici E, Judex S: An automated algorithm to detect the trabecular–cortical bone interface in micro-computed tomographic images. Calcif Tissue Int 81(4):285–293, 2007 OctoberPubMedCrossRef
27.
Zurück zum Zitat Ricci C, Longo R, Gioulis E, Bosco M, Pollesello P, Masutti F, Croce LS, Paoletti S, de BB, Tiribelli C, Dalla PL: Noninvasive in vivo quantitative assessment of fat content in human liver. J Hepatol 27(1):108–113, 1997 JulyPubMedCrossRef Ricci C, Longo R, Gioulis E, Bosco M, Pollesello P, Masutti F, Croce LS, Paoletti S, de BB, Tiribelli C, Dalla PL: Noninvasive in vivo quantitative assessment of fat content in human liver. J Hepatol 27(1):108–113, 1997 JulyPubMedCrossRef
28.
Zurück zum Zitat Longo R, Ricci C, Masutti F, Vidimari R, Croce LS, Bercich L, Tiribelli C, Dalla PL: Fatty infiltration of the liver. Quantification by 1 H localized magnetic resonance spectroscopy and comparison with computed tomography. Invest Radiol 28(4):297–302, 1993 AprilPubMedCrossRef Longo R, Ricci C, Masutti F, Vidimari R, Croce LS, Bercich L, Tiribelli C, Dalla PL: Fatty infiltration of the liver. Quantification by 1 H localized magnetic resonance spectroscopy and comparison with computed tomography. Invest Radiol 28(4):297–302, 1993 AprilPubMedCrossRef
29.
Zurück zum Zitat Kodama Y, Ng CS, Wu TT, Ayers GD, Curley SA, Abdalla EK, Vauthey JN, Charnsangavej C: Comparison of CT methods for determining the fat content of the liver. AJR Am J Roentgenol 188(5):1307–1312, 2007 MayPubMedCrossRef Kodama Y, Ng CS, Wu TT, Ayers GD, Curley SA, Abdalla EK, Vauthey JN, Charnsangavej C: Comparison of CT methods for determining the fat content of the liver. AJR Am J Roentgenol 188(5):1307–1312, 2007 MayPubMedCrossRef
Metadaten
Titel
Automated Separation of Visceral and Subcutaneous Adiposity in In Vivo Microcomputed Tomographies of Mice
verfasst von
Svetlana Lublinsky
Yen K. Luu
Clinton T. Rubin
Stefan Judex
Publikationsdatum
01.06.2009
Verlag
Springer-Verlag
Erschienen in
Journal of Imaging Informatics in Medicine / Ausgabe 3/2009
Print ISSN: 2948-2925
Elektronische ISSN: 2948-2933
DOI
https://doi.org/10.1007/s10278-008-9152-x

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