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Volumn 24, Issue 7, 2013, Pages 1371-1381

Classification of small lesions in dynamic breast MRI: Eliminating the need for precise lesion segmentation through spatio-temporal analysis of contrast enhancement

Author keywords

Dynamic breast MRI; Minkowski Functionals; Mutual information; Support vector regression; Topological texture features

Indexed keywords

MAGNETIC RESONANCE IMAGING; MEDICAL IMAGING; TEXTURES; TOPOLOGY; VECTORS;

EID: 84885306542     PISSN: 09328092     EISSN: 14321769     Source Type: Journal    
DOI: 10.1007/s00138-012-0456-y     Document Type: Conference Paper
Times cited : (62)

References (37)
  • 1
    • 33747829208 scopus 로고    scopus 로고
    • American Cancer Society American Cancer Society Atlanta
    • American Cancer Society: Breast Cancer Facts& Figures 2005-2006. American Cancer Society, Atlanta (2006)
    • (2006) Breast Cancer Facts& Figures 2005-2006
  • 2
    • 0032958860 scopus 로고    scopus 로고
    • Dynamic breast MR imaging: Are signal intensity time course data useful for differential diagnosis of enhancing lesions?
    • Kuhl, C.K.; Mielcareck, P.; Klaschik, S.; Leutner, C.; Wardelmann, E.; Gieseke, J.; Schild, H.H.: Dynamic breast MR imaging: are signal intensity time course data useful for differential diagnosis of enhancing lesions? Radiology 211(1), 101-110 (1999)
    • (1999) Radiology , vol.211 , Issue.1 , pp. 101-110
    • Kuhl, C.K.1    Mielcareck, P.2    Klaschik, S.3    Leutner, C.4    Wardelmann, E.5    Gieseke, J.6    Schild, H.H.7
  • 3
    • 0034845595 scopus 로고    scopus 로고
    • Differentiation between benign and malignant findings on MR-mammography: Usefulness of morphological criteria
    • 10.1007/s003300100885
    • Wedegärtner, U.; Bick, U.; Wörtler, K.; Rummeny, E.; Bongartz, G.: Differentiation between benign and malignant findings on MR-mammography: usefulness of morphological criteria. Eur. Radiol. 11(9), 1645-1650 (2001)
    • (2001) Eur. Radiol. , vol.11 , Issue.9 , pp. 1645-1650
    • Wedegärtner, U.1    Bick, U.2    Wörtler, K.3    Rummeny, E.4    Bongartz, G.5
  • 4
    • 0036580534 scopus 로고    scopus 로고
    • Classification of hypervascularized lesions in CE MR imaging of the breast
    • 10.1007/s00330-001-1213-1
    • Baum, F.; Fischer, U.; Vosshenrich, R.; Grabbe, E.: Classification of hypervascularized lesions in CE MR imaging of the breast. Eur. Radiol. 12(5), 1087-1092 (2002)
    • (2002) Eur. Radiol. , vol.12 , Issue.5 , pp. 1087-1092
    • Baum, F.1    Fischer, U.2    Vosshenrich, R.3    Grabbe, E.4
  • 5
    • 0041475816 scopus 로고    scopus 로고
    • Dynamic MR imaging of the breast: Analysis of kinetic and morphologic diagnostic criteria
    • Szabo, B.; Aspelin, P.; Wiberg, M.; Böne, B.: Dynamic MR imaging of the breast: analysis of kinetic and morphologic diagnostic criteria. Acta Radiol. 44(4), 379-386 (2003)
    • (2003) Acta Radiol. , vol.44 , Issue.4 , pp. 379-386
    • Szabo, B.1    Aspelin, P.2    Wiberg, M.3    Böne, B.4
  • 6
    • 2442660323 scopus 로고    scopus 로고
    • Computerized interpretation of breast MRI: Investigation of enhancement-variance dynamics
    • 10.1118/1.1695652
    • Chen, W.; Giger, M.L.; Lan, L.; Bick, U.: Computerized interpretation of breast MRI: investigation of enhancement-variance dynamics. Med. Phys. 31(5), 1076-1082 (2004)
    • (2004) Med. Phys. , vol.31 , Issue.5 , pp. 1076-1082
    • Chen, W.1    Giger, M.L.2    Lan, L.3    Bick, U.4
  • 8
    • 0037925187 scopus 로고    scopus 로고
    • Textural analysis of contrast-enhanced MR images of the breast
    • 10.1002/mrm.10496
    • Gibbs, P.; Turnbull, L.W.: Textural analysis of contrast-enhanced MR images of the breast. Magn. Reson. Med. 50(1), 92-98 (2003)
    • (2003) Magn. Reson. Med. , vol.50 , Issue.1 , pp. 92-98
    • Gibbs, P.1    Turnbull, L.W.2
  • 9
    • 36348986747 scopus 로고    scopus 로고
    • Volumetric texture analysis of breast lesions on contrast-enhanced magnetic resonance images
    • 10.1002/mrm.21347
    • Chen, W.; Giger, M.L.; Li, H.; Bick, U.; Newstead, G.M.: Volumetric texture analysis of breast lesions on contrast-enhanced magnetic resonance images. Magn. Reson. Med. 58(3), 562-571 (2007)
    • (2007) Magn. Reson. Med. , vol.58 , Issue.3 , pp. 562-571
    • Chen, W.1    Giger, M.L.2    Li, H.3    Bick, U.4    Newstead, G.M.5
  • 10
    • 55349148361 scopus 로고    scopus 로고
    • Quantitative analysis of lesion morphology and texture features for diagnostic prediction in breast MRI
    • 10.1016/j.acra.2008.06.005
    • Nie, K.; Chen, J.H.; Yu, H.J.; Chu, Y.; Nalcioglu, O.; Su, M.Y.: Quantitative analysis of lesion morphology and texture features for diagnostic prediction in breast MRI. Acad. Radiol. 15(12), 1513-1525 (2008)
    • (2008) Acad. Radiol. , vol.15 , Issue.12 , pp. 1513-1525
    • Nie, K.1    Chen, J.H.2    Yu, H.J.3    Chu, Y.4    Nalcioglu, O.5    Su, M.Y.6
  • 11
    • 33846190665 scopus 로고    scopus 로고
    • Breast MRI lesion classification: Improved performance of human readers with a backpropagation neural network computer-aided diagnosis (CAD) system
    • 10.1002/jmri.20794
    • Meinel, L.A.; Stolpen, A.H.; Berbaum, K.S.; Fajardo, L.L.; Reinhardt, J.M.: Breast MRI lesion classification: improved performance of human readers with a backpropagation neural network computer-aided diagnosis (CAD) system. J. Magn. Reson. Imaging 25(1), 89-95 (2007)
    • (2007) J. Magn. Reson. Imaging , vol.25 , Issue.1 , pp. 89-95
    • Meinel, L.A.1    Stolpen, A.H.2    Berbaum, K.S.3    Fajardo, L.L.4    Reinhardt, J.M.5
  • 12
    • 20844438218 scopus 로고    scopus 로고
    • Further signs in the evaluation of magnetic resonance mammography: A retrospective study
    • 10.1097/01.rli.0000167138.52283.aa
    • Fischer, D.; Wurdinger, S.; Boettcher, J.; Malich, A.; Kaiser, W.: Further signs in the evaluation of magnetic resonance mammography: a retrospective study. Investig. Radiol. 40(7), 430-435 (2005)
    • (2005) Investig. Radiol. , vol.40 , Issue.7 , pp. 430-435
    • Fischer, D.1    Wurdinger, S.2    Boettcher, J.3    Malich, A.4    Kaiser, W.5
  • 13
    • 37549018499 scopus 로고    scopus 로고
    • Classification of small contrast enhancing breast lesions in dynamic magnetic resonance imaging using a combination of morphological criteria and dynamic analysis based on unsupervised vector-quantization
    • 10.1097/RLI.0b013e3181559932
    • Schlossbauer, T.; Leinsinger, G.; Wismüller, A.; Lange, O.; Scherr, M.; Meyer-Baese, A.; Reiser, M.: Classification of small contrast enhancing breast lesions in dynamic magnetic resonance imaging using a combination of morphological criteria and dynamic analysis based on unsupervised vector-quantization. Investig. Radiol. 43(1), 56-64 (2008)
    • (2008) Investig. Radiol. , vol.43 , Issue.1 , pp. 56-64
    • Schlossbauer, T.1    Leinsinger, G.2    Wismüller, A.3    Lange, O.4    Scherr, M.5    Meyer-Baese, A.6    Reiser, M.7
  • 14
    • 33645774904 scopus 로고    scopus 로고
    • Cluster analysis of signal-intensity time course in dynamic breast MRI: Does unsupervised vector quantization help to evaluate small mammographic lesions?
    • 10.1007/s00330-005-0053-9
    • Leinsinger, G.; Schlossbauer, T.; Scherr, M.; Lange, O.; Reiser, M.; Wismüller, A.: Cluster analysis of signal-intensity time course in dynamic breast MRI: does unsupervised vector quantization help to evaluate small mammographic lesions? Eur. Radiol. 16(5), 1138-1146 (2006)
    • (2006) Eur. Radiol. , vol.16 , Issue.5 , pp. 1138-1146
    • Leinsinger, G.1    Schlossbauer, T.2    Scherr, M.3    Lange, O.4    Reiser, M.5    Wismüller, A.6
  • 15
    • 0031657391 scopus 로고    scopus 로고
    • Computerized analysis of breast lesions in three dimensions using dynamic magnetic-resonance imaging
    • 10.1118/1.598345
    • Gilhuijs, K.G.A.; Giger, M.; Bick, U.: Computerized analysis of breast lesions in three dimensions using dynamic magnetic-resonance imaging. Med. Phys. 25(9), 1647-1654 (1998)
    • (1998) Med. Phys. , vol.25 , Issue.9 , pp. 1647-1654
    • Gilhuijs, K.G.A.1    Giger, M.2    Bick, U.3
  • 16
    • 67649595528 scopus 로고    scopus 로고
    • STEP: Spatiotemporal enhancement pattern for MR-based breast tumor diagnosis
    • 10.1118/1.3151811
    • Zheng, Y.; Englander, S.; Baloch, S.; Zacharaki, E.I.; Fan, Y.; Schnall, M.D.; Shen, D.: STEP: spatiotemporal enhancement pattern for MR-based breast tumor diagnosis. Med. Phys. 36(7), 3192-3204 (2009)
    • (2009) Med. Phys. , vol.36 , Issue.7 , pp. 3192-3204
    • Zheng, Y.1    Englander, S.2    Baloch, S.3    Zacharaki, E.I.4    Fan, Y.5    Schnall, M.D.6    Shen, D.7
  • 19
    • 84874956114 scopus 로고    scopus 로고
    • Classification of Small Lesions on Breast MRI: Evaluating the role of dynamically extracted texture through feature selection
    • doi: 10.5405/jmbe.1183
    • Nagarajan, M.B.; Huber, M.B.; Schlossbauer, T.; Leinsinger, G.; Krol, A.; Wismüller, A.: Classification of Small Lesions on Breast MRI: evaluating the role of dynamically extracted texture through feature selection. J. Med. Biol. Eng.(2012). doi: 10.5405/jmbe.1183
    • (2012) J. Med. Biol. Eng.
    • Nagarajan, M.B.1    Huber, M.B.2    Schlossbauer, T.3    Leinsinger, G.4    Krol, A.5    Wismüller, A.6
  • 22
    • 0035402513 scopus 로고    scopus 로고
    • Integral-geometry morphological image analysis
    • Michielsen, K.; Raedt, H.: Integral-geometry morphological image analysis. Phys. Rep. 347(6), 461-538 (2001)
    • (2001) Phys. Rep. , vol.347 , Issue.6 , pp. 461-538
    • Michielsen, K.1    Raedt, H.2
  • 23
    • 56349090868 scopus 로고    scopus 로고
    • Automated classification of normal and pathologic pulmonary tissue by topological texture features extracted from multi-detector CT in 3D
    • 10.1007/s00330-008-1082-y
    • Boehm, H.; Fink, C.; Attenberger, U.; Becker, C.; Behr, J.; Reiser, M.: Automated classification of normal and pathologic pulmonary tissue by topological texture features extracted from multi-detector CT in 3D. Eur. Radiol. 18(12), 2745-2755 (2008)
    • (2008) Eur. Radiol. , vol.18 , Issue.12 , pp. 2745-2755
    • Boehm, H.1    Fink, C.2    Attenberger, U.3    Becker, C.4    Behr, J.5    Reiser, M.6
  • 24
    • 79953666881 scopus 로고    scopus 로고
    • Performance of topological texture features to classify fibrotic interstitial lung disease patterns
    • 10.1118/1.3566070
    • Huber, M.; Nagarajan, M.; Leinsinger, G.; Eibel, R.; Ray, L.; Wismüller, A.: Performance of topological texture features to classify fibrotic interstitial lung disease patterns. Med. Phys. 38(4), 2035-2044 (2011)
    • (2011) Med. Phys. , vol.38 , Issue.4 , pp. 2035-2044
    • Huber, M.1    Nagarajan, M.2    Leinsinger, G.3    Eibel, R.4    Ray, L.5    Wismüller, A.6
  • 25
    • 34247589156 scopus 로고    scopus 로고
    • Differentiation between post-menopausal women with and without hip fractures: Enhanced evaluation of clinical DXA by topological analysis of the mineral distribution in the scan images
    • 10.1007/s00198-006-0302-z
    • Boehm, H.; Vogel, T.; Panteleon, A.; Burklein, D.; Bitterling, H.; Reiser, M.: Differentiation between post-menopausal women with and without hip fractures: enhanced evaluation of clinical DXA by topological analysis of the mineral distribution in the scan images. Osteoporos Int. 18(6), 779-787 (2007)
    • (2007) Osteoporos Int. , vol.18 , Issue.6 , pp. 779-787
    • Boehm, H.1    Vogel, T.2    Panteleon, A.3    Burklein, D.4    Bitterling, H.5    Reiser, M.6
  • 26
    • 1942438249 scopus 로고    scopus 로고
    • Simultaneous truth and performance level estimation (STAPLE): An algorithm for the validation of image segmentation
    • 10.1109/TMI.2004.828354
    • Warfield, S.; Zou, K.; Wells, W.: Simultaneous truth and performance level estimation (STAPLE): an algorithm for the validation of image segmentation. IEEE Trans. Med. Imaging 23(7), 903-921 (2004)
    • (2004) IEEE Trans. Med. Imaging , vol.23 , Issue.7 , pp. 903-921
    • Warfield, S.1    Zou, K.2    Wells, W.3
  • 28
    • 34249753618 scopus 로고
    • Support vector networks
    • Cortes, C.; Vapnik, V.: Support vector networks. Mach. Learning 20, 273-297 (1995)
    • (1995) Mach. Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 29
    • 29944447410 scopus 로고    scopus 로고
    • A fuzzy c-means (FCM)-based approach for computerized segmentation of breast lesions in dynamic contrast-enhanced MR images
    • 10.1016/j.acra.2005.08.035
    • Chen, W.J.; Giger, M.L.; Bick, U.: A fuzzy c-means (FCM)-based approach for computerized segmentation of breast lesions in dynamic contrast-enhanced MR images. Acad. Radiol. 13(1), 63-72 (2006)
    • (2006) Acad. Radiol. , vol.13 , Issue.1 , pp. 63-72
    • Chen, W.J.1    Giger, M.L.2    Bick, U.3
  • 31
    • 0018466704 scopus 로고
    • Statistical and structural approaches to texture
    • 10.1109/PROC.1979.11328
    • Haralick, R.M.: Statistical and structural approaches to texture. Proc. IEEE 67(5), 786-804 (1979)
    • (1979) Proc. IEEE , vol.67 , Issue.5 , pp. 786-804
    • Haralick, R.M.1
  • 32
    • 0035661275 scopus 로고    scopus 로고
    • Application of the mutual information criterion for feature selection in computer-aided diagnosis
    • 10.1118/1.1418724
    • Tourassi, G.; Frederick, E.; Markey, M.; Floyd Jr, C.: Application of the mutual information criterion for feature selection in computer-aided diagnosis. Med. Phys. 28(12), 2394-2402 (2001)
    • (2001) Med. Phys. , vol.28 , Issue.12 , pp. 2394-2402
    • Tourassi, G.1    Frederick, E.2    Markey, M.3    Floyd, Jr.C.4
  • 34
    • 79955702502 scopus 로고    scopus 로고
    • LIBSVM: A library for support vector machines. Software
    • Chang, C.C.; Lin, C.J.: LIBSVM: a library for support vector machines. Software available at http://www.csie.ntu.edu.tw/ cjlin/libsvm. ACM Trans. Intell. Syst. Technol. 2 27(1-27), 27 (2011)
    • (2011) ACM Trans. Intell. Syst. Technol. , vol.227 , Issue.1-27 , pp. 27
    • Chang, C.C.1    Lin, C.J.2
  • 35
    • 0027057407 scopus 로고
    • Adjusted P-values for simultaneous inference
    • 10.2307/2532694
    • Wright, S.P.: Adjusted P-values for simultaneous inference. Biometrics 48(4), 1005-1013 (1992)
    • (1992) Biometrics , vol.48 , Issue.4 , pp. 1005-1013
    • Wright, S.P.1
  • 36
    • 0002294347 scopus 로고
    • A simple sequentially rejective multiple test procedure
    • 538597
    • Holm, S.: A simple sequentially rejective multiple test procedure. Scand. J. Stat. 6(2), 65-70 (1979)
    • (1979) Scand. J. Stat. , vol.6 , Issue.2 , pp. 65-70
    • Holm, S.1
  • 37
    • 0033169211 scopus 로고    scopus 로고
    • Nonrigid registration using free-form deformations: Application to breast MR images
    • 10.1109/42.796284
    • Rueckert, D.; Sonoda, L.I.; Hayes, C.; Hill, D.L.; Leach, M.O.; Hawkes, D.J.: Nonrigid registration using free-form deformations: application to breast MR images. IEEE Trans. Med. Imaging 18(8), 712-721 (1999)
    • (1999) IEEE Trans. Med. Imaging , vol.18 , Issue.8 , pp. 712-721
    • Rueckert, D.1    Sonoda, L.I.2    Hayes, C.3    Hill, D.L.4    Leach, M.O.5    Hawkes, D.J.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.