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Volumn 31, Issue 9, 2013, Pages 1567-1577

Investigating brain tumor differentiation with diffusion and perfusion metrics at 3T MRI using pattern recognition techniques

Author keywords

Brain tumors; Classification; DWI DTI, DSCI; Grading

Indexed keywords

ADULT; AGED; ARTICLE; AUTOMATED PATTERN RECOGNITION; BRAIN BIOPSY; BRAIN TUMOR; CANCER GRADING; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST ACCURACY STUDY; DIAGNOSTIC VALUE; DIFFERENTIAL DIAGNOSIS; DIFFUSION TENSOR IMAGING; DIFFUSION WEIGHTED IMAGING; DYNAMIC SUSCEPTIBILITY CONTRAST IMAGING; GLIOMA; HISTOPATHOLOGY; HUMAN; HUMAN TISSUE; IMAGE PROCESSING; MAJOR CLINICAL STUDY; MENINGIOMA; METASTASIS; NEUROIMAGING; NUCLEAR MAGNETIC RESONANCE IMAGING; NUCLEAR MAGNETIC RESONANCE SCANNER; PERFUSION WEIGHTED IMAGING; PRIORITY JOURNAL; RECEIVER OPERATING CHARACTERISTIC; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE; TUMOR DIFFERENTIATION; BRAIN; BRAIN NEOPLASMS; DIFFUSION; MIDDLE AGED; PATHOLOGY; PERFUSION; PROSPECTIVE STUDY; REPRODUCIBILITY;

EID: 84885040910     PISSN: 0730725X     EISSN: 18735894     Source Type: Journal    
DOI: 10.1016/j.mri.2013.06.010     Document Type: Article
Times cited : (83)

References (54)
  • 1
    • 0036319480 scopus 로고    scopus 로고
    • Diffusion-weighted MRI features of brain abscess and cystic or necrotic brain tumors: comparison with conventional MRI
    • Chang S.C., Lai P.H., Chen W.L., Weng H.H., Ho J.T., Wang J.S., Chang C.Y., Pan H.B., Yang C.F. Diffusion-weighted MRI features of brain abscess and cystic or necrotic brain tumors: comparison with conventional MRI. Clin Imaging 2002, 26(4):227-236.
    • (2002) Clin Imaging , vol.26 , Issue.4 , pp. 227-236
    • Chang, S.C.1    Lai, P.H.2    Chen, W.L.3    Weng, H.H.4    Ho, J.T.5    Wang, J.S.6    Chang, C.Y.7    Pan, H.B.8    Yang, C.F.9
  • 2
    • 77249163603 scopus 로고    scopus 로고
    • Differential diagnosis of intracranial ring enhancing cystic mass lesions-role of diffusion-weighted imaging (DWI) and diffusion-tensor imaging (DTI)
    • Reiche W., Schuchardt V., Hagen T., Il'yasov K.A., Billmann P., Weber J. Differential diagnosis of intracranial ring enhancing cystic mass lesions-role of diffusion-weighted imaging (DWI) and diffusion-tensor imaging (DTI). Clin Neurol Neurosurg 2010, 112(3):218-225.
    • (2010) Clin Neurol Neurosurg , vol.112 , Issue.3 , pp. 218-225
    • Reiche, W.1    Schuchardt, V.2    Hagen, T.3    Il'yasov, K.A.4    Billmann, P.5    Weber, J.6
  • 3
    • 0025129881 scopus 로고
    • Normal and abnormal white matter tracts shown by MR imaging using directional diffusion weighted sequences
    • Doran M., Hajnal J.V., Van Bruggen N., King M.D., Young I.R., Bydder G.M. Normal and abnormal white matter tracts shown by MR imaging using directional diffusion weighted sequences. J Comput Assist Tomogr 1990, 14(6):865-873.
    • (1990) J Comput Assist Tomogr , vol.14 , Issue.6 , pp. 865-873
    • Doran, M.1    Hajnal, J.V.2    Van Bruggen, N.3    King, M.D.4    Young, I.R.5    Bydder, G.M.6
  • 5
    • 33747596449 scopus 로고    scopus 로고
    • Gliomas: histopathologic evaluation of changes in directionality and magnitude of water diffusion at diffusion-tensor MR imaging
    • Stadlbauer A., Ganslandt O., Buslei R., Hammen T., Gruber S., Moser E., Buchfelder M., Salomonowitz E., Nimsky C. Gliomas: histopathologic evaluation of changes in directionality and magnitude of water diffusion at diffusion-tensor MR imaging. Radiology 2006, 240(3):803-810.
    • (2006) Radiology , vol.240 , Issue.3 , pp. 803-810
    • Stadlbauer, A.1    Ganslandt, O.2    Buslei, R.3    Hammen, T.4    Gruber, S.5    Moser, E.6    Buchfelder, M.7    Salomonowitz, E.8    Nimsky, C.9
  • 6
    • 67649118205 scopus 로고    scopus 로고
    • Neuroimaging in neuro-oncology
    • Cha S. Neuroimaging in neuro-oncology. Neurotherapeutics 2009, 6(3):465-477.
    • (2009) Neurotherapeutics , vol.6 , Issue.3 , pp. 465-477
    • Cha, S.1
  • 7
    • 79955758550 scopus 로고    scopus 로고
    • MR diffusion tensor and perfusion-weighted imaging in preoperative grading of supratentorial nonenhancing gliomas
    • Liu X., Tian W., Kolar B., Yeaney G.A., Qiu X., Johnson M.D., Ekholm S. MR diffusion tensor and perfusion-weighted imaging in preoperative grading of supratentorial nonenhancing gliomas. Neuro Oncol 2011, 13(4):447-455.
    • (2011) Neuro Oncol , vol.13 , Issue.4 , pp. 447-455
    • Liu, X.1    Tian, W.2    Kolar, B.3    Yeaney, G.A.4    Qiu, X.5    Johnson, M.D.6    Ekholm, S.7
  • 9
    • 33749344535 scopus 로고    scopus 로고
    • Meningiomas with conventional MRI findings resembling intraaxial tumors: can perfusion-weighted MRI be helpful in differentiation?
    • Hakyemez B., Yildirim N., Erdogan C., Kocaeli H., Korfali E., Parlak M. Meningiomas with conventional MRI findings resembling intraaxial tumors: can perfusion-weighted MRI be helpful in differentiation?. Neuroradiology 2006, 48(10):695-702.
    • (2006) Neuroradiology , vol.48 , Issue.10 , pp. 695-702
    • Hakyemez, B.1    Yildirim, N.2    Erdogan, C.3    Kocaeli, H.4    Korfali, E.5    Parlak, M.6
  • 10
    • 33646563483 scopus 로고    scopus 로고
    • Perfusion and diffusion MR imaging in enhancing malignant cerebral tumors
    • Calli C., Kitis O., Yunten N., Yurtseven T., Islekel S., Akalin T. Perfusion and diffusion MR imaging in enhancing malignant cerebral tumors. Eur J Radiol 2006, 58(3):394-403.
    • (2006) Eur J Radiol , vol.58 , Issue.3 , pp. 394-403
    • Calli, C.1    Kitis, O.2    Yunten, N.3    Yurtseven, T.4    Islekel, S.5    Akalin, T.6
  • 11
    • 67650147029 scopus 로고    scopus 로고
    • Quantitative apparent diffusion coefficients in the characterization of brain tumors and associated peritumoral edema
    • Server A., Kulle B., Maehlen J., Josefsen R., Schellhorn T., Kumar T., Langberg C.W., Nakstad P.H. Quantitative apparent diffusion coefficients in the characterization of brain tumors and associated peritumoral edema. Acta Radiol 2009, 50(6):682-689.
    • (2009) Acta Radiol , vol.50 , Issue.6 , pp. 682-689
    • Server, A.1    Kulle, B.2    Maehlen, J.3    Josefsen, R.4    Schellhorn, T.5    Kumar, T.6    Langberg, C.W.7    Nakstad, P.H.8
  • 12
    • 2942739004 scopus 로고    scopus 로고
    • Diffusion-tensor MR imaging of intracranial neoplasia and associated peritumoral edema: introduction of the tumor infiltration index
    • Lu S., Ahn D., Johnson G., Law M., Zagzag D., Grossman R.I. Diffusion-tensor MR imaging of intracranial neoplasia and associated peritumoral edema: introduction of the tumor infiltration index. Radiology 2004, 232(1):221-228.
    • (2004) Radiology , vol.232 , Issue.1 , pp. 221-228
    • Lu, S.1    Ahn, D.2    Johnson, G.3    Law, M.4    Zagzag, D.5    Grossman, R.I.6
  • 13
    • 84870458886 scopus 로고    scopus 로고
    • Differentiation of glioblastoma multiforme from metastatic brain tumor using proton magnetic resonance spectroscopy, diffusion and perfusion metrics at 3T
    • Tsougos I., Svolos P., Kousi E., Fountas K., Theodorou K., Fezoulidis I., Kapsalaki E. Differentiation of glioblastoma multiforme from metastatic brain tumor using proton magnetic resonance spectroscopy, diffusion and perfusion metrics at 3T. Cancer Imaging 2012, 12:423-436.
    • (2012) Cancer Imaging , vol.12 , pp. 423-436
    • Tsougos, I.1    Svolos, P.2    Kousi, E.3    Fountas, K.4    Theodorou, K.5    Fezoulidis, I.6    Kapsalaki, E.7
  • 14
    • 81855182180 scopus 로고    scopus 로고
    • Investigating machine learning techniques for MRI-based classification of brain neoplasms
    • Zacharaki E.I., Kanas V.G., Davatzikos C. Investigating machine learning techniques for MRI-based classification of brain neoplasms. Int J Comput Assist Radiol Surg 2011, 6(6):821-828.
    • (2011) Int J Comput Assist Radiol Surg , vol.6 , Issue.6 , pp. 821-828
    • Zacharaki, E.I.1    Kanas, V.G.2    Davatzikos, C.3
  • 15
    • 60549113497 scopus 로고    scopus 로고
    • Multiproject-multicenter evaluation of automatic brain tumor classification by magnetic resonance spectroscopy
    • Garcia-Gomez J.M., Luts J., Julia-Sape M., et al. Multiproject-multicenter evaluation of automatic brain tumor classification by magnetic resonance spectroscopy. MAGMA 2009, 22:5-18.
    • (2009) MAGMA , vol.22 , pp. 5-18
    • Garcia-Gomez, J.M.1    Luts, J.2    Julia-Sape, M.3
  • 16
    • 84884904738 scopus 로고    scopus 로고
    • Automated differentiation of glioblastomas from intracranial metastases using 3T MR spectroscopic and perfusion data
    • Jan 19 [Epub ahead of print]
    • Tsolaki E., Svolos P., Kousi E., Kapsalaki E., Fountas K., Theodorou K., Tsougos I. Automated differentiation of glioblastomas from intracranial metastases using 3T MR spectroscopic and perfusion data. Int J Comput Assist Radiol Surg 2013, Jan 19 [Epub ahead of print]. 10.1186/1744-8603-6-14.
    • (2013) Int J Comput Assist Radiol Surg
    • Tsolaki, E.1    Svolos, P.2    Kousi, E.3    Kapsalaki, E.4    Fountas, K.5    Theodorou, K.6    Tsougos, I.7
  • 20
    • 73149086838 scopus 로고    scopus 로고
    • Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme
    • Zacharaki E.I., Wang S., Chawla S., Soo Yoo D., Wolf R., Melhem E.R., Davatzikos C. Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme. Magn Reson Med 2009, 62(6):1609-1618.
    • (2009) Magn Reson Med , vol.62 , Issue.6 , pp. 1609-1618
    • Zacharaki, E.I.1    Wang, S.2    Chawla, S.3    Soo Yoo, D.4    Wolf, R.5    Melhem, E.R.6    Davatzikos, C.7
  • 24
    • 44449127668 scopus 로고    scopus 로고
    • Perfusion MR imaging for differentiation of benign and malignant meningiomas
    • Zhang H., Rodiger L.A., Shen T., Miao J., Oudkerk M. Perfusion MR imaging for differentiation of benign and malignant meningiomas. Neuroradiology 2008, 50(6):525-530.
    • (2008) Neuroradiology , vol.50 , Issue.6 , pp. 525-530
    • Zhang, H.1    Rodiger, L.A.2    Shen, T.3    Miao, J.4    Oudkerk, M.5
  • 25
    • 33748084051 scopus 로고    scopus 로고
    • Relative cerebral blood volume maps corrected for contrast agent extravasation significantly correlate with glioma tumor grade, whereas uncorrected maps do not
    • Boxerman J.L., Schmainda K.M., Weisskoff R.M. Relative cerebral blood volume maps corrected for contrast agent extravasation significantly correlate with glioma tumor grade, whereas uncorrected maps do not. AJNR Am J Neuroradiol 2006, 27(4):859-867.
    • (2006) AJNR Am J Neuroradiol , vol.27 , Issue.4 , pp. 859-867
    • Boxerman, J.L.1    Schmainda, K.M.2    Weisskoff, R.M.3
  • 26
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C., Vapnik V. Support-vector networks. Mach. Learn. 1995, 20:273-297.
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 27
    • 77952766987 scopus 로고    scopus 로고
    • A user's guide to support vector machines
    • Ben-Hur A., Weston J. A user's guide to support vector machines. Methods Mol Biol 2010, 609:223-239.
    • (2010) Methods Mol Biol , vol.609 , pp. 223-239
    • Ben-Hur, A.1    Weston, J.2
  • 28
    • 33744804000 scopus 로고    scopus 로고
    • Diffusion-weighted and perfusion MR imaging for brain tumor characterization and assessment of treatment response
    • Provenzale J.M., Mukundan S., Barboriak D.P. Diffusion-weighted and perfusion MR imaging for brain tumor characterization and assessment of treatment response. Radiology 2006, 239(3):632-649.
    • (2006) Radiology , vol.239 , Issue.3 , pp. 632-649
    • Provenzale, J.M.1    Mukundan, S.2    Barboriak, D.P.3
  • 29
    • 84860355439 scopus 로고    scopus 로고
    • Diffusion tensor and perfusion imaging of brain tumors in high-field MR imaging
    • Lee S.K. Diffusion tensor and perfusion imaging of brain tumors in high-field MR imaging. Neuroimaging Clin N Am 2012, 22(2):123-134.
    • (2012) Neuroimaging Clin N Am , vol.22 , Issue.2 , pp. 123-134
    • Lee, S.K.1
  • 30
    • 77449108444 scopus 로고    scopus 로고
    • Advances in imaging of low grade gliomas
    • Price S.J. Advances in imaging of low grade gliomas. Adv Tech Stand Neurosurg 2010, 35:1-34.
    • (2010) Adv Tech Stand Neurosurg , vol.35 , pp. 1-34
    • Price, S.J.1
  • 31
    • 34848833884 scopus 로고    scopus 로고
    • Multimodal MRI in the characterization of glial neoplasms: the combined role of single-voxel MR spectroscopy, diffusion imaging and echo-planar perfusion imaging
    • Zonari P., Baraldi P., Crisi G. Multimodal MRI in the characterization of glial neoplasms: the combined role of single-voxel MR spectroscopy, diffusion imaging and echo-planar perfusion imaging. Neuroradiology 2007, 49(10):795-803.
    • (2007) Neuroradiology , vol.49 , Issue.10 , pp. 795-803
    • Zonari, P.1    Baraldi, P.2    Crisi, G.3
  • 32
    • 21044436272 scopus 로고    scopus 로고
    • Apparent diffusion coefficient of human brain tumors at MR imaging
    • Yamasaki F., Kurisu K., Satoh K., et al. Apparent diffusion coefficient of human brain tumors at MR imaging. Radiology 2005, 235(3):985-991.
    • (2005) Radiology , vol.235 , Issue.3 , pp. 985-991
    • Yamasaki, F.1    Kurisu, K.2    Satoh, K.3
  • 34
    • 49049114709 scopus 로고    scopus 로고
    • Malignancy assessment of brain tumours with magnetic resonance spectroscopy and dynamic susceptibility contrast MRI
    • Fayed N., Davila J., Medrano J., Olmos S. Malignancy assessment of brain tumours with magnetic resonance spectroscopy and dynamic susceptibility contrast MRI. Eur J Radiol 2008, 67(3):427-433.
    • (2008) Eur J Radiol , vol.67 , Issue.3 , pp. 427-433
    • Fayed, N.1    Davila, J.2    Medrano, J.3    Olmos, S.4
  • 36
    • 77952540702 scopus 로고    scopus 로고
    • Differences in the architecture of low-grade and high-grade gliomas evaluated using fiber density index and fractional anisotropy
    • Chen Y., Shi Y., Song Z. Differences in the architecture of low-grade and high-grade gliomas evaluated using fiber density index and fractional anisotropy. J Clin Neurosci 2010, 17(7):824-829.
    • (2010) J Clin Neurosci , vol.17 , Issue.7 , pp. 824-829
    • Chen, Y.1    Shi, Y.2    Song, Z.3
  • 38
    • 17044394283 scopus 로고    scopus 로고
    • Diffusion tensor imaging for preoperative evaluation of tumor grade in gliomas
    • Inoue T., Ogasawara K., Beppu T., Ogawa A., Kabasawa H. Diffusion tensor imaging for preoperative evaluation of tumor grade in gliomas. Clin Neurol Neurosurg 2005, 107(3):174-180.
    • (2005) Clin Neurol Neurosurg , vol.107 , Issue.3 , pp. 174-180
    • Inoue, T.1    Ogasawara, K.2    Beppu, T.3    Ogawa, A.4    Kabasawa, H.5
  • 39
    • 21644453422 scopus 로고    scopus 로고
    • Perfusion MR, imaging of brain tumors
    • Cha S. Perfusion MR, imaging of brain tumors. Top Magn Reson Imaging 2004, 15(5):279-289.
    • (2004) Top Magn Reson Imaging , vol.15 , Issue.5 , pp. 279-289
    • Cha, S.1
  • 40
    • 14844348436 scopus 로고    scopus 로고
    • High-grade and low-grade gliomas: differentiation by using perfusion MR imaging
    • Hakyemez B., Erdogan C., Ercan I., Ergin N., Uysal S., Atahan S. High-grade and low-grade gliomas: differentiation by using perfusion MR imaging. Clin Radiol 2005, 60(4):493-502.
    • (2005) Clin Radiol , vol.60 , Issue.4 , pp. 493-502
    • Hakyemez, B.1    Erdogan, C.2    Ercan, I.3    Ergin, N.4    Uysal, S.5    Atahan, S.6
  • 41
    • 54249145741 scopus 로고    scopus 로고
    • Differentiation between classic and atypical meningiomas with use of diffusion tensor imaging
    • Toh C.H., Castillo M., Wong A.M., Wei K.C., Wong H.F., Ng S.H., Wan Y.L. Differentiation between classic and atypical meningiomas with use of diffusion tensor imaging. AJNR Am J Neuroradiol 2008, 29(9):1630-1635.
    • (2008) AJNR Am J Neuroradiol , vol.29 , Issue.9 , pp. 1630-1635
    • Toh, C.H.1    Castillo, M.2    Wong, A.M.3    Wei, K.C.4    Wong, H.F.5    Ng, S.H.6    Wan, Y.L.7
  • 42
    • 0032904225 scopus 로고    scopus 로고
    • Usefulness of diffusion-weighted MRI with echo-planar technique in the evaluation of cellularity in gliomas
    • Sugahara T., Korogi Y., Kochi M., et al. Usefulness of diffusion-weighted MRI with echo-planar technique in the evaluation of cellularity in gliomas. J Magn Reson Imaging 1999, 9(1):53-60.
    • (1999) J Magn Reson Imaging , vol.9 , Issue.1 , pp. 53-60
    • Sugahara, T.1    Korogi, Y.2    Kochi, M.3
  • 43
    • 0031883613 scopus 로고    scopus 로고
    • Cerebral edema associated with meningiomas: the role of peritumoral brain tissue
    • Vaz R., Borges N., Cruz C., Azevedo I. Cerebral edema associated with meningiomas: the role of peritumoral brain tissue. J Neurooncol 1998, 36(3):285-291.
    • (1998) J Neurooncol , vol.36 , Issue.3 , pp. 285-291
    • Vaz, R.1    Borges, N.2    Cruz, C.3    Azevedo, I.4
  • 44
    • 67349126501 scopus 로고    scopus 로고
    • Dynamic contrast-enhanced T2*-weighted MR imaging: a peritumoral brain oedema study
    • Lehmann P., Vallee J.N., Saliou G., et al. Dynamic contrast-enhanced T2*-weighted MR imaging: a peritumoral brain oedema study. J Neuroradiol 2009, 36(2):88-92.
    • (2009) J Neuroradiol , vol.36 , Issue.2 , pp. 88-92
    • Lehmann, P.1    Vallee, J.N.2    Saliou, G.3
  • 45
    • 66149156948 scopus 로고    scopus 로고
    • Dynamic contrast-enhanced susceptibility-weighted perfusion imaging of intracranial tumors: a study using a 3T MR scanner
    • Senturk S., Oguz K.K., Cila A. Dynamic contrast-enhanced susceptibility-weighted perfusion imaging of intracranial tumors: a study using a 3T MR scanner. Diagn Interv Radiol 2009, 15(1):3-12.
    • (2009) Diagn Interv Radiol , vol.15 , Issue.1 , pp. 3-12
    • Senturk, S.1    Oguz, K.K.2    Cila, A.3
  • 46
    • 4444232291 scopus 로고    scopus 로고
    • Distinction between high-grade gliomas and solitary metastases using peritumoral 3-T magnetic resonance spectroscopy, diffusion, and perfusion imagings
    • Chiang I.C., Kuo Y.T., Lu C.Y., Yeung K.W., Lin W.C., Sheu F.O., Liu G.C. Distinction between high-grade gliomas and solitary metastases using peritumoral 3-T magnetic resonance spectroscopy, diffusion, and perfusion imagings. Neuroradiology 2004, 46(8):619-627.
    • (2004) Neuroradiology , vol.46 , Issue.8 , pp. 619-627
    • Chiang, I.C.1    Kuo, Y.T.2    Lu, C.Y.3    Yeung, K.W.4    Lin, W.C.5    Sheu, F.O.6    Liu, G.C.7
  • 47
    • 79957835678 scopus 로고    scopus 로고
    • Dynamic perfusion MRI characteristics of dural metastases and meningiomas: a pilot study characterizing the first-pass wash-in phase beyond relative cerebral blood volume
    • Lui Y.W., Malhotra A., Farinhas J.M., Dasari S.B., Weidenheim K., Freeman K., LaSala P.A. Dynamic perfusion MRI characteristics of dural metastases and meningiomas: a pilot study characterizing the first-pass wash-in phase beyond relative cerebral blood volume. AJR Am J Roentgenol 2011, 196(4):886-890.
    • (2011) AJR Am J Roentgenol , vol.196 , Issue.4 , pp. 886-890
    • Lui, Y.W.1    Malhotra, A.2    Farinhas, J.M.3    Dasari, S.B.4    Weidenheim, K.5    Freeman, K.6    LaSala, P.A.7
  • 48
    • 20044366017 scopus 로고    scopus 로고
    • Quantitative apparent diffusion coefficients and T2 relaxation times in characterizing contrast enhancing brain tumors and regions of peritumoral edema
    • Oh J., Cha S., Aiken A.H., Han E.T., Crane J.C., Stainsby J.A., Wright G.A., Dillon W.P., Nelson S.J. Quantitative apparent diffusion coefficients and T2 relaxation times in characterizing contrast enhancing brain tumors and regions of peritumoral edema. J Magn Reson Imaging 2005, 21(6):701-708.
    • (2005) J Magn Reson Imaging , vol.21 , Issue.6 , pp. 701-708
    • Oh, J.1    Cha, S.2    Aiken, A.H.3    Han, E.T.4    Crane, J.C.5    Stainsby, J.A.6    Wright, G.A.7    Dillon, W.P.8    Nelson, S.J.9
  • 49
    • 33745904734 scopus 로고    scopus 로고
    • Update on brain tumor imaging: from anatomy to physiology
    • Cha S. Update on brain tumor imaging: from anatomy to physiology. AJNR Am J Neuroradiol 2006, 27(3):475-487.
    • (2006) AJNR Am J Neuroradiol , vol.27 , Issue.3 , pp. 475-487
    • Cha, S.1
  • 50
    • 84856974658 scopus 로고    scopus 로고
    • Cerebral peritumoral oedema study: does a single dynamic MR sequence assessing perfusion and permeability can help to differentiate glioblastoma from metastasis?
    • Lehmann P., Saliou G., de Marco G., Monet P., Souraya S.E., Bruniau A., Vallee J.N., Ducreux D. Cerebral peritumoral oedema study: does a single dynamic MR sequence assessing perfusion and permeability can help to differentiate glioblastoma from metastasis?. Eur J Radiol 2012, 81(3):522-527.
    • (2012) Eur J Radiol , vol.81 , Issue.3 , pp. 522-527
    • Lehmann, P.1    Saliou, G.2    de Marco, G.3    Monet, P.4    Souraya, S.E.5    Bruniau, A.6    Vallee, J.N.7    Ducreux, D.8
  • 51
    • 0036186445 scopus 로고    scopus 로고
    • High-grade gliomas and solitary metastases: differentiation by using perfusion and proton spectroscopic MR imaging
    • Law M., Cha S., Knopp E.A., Johnson G., Arnett J., Litt A.W. High-grade gliomas and solitary metastases: differentiation by using perfusion and proton spectroscopic MR imaging. Radiology 2002, 222(3):715-721.
    • (2002) Radiology , vol.222 , Issue.3 , pp. 715-721
    • Law, M.1    Cha, S.2    Knopp, E.A.3    Johnson, G.4    Arnett, J.5    Litt, A.W.6
  • 53
    • 79551563675 scopus 로고    scopus 로고
    • Support vector machine multiparametric MRI identification of pseudoprogression from tumor recurrence in patients with resected glioblastoma
    • Hu X., Hu X., Wong K.K., Young G.S., et al. Support vector machine multiparametric MRI identification of pseudoprogression from tumor recurrence in patients with resected glioblastoma. J Magn Reson Imaging 2011, 33:296-305.
    • (2011) J Magn Reson Imaging , vol.33 , pp. 296-305
    • Hu, X.1    Hu, X.2    Wong, K.K.3    Young, G.S.4
  • 54
    • 46649086739 scopus 로고    scopus 로고
    • Multiparametric tissue characterization of brain neoplasms and their recurrence using pattern classification of MR images
    • Verma R., Zacharaki E.I., Ou Y., Cai H., Chawla S., Lee S.K., Melhem E.R., Wolf R., Davatzikos C. Multiparametric tissue characterization of brain neoplasms and their recurrence using pattern classification of MR images. Acad Radiol 2008, 15(8):966-977.
    • (2008) Acad Radiol , vol.15 , Issue.8 , pp. 966-977
    • Verma, R.1    Zacharaki, E.I.2    Ou, Y.3    Cai, H.4    Chawla, S.5    Lee, S.K.6    Melhem, E.R.7    Wolf, R.8    Davatzikos, C.9


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