{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T04:39:12Z","timestamp":1770525552933,"version":"3.49.0"},"reference-count":48,"publisher":"Springer Science and Business Media LLC","issue":"7","license":[{"start":{"date-parts":[[2014,9,17]],"date-time":"2014-09-17T00:00:00Z","timestamp":1410912000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J CARS"],"published-print":{"date-parts":[[2015,7]]},"DOI":"10.1007\/s11548-014-1111-z","type":"journal-article","created":{"date-parts":[[2014,9,17]],"date-time":"2014-09-17T14:32:14Z","timestamp":1410964334000},"page":"1167-1174","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":29,"title":["Resting state fMRI feature-based cerebral glioma grading by support vector machine"],"prefix":"10.1007","volume":"10","author":[{"given":"Jiangfen","family":"Wu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhiyu","family":"Qian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ling","family":"Tao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianhua","family":"Yin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shangwen","family":"Ding","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yameng","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhou","family":"Yu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,9,17]]},"reference":[{"issue":"9","key":"1111_CR1","doi-asserted-by":"crossref","first-page":"1567","DOI":"10.1016\/j.mri.2013.06.010","volume":"31","author":"P Svolos","year":"2013","unstructured":"Svolos P, Tsolaki E, Kapsalaki E et al (2013) Investigating brain tumor differentiation with diffusion and perfusion metrics at 3T MRI using pattern recognition techniques. Magn Reson Imaging 31(9):1567\u20131577","journal-title":"Magn Reson Imaging"},{"key":"1111_CR2","unstructured":"Pan Y (2012) The study on detection of gliomas MIB-1 index based on MRI feature. Dissertation, Zhejiang University"},{"issue":"5","key":"1111_CR3","doi-asserted-by":"crossref","first-page":"856","DOI":"10.1016\/j.clinimag.2013.03.006","volume":"37","author":"P Svolos","year":"2013","unstructured":"Svolos P, Tsolaki E, Theodorou K et al (2013) Classification methods for the differentiation of atypical meningiomas using diffusion and perfusion techniques at 3-T MRI. Clin imaging 37(5):856\u2013864","journal-title":"Clin imaging"},{"issue":"3","key":"1111_CR4","doi-asserted-by":"crossref","first-page":"218","DOI":"10.1016\/j.clineuro.2009.11.016","volume":"112","author":"W Reiche","year":"2010","unstructured":"Reiche W, Schuchardt V, Hagen T, Il\u2019yasov KA, Billmann P, Weber J (2010) Differential diagnosis of intracranial ring enhancing lesions-role of diffusion weighted imaging (DWI) and diffusion-tensor imaging (DTI). Clin Neurol Neurosurg 112(3):218\u2013225","journal-title":"Clin Neurol Neurosurg"},{"issue":"2","key":"1111_CR5","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1023\/A:1023977520909","volume":"63","author":"T Beppu","year":"2003","unstructured":"Beppu T, Inoue T, Shibata Y, Kurose A, Arai H, Ogasawara A, Ogawa A, Nakamura S, Kabasawa H (2003) Measurement of fractional anisotropy using diffusion tensor MRI in supratentorial astrocytic tumors. J Neurooncol 63(2):109\u201316","journal-title":"J Neurooncol"},{"issue":"4","key":"1111_CR6","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1093\/neuonc\/noq197","volume":"13","author":"X Liu","year":"2011","unstructured":"Liu X, Tian W, Kolar B, Yeaney GA, Qiu X, Johnson MD, Ekholm S (2011) MR diffusion tensor and perfusion-weighted imaging in preoperative grading of supratentorial nonenhancing gliomas. Neuro Oncol 13(4):447\u201355","journal-title":"Neuro Oncol"},{"issue":"5","key":"1111_CR7","doi-asserted-by":"crossref","first-page":"577","DOI":"10.1097\/RCT.0b013e318261e913","volume":"36","author":"FE Belder De","year":"2012","unstructured":"De Belder FE, Oot AR, Van Hecke W, Venstermans C, Menovsky T, Van Marck V, Van Goethem J, Van den Hauwe L, Vandekerckhove M, Parizel PM (2012) Diffusion tensor imaging provides an insight into the microstructure of meningiomas, high-grade gliomas, and peritumoral edema. Comput Assist Tomogr 36(5):577\u201382","journal-title":"Comput Assist Tomogr"},{"key":"1111_CR8","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1102\/1470-7330.2012.0038","volume":"12","author":"I Tsougos","year":"2012","unstructured":"Tsougos I, Svolos P, Kousi E, Fountas K, Theodorou K, Fezoulidis I, Kapsalaki E (2012) Differentiation of glioblastoma multiforme from metastatic brain tumor using proton magnetic resonance spectroscopy, diffusion and perfusion metrics at 3 T. Cancer Imaging 12:423\u201336","journal-title":"Cancer Imaging"},{"issue":"2","key":"1111_CR9","doi-asserted-by":"crossref","first-page":"538","DOI":"10.1016\/j.neuroimage.2010.04.194","volume":"52","author":"Z Jiang","year":"2010","unstructured":"Jiang Z, Krainik A, David O et al (2010) Impaired fMRI activation in patients with primary brain tumors. Neuroimage 52(2):538\u2013548","journal-title":"Neuroimage"},{"issue":"3","key":"1111_CR10","doi-asserted-by":"crossref","first-page":"566","DOI":"10.3171\/2010.6.JNS091246","volume":"114","author":"EF Chang","year":"2011","unstructured":"Chang EF, Clark A, Smith JS et al (2011) Functional mapping-guided resection of low-grade gliomas in eloquent areas of the brain: improvement of long-term survival: clinical article. J Neurosurg 114(3):566\u2013573","journal-title":"J Neurosurg"},{"key":"1111_CR11","doi-asserted-by":"crossref","unstructured":"Zacharaki EI, Kanas VG, Davatzikos C (2011) Investigating machine learning techniques for MRI-based classification of brain neoplasms. Int J Comput Assist Radiol Surg 6(6):821\u2013828","DOI":"10.1007\/s11548-011-0559-3"},{"issue":"5","key":"1111_CR12","doi-asserted-by":"crossref","first-page":"751","DOI":"10.1007\/s11548-012-0808-0","volume":"8","author":"E Tsolaki","year":"2013","unstructured":"Tsolaki E, Svolos P, Kousi E et al (2013) Automated differentiation of glioblastomas from intracranial metastases using 3T MR spectroscopic and perfusion data. Int J Comput Assist Radiol Surg 8(5):751\u2013761","journal-title":"Int J Comput Assist Radiol Surg"},{"key":"1111_CR13","doi-asserted-by":"crossref","unstructured":"Zacharaki EI, Wang S, Chawla S, Soo Yoo D, Wolf R, Melhem ER, Davatzikos C (2009) Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme. Magn Reson Med 62(6):1609\u20131618","DOI":"10.1002\/mrm.22147"},{"issue":"3","key":"1111_CR14","doi-asserted-by":"crossref","first-page":"314","DOI":"10.1016\/j.bspc.2011.01.001","volume":"6","author":"I Dimou","year":"2011","unstructured":"Dimou I, Tsougos I, Tsolaki E, Kousi E, Kapsalaki E, Theodorou K, Kounelakis M, Zervakis M (2011) Brain lesion classification using 3 T MRS spectra and paired SVM kernels. Biomed Signal Process 6(3):314\u2013320","journal-title":"Biomed Signal Process"},{"issue":"2","key":"1111_CR15","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1007\/s00401-007-0243-4","volume":"114","author":"DN Louis","year":"2007","unstructured":"Louis DN, Ohgaki H, Wiestler OD et al (2007) The 2007 WHO classification of tumors of the central nervous system. Acta Neuropathol 114(2):97\u2013109","journal-title":"Acta Neuropathol"},{"issue":"3","key":"1111_CR16","doi-asserted-by":"crossref","first-page":"971","DOI":"10.1148\/radiol.2483071280","volume":"248","author":"M Connie","year":"2008","unstructured":"Connie M, Chen CM, Hou BL, Holodny AI (2008) Effect of age and tumor grade on BOLD functional MR imaging in preoperative assessment of patients with Glioma1. Radiology 248(3):971\u2013978","journal-title":"Radiology"},{"issue":"7","key":"1111_CR17","doi-asserted-by":"crossref","first-page":"e40231","DOI":"10.1371\/journal.pone.0040231","volume":"7","author":"R Esposito","year":"2012","unstructured":"Esposito R, Mattei PA, Briganti C et al (2012) Modifications of default-mode network connectivity in patients with cerebral glioma. PloS One 7(7):e40231","journal-title":"PloS One"},{"issue":"1","key":"1111_CR18","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.jneumeth.2008.04.012","volume":"172","author":"QH Zou","year":"2008","unstructured":"Zou QH, Zhu CZ, Yang Y et al (2008) An improved approach to detection of amplitude of low-frequency fluctuation (ALFF) for resting-state fMRI: fractional ALFF. J Neurosci Methods 172(1):137\u2013141","journal-title":"J Neurosci Methods"},{"key":"1111_CR19","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1016\/j.braindev.2006.07.002","volume":"29","author":"YF Zang","year":"2007","unstructured":"Zang YF, He Y, Zhu CZ, Cao QJ, Sui MQ, Liang M et al (2007) Altered baseline brain activity in children with ADHD revealed by resting-state functional MRI. Brain Dev 29:83\u201391","journal-title":"Brain Dev"},{"key":"1111_CR20","first-page":"24","volume":"4","author":"D Liu","year":"2010","unstructured":"Liu D, Yan C, Ren J et al (2010) Using coherence to measure regional homogeneity of resting-state fMRI signal. Front Syst Neurosci 4:24","journal-title":"Front Syst Neurosci"},{"key":"1111_CR21","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1016\/j.jneumeth.2008.03.021","volume":"171","author":"XY Long","year":"2008","unstructured":"Long XY, Zuo XN, Kiviniemi V, Yang Y, Zou QH, Zhu CZ, Jiang TZ, Yang H, Gong QY, Wang L, Li KC, Xie S, Zang YF (2008) Default mode network as revealed with multiple methods for resting state functional MRI analysis. J Neurosci Methods 171:349\u2013355","journal-title":"J Neurosci Methods"},{"issue":"9","key":"1111_CR22","doi-asserted-by":"crossref","first-page":"e25031","DOI":"10.1371\/journal.pone.0025031","volume":"6","author":"XW Song","year":"2011","unstructured":"Song XW, Dong ZY, Long XY, Li SF, Zuo XN et al (2011) REST: a toolkit for resting-state functional magnetic resonance imaging data processing. PLoS One 6(9):e25031","journal-title":"PLoS One"},{"issue":"3","key":"1111_CR23","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20(3):273\u2013297","journal-title":"Mach Learn"},{"issue":"11","key":"1111_CR24","doi-asserted-by":"crossref","first-page":"2758","DOI":"10.1109\/78.650102","volume":"45","author":"B Scholkopf","year":"1997","unstructured":"Scholkopf B, Sung KK, Burges CJC et al (1997) Comparing support vector machines with Gaussian kernels to radial basis function classifiers. Trans Signal Process 45(11):2758\u20132765","journal-title":"Trans Signal Process"},{"key":"1111_CR25","unstructured":"Hsu CW, Chang CC, Lin CJ (2003) A practical guide to support vector classification"},{"issue":"3","key":"1111_CR26","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1097\/00004424-198903000-00012","volume":"24","author":"CE Metz","year":"1989","unstructured":"Metz CE (1989) Some practical issues of experimental design and data analysis in radiological ROC analysis. Invest Radiol 24(3):234\u2013245","journal-title":"Invest Radiol"},{"issue":"8","key":"1111_CR27","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1016\/j.patrec.2005.10.010","volume":"27","author":"T Fawcett","year":"2006","unstructured":"Fawcett T (2006) An introduction to ROC analysis. Pattern Recognit Lett 27(8):861\u2013874","journal-title":"Pattern Recognit Lett"},{"issue":"4","key":"1111_CR28","doi-asserted-by":"crossref","first-page":"435","DOI":"10.1002\/jmri.20530","volume":"23","author":"L L\u00fcdemann","year":"2006","unstructured":"L\u00fcdemann L, F\u00f6rschler A, Grieger W et al (2006) BOLD signal in the motor cortex shows a correlation with the blood volume of brain tumors. J Magn Reson Imaging 23(4):435\u2013443","journal-title":"J Magn Reson Imaging"},{"issue":"8","key":"1111_CR29","first-page":"1415","volume":"21","author":"AI olodny","year":"2000","unstructured":"olodny AI, Schulder M, Liu WC et al (2000) The effect of brain tumors on BOLD functional MR imaging activation in the adjacent motor cortex: implications for image-guided neurosurgery. Am J Neuroradiol 21(8):1415\u20131422","journal-title":"Am J Neuroradiol"},{"key":"1111_CR30","unstructured":"Schreiber A, Hubbe U, Ziyeh S et al (2000) The influence of gliomas and nonglial space-occupying Lesions on Blood-oxygen-level-dependent contrast enhancement. Am J Neuroradiol 21(6):1055\u20131063"},{"issue":"11","key":"1111_CR31","doi-asserted-by":"crossref","first-page":"813","DOI":"10.1007\/s00234-005-1428-y","volume":"47","author":"WC Liu","year":"2005","unstructured":"Liu WC, Feldman SC, Schulder M et al (2005) The effect of tumour type and distance on activation in the motor cortex. Neuroradiol 47(11):813\u2013819","journal-title":"Neuroradiol"},{"key":"1111_CR32","doi-asserted-by":"crossref","unstructured":"Price SJ (2010) Advances in imaging low-grade gliomas. In: Low-grade gliomas. Springer, Berlin, pp 1\u201334","DOI":"10.1007\/978-3-211-99481-8_1"},{"issue":"10","key":"1111_CR33","doi-asserted-by":"crossref","first-page":"795","DOI":"10.1007\/s00234-007-0253-x","volume":"49","author":"P Zonari","year":"2007","unstructured":"Zonari P, Baraldi P, Crisi G (2007) Multimodal MRI in the characterization of glial neoplasms: the combined role of single-voxel MR spectroscopy, diffusion imaging and echo-planar perfusion imaging. Neuroradiol 49(10):795\u2013803","journal-title":"Neuroradiol"},{"issue":"10","key":"1111_CR34","doi-asserted-by":"crossref","first-page":"4734","DOI":"10.1073\/pnas.0911855107","volume":"107","author":"BB Biswal","year":"2010","unstructured":"Biswal BB, Mennes M, Zuo XN et al (2010) Toward discovery science of human brain function. Proc Natl Acad Sci 107(10):4734\u20134739","journal-title":"Proc Natl Acad Sci"},{"issue":"10","key":"1111_CR35","doi-asserted-by":"crossref","first-page":"2209","DOI":"10.1093\/cercor\/bhn256","volume":"19","author":"Z Shehzad","year":"2009","unstructured":"Shehzad Z, Kelly AMC, Reiss PT et al (2009) The resting brain: unconstrained yet reliable. Cereb cortex 19(10):2209\u20132229","journal-title":"Cereb cortex"},{"issue":"1","key":"1111_CR36","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1038\/nrneurol.2009.198","volume":"6","author":"D Zhang","year":"2010","unstructured":"Zhang D, Raichle ME (2010) Disease and the brain\u2019s dark energy. Nat Rev Neurol 6(1):15\u201328","journal-title":"Nat Rev Neurol"},{"key":"1111_CR37","volume-title":"Textbook of neurological surgery: principles and practice","author":"HH Batjer","year":"2002","unstructured":"Batjer HH, Loftus CM (2002) Textbook of neurological surgery: principles and practice. Lippincott Williams & Wilkins, New York"},{"issue":"10","key":"1111_CR38","doi-asserted-by":"crossref","first-page":"1033","DOI":"10.1097\/01.wnr.0000224769.92454.5d","volume":"17","author":"Q Cao","year":"2006","unstructured":"Cao Q, Zang Y, Sun L, Sui M, Long X, Zou Qand Wang Y (2006) Abnormal neural activity in children with attention deficit hyperactivity disorder: a resting-state functional magnetic resonance imaging study. Neuroreport 17(10):1033\u20131036","journal-title":"Neuroreport"},{"key":"1111_CR39","doi-asserted-by":"crossref","unstructured":"Cheng W, Ji X, Zhang J et al (2012) Individual classification of ADHD patients by integrating multiscale neuroimaging markers and advanced pattern recognition techniques. Front Syst Neurosci 6:58","DOI":"10.3389\/fnsys.2012.00058"},{"issue":"2","key":"1111_CR40","doi-asserted-by":"crossref","first-page":"488","DOI":"10.1016\/j.neuroimage.2006.11.042","volume":"35","author":"Y He","year":"2007","unstructured":"He Y, Wang L, Zang Y, Tian L, Zhang X, Li K, Jiang T (2007) Regional coherence changes in the early stages of Alzheimer\u2019s disease: a combined structural and resting-state functional MRI study. Neuroimage 35(2):488\u2013500","journal-title":"Neuroimage"},{"issue":"5","key":"1111_CR41","doi-asserted-by":"crossref","first-page":"1502","DOI":"10.1002\/hbm.20622","volume":"30","author":"T Wu","year":"2009","unstructured":"Wu T, Long X, Zang Y, Wang L, Hallett M, Li K, Chan P (2009) Regional homogeneity changes in patients with Parkinson\u2019s disease. Hum Brain Mapp 30(5):1502\u20131510","journal-title":"Hum Brain Mapp"},{"key":"1111_CR42","doi-asserted-by":"crossref","first-page":"769","DOI":"10.1017\/S0033291712001638","volume":"43","author":"Z He","year":"2012","unstructured":"He Z, Deng W, Li M et al (2012) Aberrant intrinsic brain activity and cognitive deficit in first-episode treatment-naive patients with schizophrenia. Psychol Med 43:769\u2013780","journal-title":"Psychol Med"},{"issue":"1","key":"1111_CR43","first-page":"170","volume":"46","author":"CB Liu","year":"2012","unstructured":"Liu CB, Pan Y, Zhang HS et al (2012) Detecting MGMT expression status of glioma with magnetic resonance image. J Zhejiang Univ Eng Sci 46(1):170\u2013176","journal-title":"J Zhejiang Univ Eng Sci"},{"issue":"4","key":"1111_CR44","doi-asserted-by":"crossref","first-page":"945","DOI":"10.1002\/mrm.21736","volume":"60","author":"KE Emblem","year":"2008","unstructured":"Emblem KE, Zoellner FG, Tennoe B et al (2008) Predictive modeling in glioma grading from MR perfusion images using support vector machines. Magn Reson Med 60(4):945\u201352","journal-title":"Magn Reson Med"},{"issue":"6","key":"1111_CR45","doi-asserted-by":"crossref","first-page":"1683","DOI":"10.1109\/TBME.2009.2018454","volume":"56","author":"C G\u00f3mez","year":"2009","unstructured":"G\u00f3mez C, Stam CJ, Hornero R et al (2009) Disturbed beta band functional connectivity in patients with mild cognitive impairment: an MEG study. IEEE Trans Biomed Eng 56(6):1683\u20131690","journal-title":"IEEE Trans Biomed Eng"},{"issue":"2","key":"1111_CR46","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1007\/s00381-009-1017-1","volume":"26","author":"RD Bhardwaj","year":"2010","unstructured":"Bhardwaj RD, Mahmoodabadi SZ, Otsubo H et al (2010) Diffusion tensor tractography detection of functional pathway for the spread of epileptiform activity between temporal lobe and Rolandic region. Childs Nerv Syst 26(2):185\u2013190","journal-title":"Childs Nerv Syst"},{"issue":"2","key":"1111_CR47","doi-asserted-by":"crossref","first-page":"367","DOI":"10.1148\/radiol.2452060445","volume":"245","author":"PGP Nucifora","year":"2007","unstructured":"Nucifora PGP, Verma R, Lee SK et al (2007) Diffusion-tensor MR imaging and tractography: exploring brain microstructure and connectivity. Radiology 245(2):367\u201384","journal-title":"Radiology"},{"issue":"10","key":"1111_CR48","doi-asserted-by":"crossref","first-page":"1866","DOI":"10.3174\/ajnr.A3263","volume":"34","author":"MH Lee","year":"2013","unstructured":"Lee MH, Smyser CD, Shimony JS (2013) Resting-state fMRI: a review of methods and clinical applications. Am J Neuroradiol 34(10):1866\u20131872","journal-title":"Am J Neuroradiol"}],"container-title":["International Journal of Computer Assisted Radiology and Surgery"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-014-1111-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11548-014-1111-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-014-1111-z","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,3]],"date-time":"2019-06-03T11:03:22Z","timestamp":1559559802000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11548-014-1111-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,9,17]]},"references-count":48,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2015,7]]}},"alternative-id":["1111"],"URL":"https:\/\/doi.org\/10.1007\/s11548-014-1111-z","relation":{},"ISSN":["1861-6410","1861-6429"],"issn-type":[{"value":"1861-6410","type":"print"},{"value":"1861-6429","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,9,17]]}}}