Multi-center prediction of hemorrhagic transformation in acute ischemic stroke using permeability imaging features

Magnetic Resonance Imaging

Volumn 31, Issue 6, 2013, Pages 961-969

  Scalzo, Fabien ^a   Alger, Jeffry R ^a   Hu, Xiao ^a   Saver, Jeffrey L ^a   Dani, Krishna A ^b   Muir, Keith W ^b   Demchuk, Andrew M ^c   Coutts, Shelagh B ^c   Luby, Marie ^d   Warach, Steven ^d   Liebeskind, David S ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSITY OF GLASGOW   (United Kingdom)

^c UNIVERSITY OF CALGARY   (Canada)

^d NATIONAL INSTITUTES OF HEALTH   (United States)

Author keywords

Acute stroke diagnostic; Brain ischemia; Hemorrhagic transformation; Permeability; Prediction; Stroke

Indexed keywords

AGED; ARTICLE; BRAIN ISCHEMIA; CONTRAST SLOPE; CONTROLLED STUDY; FEMALE; FINAL CONTRAST; HEMORRHAGIC TRANSFORMATION; HUMAN; IMAGE ANALYSIS; IMAGE PROCESSING; MAJOR CLINICAL STUDY; MALE; MAXIMUM PEAK BOLUS CONCENTRATION; MEMBRANE PERMEABILITY; NEUROIMAGING; NUCLEAR MAGNETIC RESONANCE IMAGING; PEAK BOLUS AREA; PERCENTAGE RECOVERY; PERFUSION WEIGHTED IMAGING; PREDICTION; PRIORITY JOURNAL; RADIOLOGICAL PARAMETERS; RELATIVE RECIRCULATION; RETROSPECTIVE STUDY; VALIDATION PROCESS;

AGED; BLOOD-BRAIN BARRIER; BRAIN ISCHEMIA; CAPILLARY PERMEABILITY; CAUSALITY; CEREBRAL HEMORRHAGE; COMORBIDITY; CONTRAST MEDIA; FEMALE; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; INTERNATIONALITY; MAGNETIC RESONANCE IMAGING; MALE; PREVALENCE; REPRODUCIBILITY OF RESULTS; RISK ASSESSMENT; SENSITIVITY AND SPECIFICITY; STROKE;

EID: 84878647836     PISSN: 0730725X     EISSN: 18735894     Source Type: Journal    
DOI: 10.1016/j.mri.2013.03.013     Document Type: Article

References (31)

1. Hacke W., Donnan G., Fieschi C., Kaste M., von Kummer R., Broderick J.P., et al. Association of outcome with early stroke treatment: pooled analysis of ATLANTIS, ECASS, and NINDS rt-PA stroke trials. Lancet 2004, 363:768-774.
2. Jaillard A., Cornu C., Durieux A., Moulin T., Boutitie F., Lees K.R., et al. Hemorrhagic transformation in acute ischemic stroke. The MAST-E study. MAST-E Group. Stroke 1999, 30:1326-1332.
3. Selim M., Fink J.N., Kumar S., Caplan L.R., Horkan C., Chen Y., et al. Predictors of hemorrhagic transformation after intravenous recombinant tissue plasminogen activator: prognostic value of the initial apparent diffusion coefficient and diffusion-weighted lesion volume. Stroke 2002, 33:2047-2052.
4. Fiehler J., Remmele C., Kucinski T., Rosenkranz M., Thomalla G., Weiller C., et al. Reperfusion after severe local perfusion deficit precedes hemorrhagic transformation: an MRI study in acute stroke patients. Cerebrovasc. Dis. 2005, 19:117-124.
5. Kim E.Y., Na D.G., Kim S.S., Lee K.H., Ryoo J.W., Kim H.K. Prediction of hemorrhagic transformation in acute ischemic stroke: role of diffusion-weighted imaging and early parenchymal enhancement. AJNR Am J Neuroradiol 2005, 26:1050-1055.
6. Campbell B.C., Christensen S., Butcher K.S., Gordon I., Parsons M.W., Desmond P.M., et al. Regional very low cerebral blood volume predicts hemorrhagic transformation better than diffusion-weighted imaging volume and thresholded apparent diffusion coefficient in acute ischemic stroke. Stroke 2010, 41:82-88.
7. Gupta R., Yonas H., Gebel J., Goldstein S., Horowitz M., Grahovac S.Z., et al. Reduced pretreatment ipsilateral middle cerebral artery cerebral blood flow is predictive of symptomatic hemorrhage post-intra-arterial thrombolysis in patients with middle cerebral artery occlusion. Stroke 2006, 37:2526-2530.
8. Neumann-Haefelin T., Hoelig S., Berkefeld J., Fiehler J., Gass A., Humpich M., et al. Leukoaraiosis is a risk factor for symptomatic intracerebral hemorrhage after thrombolysis for acute stroke. Stroke 2006, 37:2463-2466.
9. Kidwell C., Alger J., Saver J., Mattiello J., Woods R., Starkman S., et al. Mr signatures of infarction vs salvageable penumbra in acute human stroke: a preliminary model. Stroke 2000, 31:285.
10. Puetz V., Dzialowski I., Hill M.D., Subramaniam S., Sylaja P.N., Krol A., et al. Intracranial thrombus extent predicts clinical outcome, final infarct size and hemorrhagic transformation in ischemic stroke: the clot burden score. Int J Stroke 2008, 3:230-236.
11. Kassner A., Roberts T.P., Moran B., Silver F.L., Mikulis D.J. Recombinant tissue plasminogen activator increases blood-brain barrier disruption in acute ischemic stroke: an MR imaging permeability study. AJNR Am J Neuroradiol 2009, 30:1864-1869.
12. Latour L.L., Kang D.W., Ezzeddine M.A., Chalela J.A., Warach S. Early blood-brain barrier disruption in human focal brain ischemia. Ann. Neurol. 2004, 56:468-477.
13. Schaefer P.W., Copen W.A., Lev M.H., Gonzalez R.G. Diffusion-weighted imaging in acute stroke. Neuroimaging Clin. N. Am. 2005, 15:503-530.
14. Bang O.Y., Saver J.L., Alger J.R., Shah S.H., Buck B.H., Starkman S., et al. Patterns and predictors of blood-brain barrier permeability derangements in acute ischemic stroke. Stroke 2009, 40:454-461.
15. Lupo J.M., Cha S., Chang S.M., Nelson S.J. Dynamic susceptibility-weighted perfusion imaging of high-grade gliomas: characterization of spatial heterogeneity. AJNR Am J Neuroradiol 2005, 26:1446-1454.
16. Bang O.Y., Buck B.H., Saver J.L., Alger J.R., Yoon S.R., Starkman S., et al. Prediction of hemorrhagic transformation after recanalization therapy using T2*-permeability magnetic resonance imaging. Ann. Neurol. 2007, 62:170-176.
17. Wu S., Thornhill R.E., Chen S., Rammo W., Mikulis D.J., Kassner A. Relative recirculation: a fast, model-free surrogate for the measurement of blood-brain barrier permeability and the prediction of hemorrhagic transformation in acute ischemic stroke. Invest Radiol 2009, 44:662-668.
18. Thornhill R.E., Chen S., Rammo W., Mikulis D.J., Kassner A. Contrast-enhanced MR imaging in acute ischemic stroke: T2* measures of blood-brain barrier permeability and their relationship to T1 estimates and hemorrhagic transformation. AJNR Am J Neuroradiol 2010, 31:1015-1022.
19. Kassner A., Liu F., Thornhill R.E., Tomlinson G., Mikulis D.J. Prediction of hemorrhagic transformation in acute ischemic stroke using texture analysis of postcontrast T1-weighted MR images. J Magn Reson Imaging 2009, 30:933-941.
20. Berger C., Fiorelli M., Steiner T., Schabitz W.R., Bozzao L., Bluhmki E., et al. Hemorrhagic transformation of ischemic brain tissue: asymptomatic or symptomatic?. Stroke 2001, 32:1330-1335.
21. Rosen B.R., Belliveau J.W., Vevea J.M., Brady T.J. Perfusion imaging with NMR contrast agents. Magn Reson Med 1990, 14:249-265.
22. Smith S. Fast robust automated brain extraction. Human Brain Mapping 2002, 17:143-155.
23. Maes F., Leemput K., DeLisi L., Vandermeulen D., Suetens P. Quantification of cerebral grey and white matter asymmetry from mri. MICCAI 99, volume 1679 of Lecture notes in computer science 1999, 348-357. Springer, Berlin, Heidelberg. C. Taylor, A. Colchester (Eds.).
24. Mazziotta J.C., Toga A.W., Evans A., Fox P., Lancaster J. A probabilistic atlas of the human brain: theory and rationale for its development. The International Consortium for Brain Mapping (ICBM). Neuroimage 1995, 2:89-101.
25. Talairach J., Tournoux P. A co-planar stereotaxic atlas of a human brain 1988, Thieme, Stuttgart.
26. D. Cai, X. He, J. Han, Spectral regression for efficient regularized subspace learning, in: ICCV.
27. C.-C. Chang, C.-J. Lin, LIBSVM: a library for support vector machines, 2001. Software available at cjlin/libsvm. http://www.csie.ntu.edu.tw/.
28. Cover T., Hart P. Nearest neighbor pattern classification. Information Theory, IEEE Transactions on 1967, 13:21-27.
29. DeLong E.R., DeLong D.M., Clarke-Pearson D.L. Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 1988, 44:837-845.
30. Scalzo F., Hao Q., Alger J.R., Hu X., Liebeskind D.S. Regional prediction of tissue fate in acute ischemic stroke. Ann Biomed Eng 2012, 40:2177-2187.
31. Scalzo F., Hao Q., Alger J., Hu X., Liebeskind D. Tissue fate prediction in acute ischemic stroke using cuboid models. Advances in visual computing, volume 6454 of Lecture notes in computer science 2010, 292-301. Springer, Berlin/Heidelberg.