Data science of stroke imaging and enlightenment of the penumbra

Frontiers in Neurology

Volumn 6, Issue MAR, 2015, Pages

  Scalzo, Fabien ^a   Nour, May ^a   Liebeskind, David S ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Acute stroke; Cerebral ischemia; CT imaging; MRI imaging; Neuroimaging; Neurology

Indexed keywords

ANGIOGRAPHY; ARTICLE; BRAIN FUNCTION; BRAIN ISCHEMIA; BRAIN MAPPING; BRAIN REGION; BRAIN TISSUE; CBV GRADIENT MAPPING; CLINICAL DECISION MAKING; CLINICAL PRACTICE; COMPUTER ASSISTED TOMOGRAPHY; COMPUTER SIMULATION; DATA ANALYSIS; DISEASE ACTIVITY; DISEASE ASSOCIATION; FUNCTIONAL ASSESSMENT; HUMAN; IMAGE ANALYSIS; MACHINE LEARNING; MOLECULAR PATHOLOGY; NEUROIMAGING; NONBIOLOGICAL MODEL; NONHUMAN; NUCLEAR MAGNETIC RESONANCE IMAGING; OUTCOME ASSESSMENT; PENUMBRA TISSUE; PERFUSION ANGIOGRAPHY; PROCESS DEVELOPMENT; QUANTITATIVE ANALYSIS; REGIONAL MODEL; RELIABILITY; RISK BENEFIT ANALYSIS; TISSUE CHARACTERIZATION;

EID: 84926295720     PISSN: None     EISSN: 16642295     Source Type: Journal    
DOI: 10.3389/fneur.2015.00008     Document Type: Article

References (40)

1. CDC. Prevalence of stroke - United States, 2006-2010. MMWR (2012) 61(20):379-82.
2. Campbell BCV, Mitchell PJ, Yan B, Parsons MW, Christensen S, Churilov L, et al. A multicenter, randomized, controlled study to investigate extending the time for thrombolysis in emergency neurological deficits with intra-arterial therapy (EXTEND-IA). Int J Stroke (2014) 9(1):126-32. doi: 10.1111/ijs.12206
3. Hill MD, Goyal M, Demchuk AM. Endovascular Treatment for Small Core and Proximal Occlusion Ischemic Stroke (ESCAPE). Available from: http://clinicaltrials.gov/show/NCT01778335
4. Saver J. SolitaireTM FR with the Intention for Thrombectomy as Primary Endovascular Treatment for Acute Ischemic Stroke (SWIFT PRIME) Clinical Trial. Available from: http://clinicaltrials.gov/show/NCT01657461
5. Fransen PSS, Beumer D, Berkhemer OA, van den Berg LA, Lingsma H, van der Lugt A, et al. MR CLEAN, a multicenter randomized clinical trial of endovascular treatment for acute ischemic stroke in the Netherlands: study protocol for a randomized controlled trial. Trials (2014) 15:343. doi:10.1186/1745-6215-15-343
6. The National Institute of Neurological Disorders and Stroke rt-PA Stroke Study Group. Tissue plasminogen activator for acute ischemic stroke. N Engl J Med (1995) 333(24):1581-7. doi:10.1056/NEJM199512143332401
7. Jickling GC, Liu D, Stamova B, Ander BP, Zhan X, Lu A, et al. Hemorrhagic transformation after ischemic stroke in animals and humans. J Cereb Blood Flow Metab (2014) 34(2):185-99. doi:10.1038/jcbfm.2013.203
8. Nour M, Scalzo F, Liebeskind DS. Ischemia-reperfusion injury in stroke. Interv Neurol (2013) 1(3-4):185-99. doi:10.1159/000353125
9. Saver JL. Time is brain - quantified. Stroke (2006) 37(1):263-6. doi:10.1161/01.STR.0000196957.55928.ab
10. Del Zoppo GJ, Saver JL, Jauch EC, Adams HP. Expansion of the time window for treatment of acute ischemic stroke with intravenous tissue plasminogen activator: a science advisory from the American Heart Association/American Stroke Association. Stroke (2009) 40(8):2945-8. doi:10.1161/STROKEAHA.109.192535
11. Kidwell CS, Chalela JA, Saver JL, Starkman S, Hill MD, Demchuk AM, et al. Comparison of MRI and CT for detection of acute intracerebral hemorrhage. JAMA (2004) 292(15):1823-30. doi:10.1001/jama.292.15.1823
12. Heiss WD, Rosner G. Functional recovery of cortical neurons as related to degree and duration of ischemia. Ann Neurol (1983) 14(3):294-301. doi:10.1002/ana.410140307
13. Morawetz RB, DeGirolami U, Ojemann RG, Marcoux FW, Crowell RM. Cerebral blood flow determined by hydrogen clearance during middle cerebral artery occlusion in unanesthetized monkeys. Stroke (1978) 9(2):143-9. doi:10.1161/01.STR.9.2.143
14. Jones TH, Morawetz RB, Crowell RM, Marcoux FW, FitzGibbon SJ, DeGirolami U, et al. Thresholds of focal cerebral ischemia in awake monkeys. J Neurosurg (1981) 54(6):773-82. doi:10.3171/jns.1981.54.6.0773
15. Strong AJ, Venables GS, Gibson G. The cortical ischaemic penumbra associated with occlusion of the middle cerebral artery in the cat: 1. Topography of changes in blood flow, potassium ion activity, and EEG. J Cereb Blood Flow Metab (1983) 3(1):86-96. doi:10.1038/jcbfm.1983.11
16. Astrup J, Symon L, Branston NM, Lassen NA. Cortical evoked potential and extracellular K+ and H+ at critical levels of brain ischemia. Stroke (1977) 8(1):51-7. doi:10.1161/01.STR.8.1.51
17. Astrup J, Siesjö BK, Symon L. Thresholds in cerebral ischemia - the ischemic penumbra. Stroke (1981) 12(6):723-5. doi:10.1161/01.STR.12.6.723
18. Ye Z, Liu K, Garcia J. Mechanisms of neuronal cell death after ischemic brain injury. Curr Rev Cerebrovasc Dis (2001) 4(1):14-24. doi:10.1007/978-1-4684-0001-4
19. Baron JC. Mapping the ischaemic penumbra with PET: implications for acute stroke treatment. Cerebrovasc Dis (1999) 9(4):193-201. doi:10.1159/000015955
20. Davis S, Campbell B, Christensen S, Ma H, Desmond P, Parsons M, et al. Perfusion/diffusion mismatch is valid and should be used for selecting delayed interventions. Transl Stroke Res (2012) 3(2):188-97. doi:10.1007/s12975-012-0167-8
21. Fujioka M, Okuchi K, Iwamura A, Taoka T, Siesjö BK. A mismatch between the abnormalities in diffusion- and susceptibility-weighted magnetic resonance imaging may represent an acute ischemic penumbra with misery perfusion. J Stroke Cerebrovasc Dis (2013) 22(8):1428-31. doi:10.1016/j.jstrokecerebrovasdis.2012.12.009
22. Neumann-Haefelin T, Wittsack HJ, Wenserski F, Siebler M, Seitz RJ, Mödder U, et al. Diffusion- and perfusion-weighted MRI. The DWI/PWI mismatch region in acute stroke. Stroke (1999) 30(8):1591-7. doi:10.1161/01.STR.30.8.1591
23. Kidwell CS, Jahan R, Gornbein J, Alger JR, Nenov V, Ajani Z, et al. A trial of imaging selection and endovascular treatment for ischemic stroke. N Engl J Med (2013) 368(10):914-23. doi:10.1056/NEJMoa1212793
24. Parsons M, Spratt N, Bivard A, Campbell B, Chung K, Miteff F, et al. A randomized trial of tenecteplase versus alteplase for acute ischemic stroke. N Engl J Med (2012) 366(12):1099-107. doi:10.1056/NEJMoa1109842
25. Kakuda W, Lansberg MG, Thijs VN, Kemp SM, Bammer R, Wechsler LR, et al. Optimal definition for PWI/DWI mismatch in acute ischemic stroke patients. J Cereb Blood Flow Metab (2008) 28(5):887-91. doi:10.1038/sj.jcbfm.9600604
26. Wintermark M, Reichhart M, Thiran J-P, Maeder P, Chalaron M, Schnyder P, et al. Prognostic accuracy of cerebral blood flow measurement by perfusion computed tomography, at the time of emergency room admission, in acute stroke patients. Ann Neurol (2002) 51(4):417-32. doi:10.1002/ana.10136
27. Wintermark M, Reichhart M, Cuisenaire O, Maeder P, Thiran J-P, Schnyder P, et al. Comparison of admission perfusion computed tomography and qualitative diffusion- and perfusion-weighted magnetic resonance imaging in acute stroke patients. Stroke (2002) 33(8):2025-31. doi:10.1161/01.STR.0000023579.61630.AC
28. Wu O, Sumii T, Asahi M, Sasamata M, Ostergaard L, Rosen BR, et al. Infarct prediction and treatment assessment with MRI-based algorithms in experimental stroke models. J Cereb Blood Flow Metab (2007) 27(1):196-204. doi:10.1038/sj.jcbfm.9600328
29. Rose SE, Chalk JB, Griffin MP, Janke AL, Chen F, McLachan GJ, et al. MRI based diffusion and perfusion predictive model to estimate stroke evolution. Magn Reson Imaging (2001) 19(8):1043-53. doi:10.1016/S0730-725X(01)00435-0
30. Yoo AJ, Barak ER, Copen WA, Kamalian S, Gharai LR, Pervez MA, et al. Combining acute diffusion-weighted imaging and mean transmit time lesion volumes with National Institutes of health stroke scale score improves the prediction of acute stroke outcome. Stroke (2010) 41(8):1728-35. doi:10.1161/STROKEAHA.110.582874
31. Shen Q, Ren H, Fisher M, Duong TQ. Statistical prediction of tissue fate in acute ischemic brain injury. J Cereb Blood Flow Metab (2005) 25(10):1336-45. doi:10.1038/sj.jcbfm.9600126
32. Kidwell CS, Wintermark M, De Silva DA, Schaewe TJ, Jahan R, Starkman S, et al. Multiparametric MRI and CT models of infarct core and favorable penumbral imaging patterns in acute ischemic stroke. Stroke (2013) 44(1):73-9. doi:10.1161/STROKEAHA.112.670034
33. Scalzo F, Hao Q, Alger JR, Hu X, Liebeskind DS. Regional prediction of tissue fate in acute ischemic stroke. Ann Biomed Eng (2012) 40(10):2177-87. doi:10.1007/s10439-012-0591-7
34. Nguyen VH, Cooperman G, Menenzes N, Lopez CJ, Melinosky C, Wu O, et al. Stroke tissue outcome prediction using a spatially-correlated model. Pan-Pacific Imaging Conference; Tokyo, Japan. (2008). p. 238-41.
35. Shen Q, Duong TQ. Quantitative prediction of ischemic stroke tissue fate. NMR Biomed (2008) 21(8):839-48. doi:10.1002/nbm.1264
36. Huang S, Shen Q, Duong TQ. Artificial neural network prediction of ischemic tissue fate in acute stroke imaging. J Cereb Blood Flow Metab (2010) 30(9):1661-70. doi:10.1038/jcbfm.2010.56
37. Liebeskind D, Scalzo F, Hao Q, Alger JR, Hu X. Cerebral blood volume gradient maps depict vulnerability to hemodynamic failure and infarct growth in acute ischemic stroke. Stroke (2011) 42(3):E144.
38. Lin M, Marshall CT, Qi Y, Johnston SM, Badea CT, Piantadosi CA, et al. Quantitative blood flow measurements in the small animal cardiopulmonary system using digital subtraction angiography. Med Phys (2009) 36(11):5347-58. doi:10.1118/1.3231823
39. Zhang Z, Takarada S, Molloi S. Quantification of coronary microvascular resistance using angiographic images for volumetric blood flow measurement: in vivo validation. Am J Physiol Heart Circ Physiol (2011) 300(6):2096-104. doi:10.1152/ajpheart.01123.2010
40. Bang OY, Lee PH, Heo KG, Joo US, Yoon SR, Kim SY. Specific DWI lesion patterns predict prognosis after acute ischaemic stroke within the MCA territory. J Neurol Neurosurg Psychiatry (2005) 76(9):1222-8. doi:10.1136/jnnp.2004.059998