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Volumn 9, Issue 2, 2014, Pages

Machine learning for outcome prediction of acute ischemic stroke post intra-arterial therapy

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY; AGED; ARTICLE; ARTIFICIAL NEURAL NETWORK; BRAIN ISCHEMIA; CLINICAL TRIAL (TOPIC); DATA ANALYSIS SOFTWARE; ENDOVASCULAR SURGERY; FEMALE; HUMAN; INTERMETHOD COMPARISON; LEARNING ALGORITHM; MACHINE LEARNING; MAJOR CLINICAL STUDY; MALE; OUTCOME ASSESSMENT; PREDICTION; PREDICTIVE VALUE; PROCESS MODEL; PROCESS OPTIMIZATION; PROGNOSIS; PROGNOSTIC MODEL; RECEIVER OPERATING CHARACTERISTIC; RETROSPECTIVE STUDY; SUPPORT VECTOR MACHINE;

EID: 84895809445     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0088225     Document Type: Article
Times cited : (171)

References (58)
  • 1
    • 84877959451 scopus 로고    scopus 로고
    • Developments on the horizon in the treatment of neurovascular problems
    • Ferrell AS, Britz GW (2013) Developments on the horizon in the treatment of neurovascular problems. Surg Neurol Int 4: S31-37.
    • (2013) Surg Neurol Int , vol.4
    • Ferrell, A.S.1    Britz, G.W.2
  • 2
    • 84857421709 scopus 로고    scopus 로고
    • Endovascular therapy of acute ischemic stroke: Report of the Standards of Practice Committee of the Society of NeuroInterventional Surgery
    • Blackham KA, Meyers PM, Abruzzo TA, Albuquerque FC, Fiorella D, et al. (2012) Endovascular therapy of acute ischemic stroke: report of the Standards of Practice Committee of the Society of NeuroInterventional Surgery. J Neurointerv Surg 4: 87-93.
    • (2012) J Neurointerv Surg , vol.4 , pp. 87-93
    • Blackham, K.A.1    Meyers, P.M.2    Abruzzo, T.A.3    Albuquerque, F.C.4    Fiorella, D.5
  • 3
    • 60449094498 scopus 로고    scopus 로고
    • Heart disease and stroke statistics-2009 update: A report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee
    • Lloyd-Jones D, Adams R, Carnethon M, De Simone G, Ferguson TB, et al. (2009) Heart disease and stroke statistics-2009 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee. Circulation 119: 480-486.
    • (2009) Circulation , vol.119 , pp. 480-486
    • Lloyd-Jones, D.1    Adams, R.2    Carnethon, M.3    De Simone, G.4    Ferguson, T.B.5
  • 4
    • 0031178776 scopus 로고    scopus 로고
    • American Heart Association Prevention Conference. IV. Prevention and Rehabilitation of Stroke. Risk factors
    • Sacco RL, Benjamin EJ, Broderick JP, Dyken M, Easton JD, et al. (1997) American Heart Association Prevention Conference. IV. Prevention and Rehabilitation of Stroke. Risk factors. Stroke 28: 1507-1517.
    • (1997) Stroke , vol.28 , pp. 1507-1517
    • Sacco, R.L.1    Benjamin, E.J.2    Broderick, J.P.3    Dyken, M.4    Easton, J.D.5
  • 5
    • 58249134578 scopus 로고    scopus 로고
    • Intravenous desmoteplase in patients with acute ischaemic stroke selected by MRI perfusion-diffusion weighted imaging or perfusion CT (DIAS-2): A prospective, randomised, double-blind, placebo-controlled study
    • Hacke W, Furlan AJ, Al-Rawi Y, Davalos A, Fiebach JB, et al. (2009) Intravenous desmoteplase in patients with acute ischaemic stroke selected by MRI perfusion-diffusion weighted imaging or perfusion CT (DIAS-2): a prospective, randomised, double-blind, placebo-controlled study. Lancet Neurol 8: 141-150.
    • (2009) Lancet Neurol , vol.8 , pp. 141-150
    • Hacke, W.1    Furlan, A.J.2    Al-Rawi, Y.3    Davalos, A.4    Fiebach, J.B.5
  • 6
    • 0019463312 scopus 로고
    • The National Survey of Stroke. Economic impact
    • Adelman SM (1981) The National Survey of Stroke. Economic impact. Stroke 12: I69-87.
    • (1981) Stroke , vol.12
    • Adelman, S.M.1
  • 8
    • 33846857559 scopus 로고    scopus 로고
    • Heart disease and stroke statistics-2007 update: A report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee
    • Rosamond W, Flegal K, Friday G, Furie K, Go A, et al. (2007) Heart disease and stroke statistics-2007 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee. Circulation 115: e69-171.
    • (2007) Circulation , vol.115
    • Rosamond, W.1    Flegal, K.2    Friday, G.3    Furie, K.4    Go, A.5
  • 9
    • 84856499792 scopus 로고    scopus 로고
    • Adjunctive and alternative approaches to current reperfusion therapy
    • Barreto AD, Alexandrov AV (2012) Adjunctive and alternative approaches to current reperfusion therapy. Stroke 43: 591-598.
    • (2012) Stroke , vol.43 , pp. 591-598
    • Barreto, A.D.1    Alexandrov, A.V.2
  • 10
    • 84895799030 scopus 로고    scopus 로고
    • Mechanical thrombectomy devices for endovascular management of acute ischemic stroke: Duke stroke center experience
    • Agrawal A, Golovoy D, Nimjee S, Ferrell A, Smith T, et al. (2012) Mechanical thrombectomy devices for endovascular management of acute ischemic stroke: Duke stroke center experience. Asian J Neurosurg 7: 166-170.
    • (2012) Asian J Neurosurg , vol.7 , pp. 166-170
    • Agrawal, A.1    Golovoy, D.2    Nimjee, S.3    Ferrell, A.4    Smith, T.5
  • 11
    • 64649086708 scopus 로고    scopus 로고
    • Intra-arterial stroke therapy: An assessment of demand and available work force
    • Cloft HJ, Rabinstein A, Lanzino G, Kallmes DF (2009) Intra-arterial stroke therapy: an assessment of demand and available work force. AJNR Am J Neuroradiol 30: 453-458.
    • (2009) AJNR Am J Neuroradiol , vol.30 , pp. 453-458
    • Cloft, H.J.1    Rabinstein, A.2    Lanzino, G.3    Kallmes, D.F.4
  • 12
  • 13
    • 0033486107 scopus 로고    scopus 로고
    • Intraarterial prourokinase for acute ischemic stroke. The PROACT II study: A randomized controlled trial. Prolyse in Acute Cerebral Thromboembolism
    • Furlan A, Higashida R, Wechsler L, Gent M, Rowley H, et al. (1999) Intraarterial prourokinase for acute ischemic stroke. The PROACT II study: a randomized controlled trial. Prolyse in Acute Cerebral Thromboembolism. JAMA 282: 2003-2011.
    • (1999) JAMA , vol.282 , pp. 2003-2011
    • Furlan, A.1    Higashida, R.2    Wechsler, L.3    Gent, M.4    Rowley, H.5
  • 14
    • 84868278729 scopus 로고    scopus 로고
    • MERCI Retriever
    • (2012) MERCI Retriever. Clin Privil White Pap: 1-18.
    • (2012) Clin Privil White Pap , pp. 1-18
  • 15
    • 84867521585 scopus 로고    scopus 로고
    • Merci mechanical thrombectomy retriever for acute ischemic stroke therapy: Literature review
    • Alshekhlee A, Pandya DJ, English J, Zaidat OO, Mueller N, et al. (2012) Merci mechanical thrombectomy retriever for acute ischemic stroke therapy: literature review. Neurology 79: S126-134.
    • (2012) Neurology , vol.79
    • Alshekhlee, A.1    Pandya, D.J.2    English, J.3    Zaidat, O.O.4    Mueller, N.5
  • 16
    • 33646694992 scopus 로고    scopus 로고
    • Does the Merci Retriever work? Against
    • discussion 1342-1343
    • Wechsler LR (2006) Does the Merci Retriever work? Against. Stroke 37: 1341-1342; discussion 1342-1343.
    • (2006) Stroke , vol.37 , pp. 1341-1342
    • Wechsler, L.R.1
  • 17
    • 33646707504 scopus 로고    scopus 로고
    • Does the Merci Retriever work? For
    • discussion 1342-1343
    • Saver JL (2006) Does the Merci Retriever work? For. Stroke 37: 1340-1341; discussion 1342-1343.
    • (2006) Stroke , vol.37 , pp. 1340-1341
    • Saver, J.L.1
  • 18
    • 12844277950 scopus 로고    scopus 로고
    • Approval of the MERCI clot retriever: A critical view
    • DOI 10.1161/01.STR.0000153056.25397.ff
    • Becker KJ, Brott TG (2005) Approval of the MERCI clot retriever: a critical view. Stroke 36: 400-403. (Pubitemid 40170829)
    • (2005) Stroke , vol.36 , Issue.2 , pp. 400-403
    • Becker, K.J.1    Brott, T.G.2
  • 19
    • 16544379127 scopus 로고    scopus 로고
    • Merci retriever
    • (2004) Merci retriever. Clin Privil White Pap: 1-8.
    • (2004) Clin Privil White Pap , pp. 1-8
  • 20
    • 33747434126 scopus 로고    scopus 로고
    • Safety of mechanical thrombectomy and intravenous tissue plasminogen activator in acute ischemic stroke. Results of the multi Mechanical Embolus Removal in Cerebral Ischemia (MERCI) trial, part I
    • Smith WS (2006) Safety of mechanical thrombectomy and intravenous tissue plasminogen activator in acute ischemic stroke. Results of the multi Mechanical Embolus Removal in Cerebral Ischemia (MERCI) trial, part I. AJNR Am J Neuroradiol 27: 1177-1182.
    • (2006) AJNR Am J Neuroradiol , vol.27 , pp. 1177-1182
    • Smith, W.S.1
  • 22
    • 68249091754 scopus 로고    scopus 로고
    • The penumbra pivotal stroke trial: Safety and effectiveness of a new generation of mechanical devices for clot removal in intracranial large vessel occlusive disease
    • (2009) The penumbra pivotal stroke trial: safety and effectiveness of a new generation of mechanical devices for clot removal in intracranial large vessel occlusive disease. Stroke 40: 2761-2768.
    • (2009) Stroke , vol.40 , pp. 2761-2768
  • 24
    • 84867072741 scopus 로고    scopus 로고
    • Solitaire flow restoration device versus the Merci Retriever in patients with acute ischaemic stroke (SWIFT): A randomised, parallel-group, non-inferiority trial
    • Saver JL, Jahan R, Levy EI, Jovin TG, Baxter B, et al. (2012) Solitaire flow restoration device versus the Merci Retriever in patients with acute ischaemic stroke (SWIFT): a randomised, parallel-group, non-inferiority trial. Lancet 380: 1241-1249.
    • (2012) Lancet , vol.380 , pp. 1241-1249
    • Saver, J.L.1    Jahan, R.2    Levy, E.I.3    Jovin, T.G.4    Baxter, B.5
  • 25
    • 84863109493 scopus 로고    scopus 로고
    • Endovascular treatment of acute intracerebral artery occlusions with the solitaire stent: Single-centre experience with 108 recanalization procedures
    • Dorn F, Stehle S, Lockau H, Zimmer C, Liebig T (2012) Endovascular treatment of acute intracerebral artery occlusions with the solitaire stent: single-centre experience with 108 recanalization procedures. Cerebrovasc Dis 34: 70-77.
    • (2012) Cerebrovasc Dis , vol.34 , pp. 70-77
    • Dorn, F.1    Stehle, S.2    Lockau, H.3    Zimmer, C.4    Liebig, T.5
  • 26
    • 80052007152 scopus 로고    scopus 로고
    • Stent placement for flow restoration in acute ischemic stroke: A single-center experience with the Solitaire stent system
    • Stampfl S, Hartmann M, Ringleb PA, Haehnel S, Bendszus M, et al. (2011) Stent placement for flow restoration in acute ischemic stroke: a single-center experience with the Solitaire stent system. AJNR Am J Neuroradiol 32: 1245-1248.
    • (2011) AJNR Am J Neuroradiol , vol.32 , pp. 1245-1248
    • Stampfl, S.1    Hartmann, M.2    Ringleb, P.A.3    Haehnel, S.4    Bendszus, M.5
  • 28
    • 77950802790 scopus 로고    scopus 로고
    • Penumbra system: A novel mechanical thrombectomy device for large-vessel occlusions in acute stroke
    • Kulcsar Z, Bonvin C, Pereira VM, Altrichter S, Yilmaz H, et al. (2010) Penumbra system: a novel mechanical thrombectomy device for large-vessel occlusions in acute stroke. AJNR Am J Neuroradiol 31: 628-633.
    • (2010) AJNR Am J Neuroradiol , vol.31 , pp. 628-633
    • Kulcsar, Z.1    Bonvin, C.2    Pereira, V.M.3    Altrichter, S.4    Yilmaz, H.5
  • 29
    • 83755168122 scopus 로고    scopus 로고
    • Mechanical thrombectomy for acute ischemic stroke using the MERCI retriever and penumbra aspiration systems
    • Tenser MS, Amar AP, Mack WJ (2011) Mechanical thrombectomy for acute ischemic stroke using the MERCI retriever and penumbra aspiration systems. World Neurosurg 76: S16-23.
    • (2011) World Neurosurg , vol.76
    • Tenser, M.S.1    Amar, A.P.2    Mack, W.J.3
  • 32
    • 84855188926 scopus 로고    scopus 로고
    • Recanalization with stent-based mechanical thrombectomy in anterior circulation major ischemic stroke
    • Cohen JE, Gomori JM, Leker RR, Moscovici S, Ramirez-Denoriega F, et al. (2012) Recanalization with stent-based mechanical thrombectomy in anterior circulation major ischemic stroke. J Clin Neurosci 19: 39-43.
    • (2012) J Clin Neurosci , vol.19 , pp. 39-43
    • Cohen, J.E.1    Gomori, J.M.2    Leker, R.R.3    Moscovici, S.4    Ramirez-Denoriega, F.5
  • 34
    • 84879076054 scopus 로고    scopus 로고
    • Endovascular treatment for acute ischemic stroke
    • Ciccone A, Valvassori L (2013) Endovascular treatment for acute ischemic stroke. N Engl J Med 368: 2433-2434.
    • (2013) N Engl J Med , vol.368 , pp. 2433-2434
    • Ciccone, A.1    Valvassori, L.2
  • 35
    • 79955750550 scopus 로고    scopus 로고
    • SYNTHESIS expansion: Design of a nonprofit, pragmatic, randomized, controlled trial on the best fast-track endovascular treatment vs. Standard intravenous alteplase for acute ischemic stroke
    • Ciccone A, Valvassori L, Nichelatti M (2011) SYNTHESIS expansion: design of a nonprofit, pragmatic, randomized, controlled trial on the best fast-track endovascular treatment vs. standard intravenous alteplase for acute ischemic stroke. Int J Stroke 6: 259-265.
    • (2011) Int J Stroke , vol.6 , pp. 259-265
    • Ciccone, A.1    Valvassori, L.2    Nichelatti, M.3
  • 37
    • 84874751053 scopus 로고    scopus 로고
    • A trial of imaging selection and endovascular treatment for ischemic stroke
    • Kidwell CS, Jahan R, Gornbein J, Alger JR, Nenov V, et al. (2013) A trial of imaging selection and endovascular treatment for ischemic stroke. N Engl J Med 368: 914-923.
    • (2013) N Engl J Med , vol.368 , pp. 914-923
    • Kidwell, C.S.1    Jahan, R.2    Gornbein, J.3    Alger, J.R.4    Nenov, V.5
  • 38
    • 79958282061 scopus 로고    scopus 로고
    • The importance of size: Successful recanalization by intravenous thrombolysis in acute anterior stroke depends on thrombus length
    • Riedel CH, Zimmermann P, Jensen-Kondering U, Stingele R, Deuschl G, et al. (2011) The importance of size: successful recanalization by intravenous thrombolysis in acute anterior stroke depends on thrombus length. Stroke 42: 1775-1777.
    • (2011) Stroke , vol.42 , pp. 1775-1777
    • Riedel, C.H.1    Zimmermann, P.2    Jensen-Kondering, U.3    Stingele, R.4    Deuschl, G.5
  • 41
    • 0032858177 scopus 로고    scopus 로고
    • Factors affecting survival rates for acute vertebrobasilar artery occlusions treated with intra-arterial thrombolytic therapy: A meta-analytical approach
    • discussion 545-538
    • Levy EI, Firlik AD, Wisniewski S, Rubin G, Jungreis CA, et al. (1999) Factors affecting survival rates for acute vertebrobasilar artery occlusions treated with intra-arterial thrombolytic therapy: a meta-analytical approach. Neurosurgery 45: 539-545; discussion 545-538.
    • (1999) Neurosurgery , vol.45 , pp. 539-545
    • Levy, E.I.1    Firlik, A.D.2    Wisniewski, S.3    Rubin, G.4    Jungreis, C.A.5
  • 42
    • 67650073225 scopus 로고    scopus 로고
    • Treatment and outcomes of acute basilar artery occlusion in the Basilar Artery International Cooperation Study (BASICS): A prospective registry study
    • Schonewille WJ, Wijman CA, Michel P, Rueckert CM, Weimar C, et al. (2009) Treatment and outcomes of acute basilar artery occlusion in the Basilar Artery International Cooperation Study (BASICS): a prospective registry study. Lancet Neurol 8: 724-730.
    • (2009) Lancet Neurol , vol.8 , pp. 724-730
    • Schonewille, W.J.1    Wijman, C.A.2    Michel, P.3    Rueckert, C.M.4    Weimar, C.5
  • 43
    • 33645066919 scopus 로고    scopus 로고
    • Therapy of basilar artery occlusion: A systematic analysis comparing intra-arterial and intravenous thrombolysis
    • DOI 10.1161/01.STR.0000202582.29510.6b, PII 0000767020060300000046
    • Lindsberg PJ, Mattle HP (2006) Therapy of basilar artery occlusion: a systematic analysis comparing intra-arterial and intravenous thrombolysis. Stroke 37: 922-928. (Pubitemid 43731936)
    • (2006) Stroke , vol.37 , Issue.3 , pp. 922-928
    • Lindsberg, P.J.1    Mattle, H.P.2
  • 44
    • 33846588999 scopus 로고    scopus 로고
    • Intra-arterial thrombolytic therapy for acute basilar occlusion: Pro
    • Smith WS (2007) Intra-arterial thrombolytic therapy for acute basilar occlusion: pro. Stroke 38: 701-703.
    • (2007) Stroke , vol.38 , pp. 701-703
    • Smith, W.S.1
  • 45
    • 65949095890 scopus 로고    scopus 로고
    • Endovascular approaches to acute stroke, part 2: A comprehensive review of studies and trials
    • Nogueira RG, Yoo AJ, Buonanno FS, Hirsch JA (2009) Endovascular approaches to acute stroke, part 2: a comprehensive review of studies and trials. AJNR Am J Neuroradiol 30: 859-875.
    • (2009) AJNR Am J Neuroradiol , vol.30 , pp. 859-875
    • Nogueira, R.G.1    Yoo, A.J.2    Buonanno, F.S.3    Hirsch, J.A.4
  • 46
    • 84878392939 scopus 로고    scopus 로고
    • The Massachusetts General Hospital acute stroke imaging algorithm: An experience and evidence based approach
    • Gonzalez RG, Copen WA, Schaefer PW, Lev MH, Pomerantz SR, et al. (2013) The Massachusetts General Hospital acute stroke imaging algorithm: an experience and evidence based approach. J Neurointerv Surg 5 Suppl 1: i7-12.
    • (2013) J Neurointerv Surg , vol.5 , Issue.SUPPL. 1
    • Gonzalez, R.G.1    Copen, W.A.2    Schaefer, P.W.3    Lev, M.H.4    Pomerantz, S.R.5
  • 47
    • 84876231902 scopus 로고    scopus 로고
    • Guidelines for the early management of patients with acute ischemic stroke: A guideline for healthcare professionals from the American Heart Association/American Stroke Association
    • Jauch EC, Saver JL, Adams HP Jr, Bruno A, Connors JJ, et al. (2013) Guidelines for the early management of patients with acute ischemic stroke: a guideline for healthcare professionals from the American Heart Association/American Stroke Association. Stroke 44: 870-947.
    • (2013) Stroke , vol.44 , pp. 870-947
    • Jauch, E.C.1    Saver, J.L.2    Adams Jr., H.P.3    Bruno, A.4    Connors, J.J.5
  • 53
    • 84880326646 scopus 로고    scopus 로고
    • Early identification of potentially salvageable tissue with MRI-based predictive algorithms after experimental ischemic stroke
    • Bouts MJ, Tiebosch IA, van der Toorn A, Viergever MA, Wu O, et al. (2013) Early identification of potentially salvageable tissue with MRI-based predictive algorithms after experimental ischemic stroke. J Cereb Blood Flow Metab 33: 1075-1082.
    • (2013) J Cereb Blood Flow Metab , vol.33 , pp. 1075-1082
    • Bouts, M.J.1    Tiebosch, I.A.2    Van Der Toorn, A.3    Viergever, M.A.4    Wu, O.5
  • 54
    • 0037167558 scopus 로고    scopus 로고
    • Arterial reocclusion in stroke patients treated with intravenous tissue plasminogen activator
    • Alexandrov AV, Grotta JC (2002) Arterial reocclusion in stroke patients treated with intravenous tissue plasminogen activator. Neurology 59: 862-867.
    • (2002) Neurology , vol.59 , pp. 862-867
    • Alexandrov, A.V.1    Grotta, J.C.2
  • 55
    • 0034745236 scopus 로고    scopus 로고
    • Clinical deterioration following improvement in the NINDS rt-PA Stroke Trial
    • Grotta JC, Welch KM, Fagan SC, Lu M, Frankel MR, et al. (2001) Clinical deterioration following improvement in the NINDS rt-PA Stroke Trial. Stroke 32: 661-668.
    • (2001) Stroke , vol.32 , pp. 661-668
    • Grotta, J.C.1    Welch, K.M.2    Fagan, S.C.3    Lu, M.4    Frankel, M.R.5
  • 56
    • 0343118114 scopus 로고    scopus 로고
    • Intracerebral hemorrhage after intravenous t-PA therapy for ischemic stroke. The NINDS t-PA Stroke Study Group
    • (1997) Intracerebral hemorrhage after intravenous t-PA therapy for ischemic stroke. The NINDS t-PA Stroke Study Group. Stroke 28: 2109-2118.
    • (1997) Stroke , vol.28 , pp. 2109-2118
  • 57
    • 84878380500 scopus 로고    scopus 로고
    • Preintervention cerebral blood volume predicts outcomes in patients undergoing endovascular therapy for acute ischemic stroke
    • Rai AT, Raghuram K, Carpenter JS, Domico J, Hobbs G (2013) Preintervention cerebral blood volume predicts outcomes in patients undergoing endovascular therapy for acute ischemic stroke. J Neurointerv Surg 5 Suppl 1: i25-32.
    • (2013) J Neurointerv Surg , vol.5 , Issue.SUPPL. 1
    • Rai, A.T.1    Raghuram, K.2    Carpenter, J.S.3    Domico, J.4    Hobbs, G.5
  • 58
    • 78149308756 scopus 로고    scopus 로고
    • Stent-assisted mechanical recanalization for treatment of acute intracerebral artery occlusions
    • Roth C, Papanagiotou P, Behnke S, Walter S, Haass A, et al. (2010) Stent-assisted mechanical recanalization for treatment of acute intracerebral artery occlusions. Stroke 41: 2559-2567.
    • (2010) Stroke , vol.41 , pp. 2559-2567
    • Roth, C.1    Papanagiotou, P.2    Behnke, S.3    Walter, S.4    Haass, A.5


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