Fabien Scalzo

Title(s)Assistant Adjunct Professor, Neurology
SchoolMedicine
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    1. Heterogeneity between proximal and distal aspects of occlusive thrombi on pretreatment imaging in acute ischemic stroke. Neuroradiol J. 2021 Oct 05; 19714009211049713. Hashimoto T, Kunieda T, Honda T, Scalzo F, Sharma LK, Hinman JD, Rao NM, Nour M, Bahr-Hosseini M, Saver JL, Raychev R, Liebeskind DS. PMID: 34609921.
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    2. Integrative Machine Learning Prediction of Prostate Biopsy Results From Negative Multiparametric MRI. J Magn Reson Imaging. 2021 Jun 23. Zheng H, Miao Q, Liu Y, Raman SS, Scalzo F, Sung K. PMID: 34160114.
      View in: PubMed   Mentions:    Fields:    
    3. Deep Learning for Hemorrhagic Lesion Detection and Segmentation on Brain CT Images. IEEE J Biomed Health Inform. 2021 05; 25(5):1646-1659. Li L, Wei M, Liu B, Atchaneeyasakul K, Zhou F, Pan Z, Kumar SA, Zhang JY, Pu Y, Liebeskind DS, Scalzo F. PMID: 33001810.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    4. Intracranial atherosclerotic disease mechanistic subtypes drive hypoperfusion patterns. J Neuroimaging. 2021 07; 31(4):686-690. Kim SJ, Morales JM, Yaghi S, Honda T, Scalzo F, Hinman JD, Raychev R, Sharma LK, Feldmann E, Romano JG, Prabhakaran S, Liebeskind DS. PMID: 33930227.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    5. Intra-domain task-adaptive transfer learning to determine acute ischemic stroke onset time. Comput Med Imaging Graph. 2021 06; 90:101926. Zhang H, Polson JS, Nael K, Salamon N, Yoo B, El-Saden S, Scalzo F, Speier W, Arnold CW. PMID: 33934065.
      View in: PubMed   Mentions:    Fields:    
    6. Editorial: Machine Learning and Decision Support in Stroke. Front Neurol. 2020; 11:486. Liebeskind DS, Scalzo F. PMID: 32547484.
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    7. Toward automated classification of pathological transcranial Doppler waveform morphology via spectral clustering. PLoS One. 2020; 15(2):e0228642. Thorpe SG, Thibeault CM, Canac N, Jalaleddini K, Dorn A, Wilk SJ, Devlin T, Scalzo F, Hamilton RB. PMID: 32027714.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    8. Deep Learning Detection of Penumbral Tissue on Arterial Spin Labeling in Stroke. Stroke. 2020 02; 51(2):489-497. Wang K, Shou Q, Ma SJ, Liebeskind D, Qiao XJ, Saver J, Salamon N, Kim H, Yu Y, Xie Y, Zaharchuk G, Scalzo F, Wang DJJ. PMID: 31884904.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    9. Algorithm for Reliable Detection of Pulse Onsets in Cerebral Blood Flow Velocity Signals. Front Neurol. 2019; 10:1072. Canac N, Ranjbaran M, O'Brien MJ, Asgari S, Scalzo F, Thorpe SG, Jalaleddini K, Thibeault CM, Wilk SJ, Hamilton RB. PMID: 31681147.
      View in: PubMed   Mentions:
    10. Prognostic value of subclinical thyroid dysfunction in ischemic stroke patients treated with intravenous thrombolysis. Aging (Albany NY). 2019 09 03; 11(17):6839-6850. Zhang X, Gong P, Sheng L, Lin Y, Fan Q, Zhang Y, Bao Y, Li S, Du H, Chen Z, Ding C, Wang H, Xu P, Zhang M, Scalzo F, Liebeskind DS, Xie Y, Liu D. PMID: 31479421.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    11. Identification of Pulse Onset on Cerebral Blood Flow Velocity Waveforms: A Comparative Study. Biomed Res Int. 2019; 2019:3252178. Asgari S, Canac N, Hamilton R, Scalzo F. PMID: 31355255.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    12. Objective Assessment of Beat Quality in Transcranial Doppler Measurement of Blood Flow Velocity in Cerebral Arteries. IEEE Trans Biomed Eng. 2020 03; 67(3):883-892. Jalaleddini K, Canac N, Thorpe SG, O'Brien MJ, Ranjbaran M, Delay B, Dorn AY, Scalzo F, Thibeault CM, Wilk SJ, Hamilton RB. PMID: 31217091.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    13. Pattern Recognition in Medical Decision Support. Biomed Res Int. 2019; 2019:6048748. Asgari S, Scalzo F, Kasprowicz M. PMID: 31312659.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    14. Deep learning and radiomics: the utility of Google TensorFlow™ Inception in classifying clear cell renal cell carcinoma and oncocytoma on multiphasic CT. Abdom Radiol (NY). 2019 06; 44(6):2009-2020. Coy H, Hsieh K, Wu W, Nagarajan MB, Young JR, Douek ML, Brown MS, Scalzo F, Raman SS. PMID: 30778739.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    15. Deep transfer learning-based prostate cancer classification using 3 Tesla multi-parametric MRI. Abdom Radiol (NY). 2019 06; 44(6):2030-2039. Zhong X, Cao R, Shakeri S, Scalzo F, Lee Y, Enzmann DR, Wu HH, Raman SS, Sung K. PMID: 30460529.
      View in: PubMed   Mentions: 10     Fields:    Translation:Humans
    16. Predictive analytics and machine learning in stroke and neurovascular medicine. Neurol Res. 2019 Aug; 41(8):681-690. Saber H, Somai M, Rajah GB, Scalzo F, Liebeskind DS. PMID: 31038007.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    17. Hemodynamics and stroke risk in intracranial atherosclerotic disease. Ann Neurol. 2019 05; 85(5):752-764. Leng X, Lan L, Ip HL, Abrigo J, Scalzo F, Liu H, Feng X, Chan KL, Fan FSY, Ma SH, Fang H, Xu Y, Li J, Zhang B, Xu Y, Soo YOY, Mok VCT, Yu SCH, Liebeskind DS, Wong KS, Leung TW. PMID: 30840312.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    18. Opposing CSF hydrodynamic trends found in the cerebral aqueduct and prepontine cistern following shunt treatment in patients with normal pressure hydrocephalus. Fluids Barriers CNS. 2019 Jan 22; 16(1):2. Hamilton RB, Scalzo F, Baldwin K, Dorn A, Vespa P, Hu X, Bergsneider M. PMID: 30665428.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    19. miR-27a-3p protects against blood-brain barrier disruption and brain injury after intracerebral hemorrhage by targeting endothelial aquaporin-11. J Biol Chem. 2018 12 28; 293(52):20041-20050. Xi T, Jin F, Zhu Y, Wang J, Tang L, Wang Y, Liebeskind DS, Scalzo F, He Z. PMID: 30337368.
      View in: PubMed   Mentions: 19     Fields:    Translation:HumansAnimalsCells
    20. Association of anemia and hemoglobin decrease during acute stroke treatment with infarct growth and clinical outcome. PLoS One. 2018; 13(9):e0203535. Bellwald S, Balasubramaniam R, Nagler M, Burri MS, Fischer SDA, Hakim A, Dobrocky T, Yu Y, Scalzo F, Heldner MR, Wiest R, Mono ML, Sarikya H, El-Koussy M, Mordasini P, Fischer U, Schroth G, Gralla J, Mattle HP, Arnold M, Liebeskind D, Jung S. PMID: 30256814.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    21. A Machine Learning Approach to Perfusion Imaging With Dynamic Susceptibility Contrast MR. Front Neurol. 2018; 9:717. McKinley R, Hung F, Wiest R, Liebeskind DS, Scalzo F. PMID: 30233482.
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    22. Validation of collateral scoring on flat-detector multiphase CT angiography in patients with acute ischemic stroke. PLoS One. 2018; 13(8):e0202592. Maier IL, Scalzo F, Leyhe JR, Schregel K, Behme D, Tsogkas I, Psychogios MN, Liebeskind DS. PMID: 30142167.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    23. A Cross-Sectional Study on Cerebral Hemodynamics After Mild Traumatic Brain Injury in a Pediatric Population. Front Neurol. 2018; 9:200. Thibeault CM, Thorpe S, O'Brien MJ, Canac N, Ranjbaran M, Patanam I, Sarraf A, LeVangie J, Scalzo F, Wilk SJ, Diaz-Arrastia R, Hamilton RB. PMID: 29674994.
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    24. Quantitative measures of EEG for prediction of outcome in cardiac arrest subjects treated with hypothermia: a literature review. J Clin Monit Comput. 2018 Dec; 32(6):977-992. Asgari S, Moshirvaziri H, Scalzo F, Ramezan-Arab N. PMID: 29480385.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    25. Performance Comparison of Knowledge-Based Dose Prediction Techniques Based on Limited Patient Data. Technol Cancer Res Treat. 2018 01 01; 17:1533033818811150. Landers A, Neph R, Scalzo F, Ruan D, Sheng K. PMID: 30411666.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    26. Prediction of Hemorrhagic Transformation Severity in Acute Stroke From Source Perfusion MRI. IEEE Trans Biomed Eng. 2018 09; 65(9):2058-2065. Yu Y, Guo D, Lou M, Liebeskind D, Scalzo F. PMID: 29989941.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    27. Detection of Intracranial Hypertension using Deep Learning. Proc IAPR Int Conf Pattern Recogn. 2016 Dec; 2016:2491-2496. Quachtran B, Hamilton R, Scalzo F. PMID: 28936494.
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    28. ASPECTS-based reperfusion status on arterial spin labeling is associated with clinical outcome in acute ischemic stroke patients. J Cereb Blood Flow Metab. 2018 03; 38(3):382-392. Yu S, Ma SJ, Liebeskind DS, Yu D, Li N, Qiao XJ, Shao X, Yan L, Yoo B, Scalzo F, Hinman JD, Sharma LK, Rao N, Jahan R, Tateshima S, Duckwiler GR, Saver JL, Salamon N, Wang DJ. PMID: 28266894.
      View in: PubMed   Mentions: 11     Fields:    Translation:Humans
    29. Multi-delay ASL can identify leptomeningeal collateral perfusion in endovascular therapy of ischemic stroke. Oncotarget. 2017 Jan 10; 8(2):2437-2443. Lou X, Yu S, Scalzo F, Starkman S, Ali LK, Kim D, Rao NM, Hinman JD, Vespa PM, Jahan R, Tateshima S, Gonzalez NR, Duckwiler GR, Saver JL, Yoo B, Salamon N, Lyu J, Ma L, Wang DJ, Liebeskind DS. PMID: 27974692.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    30. Similarity Metric Learning for 2D to 3D Registration of Brain Vasculature. Adv Vis Comput. 2016 Dec; 10072:3-12. Tang A, Scalzo F. PMID: 30656290.
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    31. Fluid-Attenuated Inversion Recovery Vascular Hyperintensity Topography, Novel Imaging Marker for Revascularization in Middle Cerebral Artery Occlusion. Stroke. 2016 11; 47(11):2763-2769. Liu D, Scalzo F, Rao NM, Hinman JD, Kim D, Ali LK, Saver JL, Sun W, Dai Q, Liu X, Liebeskind DS. PMID: 27659851.
      View in: PubMed   Mentions: 15     Fields:    Translation:Humans
    32. Perfusion Angiography in Acute Ischemic Stroke. Comput Math Methods Med. 2016; 2016:2478324. Scalzo F, Liebeskind DS. PMID: 27446232.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    33. Noise reduction in intracranial pressure signal using causal shape manifolds. Biomed Signal Process Control. 2016 Jul; 28:19-26. Rajagopal A, Hamilton RB, Scalzo F. PMID: 28936230.
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    34. Multimodal CT techniques for cerebrovascular and hemodynamic evaluation of ischemic stroke: occlusion, collaterals, and perfusion. Expert Rev Neurother. 2016 05; 16(5):515-25. Jia B, Scalzo F, Agbayani E, Woolf GW, Liu L, Miao Z, Liebeskind DS. PMID: 26967556.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    35. Deep Learning of Tissue Fate Features in Acute Ischemic Stroke. Proceedings (IEEE Int Conf Bioinformatics Biomed). 2015 Nov; 2015:1316-1321. Stier N, Vincent N, Liebeskind D, Scalzo F. PMID: 28919983.
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    36. Detection of Hyperperfusion on Arterial Spin Labeling using Deep Learning. Proceedings (IEEE Int Conf Bioinformatics Biomed). 2015 Nov; 2015:1322-1327. Vincent N, Stier N, Yu S, Liebeskind DS, Wang DJ, Scalzo F. PMID: 28936367.
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    37. Early Magnetic Resonance Imaging Predicts Early Neurological Deterioration in Acute Middle Cerebral Artery Minor Stroke. J Stroke Cerebrovasc Dis. 2016 Feb; 25(2):469-74. Liu D, Sun W, Scalzo F, Xiong Y, Zhang X, Qiu Z, Zhu W, Ma M, Liu W, Xu G, Lu G, Liebeskind DS, Liu X. PMID: 26654665.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    38. Hemodynamic Impact of Systolic Blood Pressure and Hematocrit Calculated by Computational Fluid Dynamics in Patients with Intracranial Atherosclerosis. J Neuroimaging. 2016 05; 26(3):331-8. Nam HS, Scalzo F, Leng X, Ip HL, Lee HS, Fan F, Chen X, Soo Y, Miao Z, Liu L, Feldmann E, Leung T, Wong KS, Liebeskind DS. PMID: 26598796.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    39. DWI Lesion Patterns Predict Outcome in Stroke Patients with Thrombolysis. Cerebrovasc Dis. 2015; 40(5-6):279-285. Liu D, Scalzo F, Starkman S, Rao NM, Hinman JD, Kim D, Ali LK, Saver JL, Noorian AR, Ng K, Liang C, Sheth SA, Yoo B, Liu X, Liebeskind DS, UCLA-Jinling Neurovascular Imaging Research Collaborators . PMID: 26513397.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    40. Postischemic hyperperfusion on arterial spin labeled perfusion MRI is linked to hemorrhagic transformation in stroke. J Cereb Blood Flow Metab. 2015 Mar 31; 35(4):630-7. Yu S, Liebeskind DS, Dua S, Wilhalme H, Elashoff D, Qiao XJ, Alger JR, Sanossian N, Starkman S, Ali LK, Scalzo F, Lou X, Yoo B, Saver JL, Salamon N, Wang DJ, UCLA Stroke Investigators . PMID: 25564233.
      View in: PubMed   Mentions: 26     Fields:    Translation:Humans
    41. Data science of stroke imaging and enlightenment of the penumbra. Front Neurol. 2015; 6:8. Scalzo F, Nour M, Liebeskind DS. PMID: 25798125.
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    42. Ensemble of sparse classifiers for high-dimensional biological data. Int J Data Min Bioinform. 2015; 12(2):167-83. Kim S, Scalzo F, Telesca D, Hu X. PMID: 26510301.
      View in: PubMed   Mentions: 1     Fields:    Translation:HumansAnimals
    43. Computational fluid dynamics modeling of symptomatic intracranial atherosclerosis may predict risk of stroke recurrence. PLoS One. 2014; 9(5):e97531. Leng X, Scalzo F, Ip HL, Johnson M, Fong AK, Fan FS, Chen X, Soo YO, Miao Z, Liu L, Feldmann E, Leung TW, Liebeskind DS, Wong KS. PMID: 24818753.
      View in: PubMed   Mentions: 16     Fields:    Translation:Humans
    44. Noninvasive fractional flow on MRA predicts stroke risk of intracranial stenosis. J Neuroimaging. 2015 Jan-Feb; 25(1):87-91. Liebeskind DS, Kosinski AS, Lynn MJ, Scalzo F, Fong AK, Fariborz P, Chimowitz MI, Feldmann E. PMID: 24593693.
      View in: PubMed   Mentions: 21     Fields:    Translation:HumansCTClinical Trials
    45. Pediatric heart sound segmentation using hidden Markov model. Annu Int Conf IEEE Eng Med Biol Soc. 2014; 2014:5490-3. Sedighian P, Subudhi AW, Scalzo F, Asgari S. PMID: 25571237.
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    46. Ischemia-reperfusion injury in stroke. Interv Neurol. 2013 Sep; 1(3-4):185-99. Nour M, Scalzo F, Liebeskind DS. PMID: 25187778.
      View in: PubMed   Mentions:
    47. Multi-center prediction of hemorrhagic transformation in acute ischemic stroke using permeability imaging features. Magn Reson Imaging. 2013 Jul; 31(6):961-9. Scalzo F, Alger JR, Hu X, Saver JL, Dani KA, Muir KW, Demchuk AM, Coutts SB, Luby M, Warach S, Liebeskind DS, STIR/VISTA Imaging Investigators . PMID: 23587928.
      View in: PubMed   Mentions: 15     Fields:    Translation:Humans
    48. Semi-supervised detection of intracranial pressure alarms using waveform dynamics. Physiol Meas. 2013 Apr; 34(4):465-78. Scalzo F, Hu X. PMID: 23524637.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    49. Reducing false intracranial pressure alarms using morphological waveform features. IEEE Trans Biomed Eng. 2013 Jan; 60(1):235-9. Scalzo F, Liebeskind D, Hu X. PMID: 22851230.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    50. Regional prediction of tissue fate in acute ischemic stroke. Ann Biomed Eng. 2012 Oct; 40(10):2177-87. Scalzo F, Hao Q, Alger JR, Hu X, Liebeskind DS. PMID: 22592291.
      View in: PubMed   Mentions: 17     Fields:    Translation:HumansCTClinical Trials
    51. Intracranial hypertension prediction using extremely randomized decision trees. Med Eng Phys. 2012 Oct; 34(8):1058-65. Scalzo F, Hamilton R, Asgari S, Kim S, Hu X. PMID: 22401795.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    52. Intracranial pressure signal morphology: real-time tracking. IEEE Pulse. 2012 Mar; 3(2):49-52. Scalzo F, Bergsneider M, Vespa PM, Martin NA, Hu X. PMID: 22481746.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    53. Bayesian tracking of intracranial pressure signal morphology. Artif Intell Med. 2012 Feb; 54(2):115-23. Scalzo F, Asgari S, Kim S, Bergsneider M, Hu X. PMID: 21968205.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    54. Noninvasive intracranial pressure assessment based on a data-mining approach using a nonlinear mapping function. IEEE Trans Biomed Eng. 2012 Mar; 59(3):619-26. Kim S, Scalzo F, Bergsneider M, Vespa P, Martin N, Hu X. PMID: 21097375.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    55. Robust peak recognition in intracranial pressure signals. Biomed Eng Online. 2010 Oct 19; 9:61. Hanna RF, Ward TJ, Chow DS, Lagana SM, Moreira RK, Emond JC, Weintraub JL, Prince MR, Scalzo F, Asgari S, Kim S, Bergsneider M, Hu X. PMID: 20959014.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    56. Intracranial pressure pulse morphological features improved detection of decreased cerebral blood flow. Physiol Meas. 2010 May; 31(5):679-95. Hu X, Glenn T, Scalzo F, Bergsneider M, Sarkiss C, Martin N, Vespa P. PMID: 20348611.
      View in: PubMed   Mentions: 21     Fields:    Translation:Humans
    57. Regression analysis for peak designation in pulsatile pressure signals. Med Biol Eng Comput. 2009 Sep; 47(9):967-77. Scalzo F, Xu P, Asgari S, Bergsneider M, Hu X. PMID: 19578916.
      View in: PubMed   Mentions: 15     Fields:    Translation:Humans
    58. Morphological clustering and analysis of continuous intracranial pressure. IEEE Trans Biomed Eng. 2009 Mar; 56(3):696-705. Hu X, Xu P, Scalzo F, Vespa P, Bergsneider M. PMID: 19272879.
      View in: PubMed   Mentions: 42     Fields:    Translation:Humans
    59. Wavelet entropy characterization of elevated intracranial pressure. Annu Int Conf IEEE Eng Med Biol Soc. 2008; 2008:2924-7. Xu P, Scalzo F, Bergsneider M, Vespa P, Chad M, Hu X. PMID: 19163318.
      View in: PubMed   Mentions:
    60. Nonlinear regression for sub-peak detection of intracranial pressure signals. Annu Int Conf IEEE Eng Med Biol Soc. 2008; 2008:5411-4. Scalzo F, Xu P, Bergsneider M, Hu X. PMID: 19163941.
      View in: PubMed   Mentions:
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