Luke Macyszyn

Title(s)Associate Professor-in-Residence, Neurosurgery
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    Other Positions
    Title(s)Associate Professor-in-Residence, Orthopaedic Surgery

    Title(s)Associate Professor-in-Residence, Radiation Oncology

    Collapse Research 
    Collapse Research Activities and Funding
    Developing Database and Software infrastructure for Quantitative Radiologic Analysis of Lumbar Radiculopathy
    NIH R21EB026665Jun 1, 2019 - Mar 31, 2021
    Role: Principal Investigator

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    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Researchers can login to make corrections and additions, or contact us for help. to make corrections and additions.
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    Altmetrics Details PMC Citations indicate the number of times the publication was cited by articles in PubMed Central, and the Altmetric score represents citations in news articles and social media. (Note that publications are often cited in additional ways that are not shown here.) Fields are based on how the National Library of Medicine (NLM) classifies the publication's journal and might not represent the specific topic of the publication. Translation tags are based on the publication type and the MeSH terms NLM assigns to the publication. Some publications (especially newer ones and publications not in PubMed) might not yet be assigned Field or Translation tags.) Click a Field or Translation tag to filter the publications.
    1. Imaging Biomarker Development for Lower Back Pain Using Machine Learning: How Image Analysis Can Help Back Pain. Methods Mol Biol. 2022; 2393:623-640. Gaonkar B, Cook K, Yoo B, Salehi B, Macyszyn L. PMID: 34837203.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    2. High-Dose Rate Interstitial Spine Brachytherapy Using an Intraoperative Mobile Computed Tomography-Guided Surgical Navigation System. Oper Neurosurg (Hagerstown). 2021 11 15; 21(6):507-515. Medina R, Macyszyn L, Lim AS, Attiah M, Kafka-Peterson K, Kaprelian T, Hegde JV, Venkat P, Lee A, Park SJ, Chang AJ. PMID: 34670276.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    3. Perioperative dual antiplatelet therapy for patients undergoing spine surgery soon after drug eluting stent placement. Surg Neurol Int. 2021; 12:302. Peeters SM, Nagasawa D, Gaonkar B, Niu T, Tucker A, Attiah M, Babayan D, Moreland N, Yang I, Press MC, Macyszyn L. PMID: 34345443; PMCID: PMC8326059.
      View in: PubMed   Mentions:
    4. Predicting Spinal Surgery Candidacy From Imaging Data Using Machine Learning. Neurosurgery. 2021 06 15; 89(1):116-121. Wilson B, Gaonkar B, Yoo B, Salehi B, Attiah M, Villaroman D, Ahn C, Edwards M, Laiwalla A, Ratnaparkhi A, Li I, Cook K, Beckett J, Macyszyn L. PMID: 33826737; PMCID: PMC8203423.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    5. Updated external validation of the SORG machine learning algorithms for prediction of ninety-day and one-year mortality after surgery for spinal metastasis. Spine J. 2021 10; 21(10):1679-1686. Shah AA, Karhade AV, Park HY, Sheppard WL, Macyszyn LJ, Everson RG, Shamie AN, Park DY, Schwab JH, Hornicek FJ. PMID: 33798728.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    6. Eigenrank by committee: Von-Neumann entropy based data subset selection and failure prediction for deep learning based medical image segmentation. Med Image Anal. 2021 01; 67:101834. Gaonkar B, Beckett J, Attiah M, Ahn C, Edwards M, Wilson B, Laiwalla A, Salehi B, Yoo B, Bui AAT, Macyszyn L. PMID: 33080506; PMCID: PMC7725920.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    7. Clinical and surgical management of holocervical spinal cord ependymomas. Surg Neurol Int. 2019; 10:223. Mckay K, Attiah M, Niu T, Nagasawa D, Patel K, Gaonkar B, Van de Wiele B, Moreland N, Tucker A, Churchman P, Batzdorf U, Macyszyn L. PMID: 31819817; PMCID: PMC6884946.
      View in: PubMed   Mentions:
    8. United States Medical Licensing Examination step 2 scores do not predict American Board of Neurological Surgery scores: A single-institution experience. J Neurol Sci. 2020 Jan 15; 408:116556. Udawatta M, Preet K, Lagman C, French AM, Bruton C, Bergsneider M, Chung L, Romiyo P, Macyszyn L, Yang I. PMID: 31831144.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    9. Comparison of Clinical Outcomes Stratified by Target Delineation for Patients Undergoing Stereotactic Body Radiotherapy for Spinal Metastases. World Neurosurg. 2020 Apr; 136:e68-e74. Attiah M, Sandler K, Medina R, Gaonkar B, McArthur D, Farha G, Selch M, De Salles A, Tenn S, Agazaryan N, Lee P, Steinberg M, Lu D, Macyszyn L, Kaprealian T. PMID: 31733382.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    10. Natural history of the aging spine: a cross-sectional analysis of spinopelvic parameters in the asymptomatic population. J Neurosurg Spine. 2019 Sep 27; 1-6. Attiah M, Gaonkar B, Alkhalid Y, Villaroman D, Medina R, Ahn C, Niu T, Beckett J, Ames C, Macyszyn L. PMID: 31561232.
      View in: PubMed   Mentions: 6     Fields:    
    11. Quantitative Analysis of Spinal Canal Areas in the Lumbar Spine: An Imaging Informatics and Machine Learning Study. AJNR Am J Neuroradiol. 2019 09; 40(9):1586-1591. Gaonkar B, Villaroman D, Beckett J, Ahn C, Attiah M, Babayan D, Villablanca JP, Salamon N, Bui A, Macyszyn L. PMID: 31467240; PMCID: PMC7048444.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    12. Cangrelor Bridging Within 6 Months of a Drug-Eluting Stent in a Patient for Emergency Cervical Spine Surgery: A Case Report. A A Pract. 2019 Jul 15; 13(2):69-73. Hu TY, Peeters SM, Nagasawa DT, Kamdar NV, Brook RP, Sun J, Park S, Moreland NC, Cruz D, Macyszyn L, Press MC. PMID: 30864953.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    13. Quantitative Analysis of Neural Foramina in the Lumbar Spine: An Imaging Informatics and Machine Learning Study. Radiol Artif Intell. 2019 Mar; 1(2):180037. Gaonkar B, Beckett J, Villaroman D, Ahn C, Edwards M, Moran S, Attiah M, Babayan D, Ames C, Villablanca JP, Salamon N, Bui A, Macyszyn L. PMID: 33937788; PMCID: PMC8017393.
      View in: PubMed   Mentions: 4  
    14. Autonomous Trajectory Planning for External Ventricular Drain Placement. Oper Neurosurg (Hagerstown). 2018 10 01; 15(4):433-439. Beckett JS, Gaonkar B, Babayan D, Mathew J, McArthur D, Salamon N, Martin N, Yang I, Macyszyn L. PMID: 30239862.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    15. Cell Counting and Segmentation of Immunohistochemical Images in the Spinal Cord: Comparing Deep Learning and Traditional Approaches. Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul; 2018:842-845. Pham B, Gaonkar B, Whitehead W, Moran S, Dai Q, Macyszyn L, Edgerton VR. PMID: 30440523.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    16. ORCHESTRAL FULLY CONVOLUTIONAL NETWORKS FOR SMALL LESION SEGMENTATION IN BRAIN MRI. Proc IEEE Int Symp Biomed Imaging. 2018 Apr; 2018:889-892. Xu B, Chai Y, Galarza CM, Vu CQ, Tamrazi B, Gaonkar B, Macyszyn L, Coates TD, Lepore N, Wood JC. PMID: 30344893; PMCID: PMC6192017.
      View in: PubMed   Mentions: 4  
    17. Bayesian automated cortical segmentation for neonatal MRI. Proc SPIE Int Soc Opt Eng. 2017 Oct; 10572. Chou Z, Paquette N, Ganesh B, Wang Y, Ceschin R, Nelson MD, Macyszyn L, Gaonkar B, Panigrahy A, Lepore N. PMID: 31178619; PMCID: PMC6554200.
      View in: PubMed   Mentions:
    18. Multi-Parameter Ensemble Learning for Automated Vertebral Body Segmentation in Heterogeneously Acquired Clinical MR Images. IEEE J Transl Eng Health Med. 2017; 5:1800412. Gaonkar B, Xia Y, Villaroman DS, Ko A, Attiah M, Beckett JS, Macyszyn L. PMID: 29018631; PMCID: PMC5515511.
      View in: PubMed   Mentions: 7     Fields:    
    19. Isolated Transverse Process Fractures and Markers of Associated Injuries: The Experience at University of California, Los Angeles. World Neurosurg. 2017 Aug; 104:82-88. Bui TT, Nagasawa DT, Lagman C, Jacky Chen CH, Chung LK, Voth BL, Beckett JS, Tucker AM, Niu T, Gaonkar B, Yang I, Macyszyn L. PMID: 28461275.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    20. Amyloid-β-related angiitis: a report of 2 cases with unusual presentations. Hum Pathol. 2017 06; 64:191-197. Ng DW, Magaki S, Terashima KH, Keener AM, Salamon N, Karnezis S, Macyszyn L, Vinters HV. PMID: 28161339.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    21. Neurosurgery concepts: Key perspectives on imaging characteristics of spinal metastases, surgery for low back pain, anesthesia for disc surgery, and laminectomy versus laminectomy and fusion for lumbar spondylolisthesis. Surg Neurol Int. 2017; 8:9. Lagman C, Chung LK, Macyszyn L, Choy W, Smith ZA, Dahdaleh NS, Bohnen AM, Cho JM, Colen CB, Duckworth E, Germanwala AV, Kan P, Khalessi AA, Kim CY, Lam S, Li G, Lim M, Sherman JH, Wang VY, Zada G, Yang I. PMID: 28217388; PMCID: PMC5288991.
      View in: PubMed   Mentions:
    22. Isolated Transverse Process Fractures: A Systematic Analysis. World Neurosurg. 2017 Apr; 100:336-341. Nagasawa DT, Bui TT, Lagman C, Lee SJ, Chung LK, Niu T, Tucker A, Gaonkar B, Yang I, Macyszyn L. PMID: 28108423.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    23. United States Medical Licensing Examination Step 1 Scores Directly Correlate with American Board of Neurological Surgery Scores: A Single-Institution Experience. World Neurosurg. 2017 Feb; 98:427-431. Nagasawa DT, Beckett JS, Lagman C, Chung LK, Schmidt B, Safaee M, Bergsneider M, Martin N, Gaonkar B, Macyszyn L, Yang I. PMID: 27890766.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    24. Individualized Map of White Matter Pathways: Connectivity-Based Paradigm for Neurosurgical Planning. Neurosurgery. 2016 Oct; 79(4):568-77. Tunç B, Ingalhalikar M, Parker D, Lecoeur J, Singh N, Wolf RL, Macyszyn L, Brem S, Verma R. PMID: 26678299; PMCID: PMC4911597.
      View in: PubMed   Mentions: 12     Fields:    Translation:HumansCells
    25. Navigated odontoid screw placement using the O-arm: technical note and case series. J Neurosurg Spine. 2017 Jan; 26(1):10-18. Pisapia JM, Nayak NR, Salinas RD, Macyszyn L, Lee JY, Lucas TH, Malhotra NR, Isaac Chen H, Schuster JM. PMID: 27517526.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    26. Direct versus indirect revascularization procedures for moyamoya disease: a comparative effectiveness study. J Neurosurg. 2017 May; 126(5):1523-1529. Macyszyn L, Attiah M, Ma TS, Ali Z, Faught R, Hossain A, Man K, Patel H, Sobota R, Zager EL, Stein SC. PMID: 27471892.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    27. Imaging Surrogates of Infiltration Obtained Via Multiparametric Imaging Pattern Analysis Predict Subsequent Location of Recurrence of Glioblastoma. Neurosurgery. 2016 Apr; 78(4):572-80. Akbari H, Macyszyn L, Da X, Bilello M, Wolf RL, Martinez-Lage M, Biros G, Alonso-Basanta M, O'Rourke DM, Davatzikos C. PMID: 26813856; PMCID: PMC4853918.
      View in: PubMed   Mentions: 60     Fields:    Translation:Humans
    28. Imaging patterns predict patient survival and molecular subtype in glioblastoma via machine learning techniques. Neuro Oncol. 2016 Mar; 18(3):417-25. Macyszyn L, Akbari H, Pisapia JM, Da X, Attiah M, Pigrish V, Bi Y, Pal S, Davuluri RV, Roccograndi L, Dahmane N, Martinez-Lage M, Biros G, Wolf RL, Bilello M, O'Rourke DM, Davatzikos C. PMID: 26188015; PMCID: PMC4767233.
      View in: PubMed   Mentions: 109     Fields:    Translation:Humans
    29. Automated tumor volumetry using computer-aided image segmentation. Acad Radiol. 2015 May; 22(5):653-661. Gaonkar B, Macyszyn L, Bilello M, Sadaghiani MS, Akbari H, Atthiah MA, Ali ZS, Da X, Zhan Y, O'Rourke D, Grady SM, Davatzikos C. PMID: 25770633; PMCID: PMC4395536.
      View in: PubMed   Mentions: 19     Fields:    Translation:Humans
    30. Pattern analysis of dynamic susceptibility contrast-enhanced MR imaging demonstrates peritumoral tissue heterogeneity. Radiology. 2014 Nov; 273(2):502-10. Akbari H, Macyszyn L, Da X, Wolf RL, Bilello M, Verma R, O'Rourke DM, Davatzikos C. PMID: 24955928; PMCID: PMC4208985.
      View in: PubMed   Mentions: 42     Fields:    Translation:Humans
    31. Isoform-level gene signature improves prognostic stratification and accurately classifies glioblastoma subtypes. Nucleic Acids Res. 2014 Apr; 42(8):e64. Pal S, Bi Y, Macyszyn L, Showe LC, O'Rourke DM, Davuluri RV. PMID: 24503249; PMCID: PMC4005667.
      View in: PubMed   Mentions: 31     Fields:    Translation:Humans
    32. Implementation of a departmental picture archiving and communication system: a productivity and cost analysis. Neurosurgery. 2013 Sep; 73(3):528-33. Macyszyn L, Lega B, Bohman LE, Latefi A, Smith MJ, Malhotra NR, Welch W, Grady SM. PMID: 23949142.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    33. Relating quality of life to Glasgow outcome scale health states. J Neurotrauma. 2012 May 01; 29(7):1322-7. Kosty J, Macyszyn L, Lai K, McCroskery J, Park HR, Stein SC. PMID: 22339668.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    34. Brachial plexus injury mimicking a spinal-cord injury. Evid Based Spine Care J. 2010 Dec; 1(3):51-4. Macyszyn LJ, Gonzalez-Giraldo E, Aversano M, Heuer GG, Zager EL, Schuster JM. PMID: 22956928; PMCID: PMC3427963.
      View in: PubMed   Mentions: 3  
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