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Valentina Pedoia, PhD

Title(s)Assistant Professor, Radiology
SchoolSchool of Medicine
Address1700 4th St
San Francisco CA 94158
Phone415-514-9242
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    Collapse Biography 
    Collapse Education and Training
    Politecnico of Milano, ItalyB.S2005Telecommunication Engineering, Signal Processing Division
    Politecnico of Milano, ItalyM.Sc2008Telecommunication Engineering, Signal Processing Division
    Insubria University, ItalyPh.D2013Medical Computer Science
    Collapse Awards and Honors
    Margaret Hart Surbeck Laboratory of Advanced Imaging 20159th Annual Surbeck Young Investigator's Award
    International Society of Magn. Reson. in Medicine2015Magna Cum Lode Abstract; ISMRM 23th Annual Meeting and Exhibition
    International Society of Magn. Reson. in Medicine 2015Best Poster at the Musculoskeletal MR study group, ISMRM 23th Annual Meeting and Exhibition
    International Society of Magn. Reson. in Medicine 2015Travel Stipend Award at the ISMRM 8th International Workshop on imaging based measures of OA
    International Society of Magn. Reson. in Medicine 2015Highly ranked abstract at the ISMRM 8th International Workshop on imaging based measures of OA
    UCSF and UC Davis2015 Research Grants in Women’s Health, SCOR (Principal Investigator)
    UCSF2015Bruce Hasegawa Award

    Collapse Overview 
    Collapse Overview
    Valentina Pedoia, PhD, is an Assistant Professor in the Musculoskeletal and Imaging Research Group.

    She is a data scientist with a primary interest in developing algorithms for advanced computer vision and machine learning for improving the usage of non-invasive imaging as diagnostic and prognostic tools.

    Dr. Pedoia obtained her doctoral degree in computer science working on features extraction from functional and structural brain MRI in subjects with glial tumors. After graduation, in 2013, she joined the Musculoskeletal and Imaging Research Group at UCSF as post-doctoral fellow. Her role was in providing support and expertise in medical computer vision, with a focus to reduce human effort and to extract semantic features from MRI to study degenerative joint disease.

    Her current main research focus is on exploring the role of machine learning in the extraction of contributors to osteoarthritis (OA). She is studying analytics to model the complex interactions between morphological, biochemical and biomechanical aspects of the knee joint as a whole; deep learning convolutional neural network for musculoskeletal tissue segmentation and for the extraction of silent features from quantitative relaxation maps for a comprehensive study of the biochemical articular cartilage composition; with ultimate goal of developing a completely data-driven model that is able to extract imaging features and use them to identify risk factors and predict outcomes.

    Dr. Pedoia’s recent work on machine learning applied to OA was awarded as annual scientific highlights of the 25th conference of the International Society of Magnetic Resonance In Medicine (ISMRM 2017) and selected as best paper presented at the MRI drug discovery study group.

    Collapse Research 
    Collapse Research Activities and Funding
    Multidimensional MRI-based Non-Euclidean Deep Learning to Study Osteoarthritis
    NIH/NIAMS R00AR070902Jul 10, 2018 - Jun 30, 2021
    Role: Principal Investigator
    Deep Learning for Characterizing Knee Joint Degeneration Predicting Progression of Osteoarthritis and Total Knee Replacement
    NIH/NIAMS R33AR073552Apr 1, 2018 - Jul 31, 2021
    Role: MPI: Principal Investigator
    Deep Learning for Characterizing Knee Joint Degeneration Predicting Progression of Osteoarthritis and Total Knee Replacement
    NIH/NIAMS R61AR073552Apr 1, 2018 - Mar 31, 2020
    Role: MPI: Principal Investigator
    Predicting Osteoarthritis: Deep Learning Based Characterization of the Knee and Adjacent Tissue
    Healthcare/CDHI A128218Aug 1, 2017 - Jul 31, 2019
    Role: Co-Principal Investigator
    Multidimensional MRI-based Big Data Analytics to Study Osteoarthritis
    NIH/NIAMS K99AR070902Aug 1, 2017 - Jul 31, 2019
    Role: Principal Investigator

    Collapse ORNG Applications 
    Collapse Featured Videos

    Collapse Bibliographic 
    Collapse Publications
    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.
    Newest   |   Oldest   |   Most Cited   |   Most Discussed   |   Timeline   |   Field Summary   |   Plain Text
    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. Multiparametric MRI Characterization of Knee Articular Cartilage and Subchondral Bone Shape in Collegiate Basketball Players. J Orthop Res. 2020 Sep 10. Gao KT, Pedoia V, Young KA, Kogan F, Koff MF, Gold GE, Potter HG, Majumdar S. PMID: 32910520.
      View in: PubMed   Mentions:    Fields:    
    2. Towards Understanding Mechanistic Subgroups of Osteoarthritis: 8 Year Cartilage Thickness Trajectory Analysis. J Orthop Res. 2020 Sep 08. Iriondo C, Liu F, Calivà F, Kamat S, Majumdar S, Pedoia V. PMID: 32897602.
      View in: PubMed   Mentions:    Fields:    
    3. Editorial Commentary: Can We Evaluate Glenoid Bone With Magnetic Resonance Imaging? Yes, If You Have the Right Sequence. Arthroscopy. 2020 Sep; 36(9):2401-2402. Lansdown DA, Pedoia V. PMID: 32891242.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    4. Longitudinal Analysis of the Contribution of 3D Patella and Trochlear Bone Shape on Patellofemoral Joint Osteoarthritic Features. J Orthop Res. 2020 Aug 22. Liao TC, Jergas H, Tibrewala R, Bahroos E, Link TM, Majumdar S, Souza RB, Pedoia V. PMID: 32827327.
      View in: PubMed   Mentions:    Fields:    
    5. Deep Learning for Hierarchical Severity Staging of Anterior Cruciate Ligament Injuries from MRI. Radiol Artif Intell. 2020 Jul 29; 2(4):e190207. Namiri NK, Flament I, Astuto B, Shah R, Tibrewala R, Caliva F, Link TM, Pedoia V, Majumdar S. PMID: 32793889.
      View in: PubMed   Mentions:
    6. T2 analysis of the entire osteoarthritis initiative dataset. J Orthop Res. 2020 Jul 21. Razmjoo A, Caliva F, Lee J, Liu F, Joseph GB, Link TM, Majumdar S, Pedoia V. PMID: 32691905.
      View in: PubMed   Mentions:    Fields:    
    7. Medical Imaging with Deep Learning. Addressing The False Negative Problem of MRI Reconstruction Networks by Adversarial Attacks and Robust Training. 2020; 1(1):1-15. Cheng, V. Calivá, F. Shah, R. Han, M. Majumdar, S. Pedoia, V.View Publication.
    8. Medical Imaging with Deep Learning. Breaking Speed Limits with Simultaneous Ultra-Fast MRI Reconstruction and Tissue Segmentation. 2020; 1(1):1-17. Calivá, F. Shah, R. Bharadwaj, U. Majumdar, S. Larson, P Pedoia V.. View Publication.
    9. Patellar Malalignment Is Associated With Patellofemoral Lesions and Cartilage Relaxation Times After Hamstring Autograft Anterior Cruciate Ligament Reconstruction. Am J Sports Med. 2020 07; 48(9):2242-2251. Liao TC, Martinez AGM, Pedoia V, Ma BC, Li X, Link TM, Majumdar S, Souza RB. PMID: 32667267.
      View in: PubMed   Mentions:    Fields:    
    10. Incremental inputs improve the automated detection of implant loosening using machine-learning algorithms. Bone Joint J. 2020 Jun; 102-B(6_Supple_A):101-106. Shah RF, Bini SA, Martinez AM, Pedoia V, Vail TP. PMID: 32475275.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    11. Altered tibiofemoral position following ACL reconstruction is associated with cartilage matrix changes: A voxel-based relaxometry analysis. J Orthop Res. 2020 May 05. Li AK, Ochoa JK, Pedoia V, Amano K, Souza RB, Li X, Ma CB. PMID: 32369216.
      View in: PubMed   Mentions:    Fields:    
    12. Computer-Aided Detection AI Reduces Interreader Variability in Grading Hip Abnormalities With MRI. J Magn Reson Imaging. 2020 Apr 15. Tibrewala R, Ozhinsky E, Shah R, Flament I, Crossley K, Srinivasan R, Souza R, Link TM, Pedoia V, Majumdar S. PMID: 32293775.
      View in: PubMed   Mentions:    Fields:    
    13. Deep Learning Predicts Total Knee Replacement from Magnetic Resonance Images. Sci Rep. 2020 Apr 14; 10(1):6371. Tolpadi AA, Lee JJ, Pedoia V, Majumdar S. PMID: 32286452.
      View in: PubMed   Mentions:    Fields:    
    14. Learning osteoarthritis imaging biomarkers from bone surface spherical encoding. Magn Reson Med. 2020 Oct; 84(4):2190-2203. Morales Martinez A, Caliva F, Flament I, Liu F, Lee J, Cao P, Shah R, Majumdar S, Pedoia V. PMID: 32243657.
      View in: PubMed   Mentions:    Fields:    
    15. Principal Component Analysis of Simultaneous PET-MRI Reveals Patterns of Bone-Cartilage Interactions in Osteoarthritis. J Magn Reson Imaging. 2020 Mar 24. Tibrewala R, Pedoia V, Bucknor M, Majumdar S. PMID: 32207870.
      View in: PubMed   Mentions:    Fields:    
    16. Automatic Hip Fracture Identification and Functional Subclassification with Deep Learning. Radiology: Artificial Intelligence. 2020; 2(2). Krogue, J. Cheng, K. Hwang, K. Toogood, P. Meinberg, E. Geiger, E. Zaid, M. McGill, K. Patel, R. Sohn, J. Wright, A. Darger, B. Padrez, K Ozhinsky, E. Majumdar, S. Pedoia, V.View Publication.
    17. Lumbar intervertebral disc characterization through quantitative MRI analysis: An automatic voxel-based relaxometry approach. Magn Reson Med. 2020 Sep; 84(3):1376-1390. Iriondo C, Pedoia V, Majumdar S. PMID: 32060963.
      View in: PubMed   Mentions: 2     Fields:    
    18. Development and Validation of a Multitask Deep Learning Model for Severity Grading of Hip Osteoarthritis Features on Radiographs. Radiology. 2020 04; 295(1):136-145. von Schacky CE, Sohn JH, Liu F, Ozhinsky E, Jungmann PM, Nardo L, Posadzy M, Foreman SC, Nevitt MC, Link TM, Pedoia V. PMID: 32013791.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    19. Six-month post-surgical elevations in cartilage T1rho relaxation times are associated with functional performance 2 years after ACL reconstruction. J Orthop Res. 2020 05; 38(5):1132-1140. Li AK, Pedoia V, Tanaka M, Souza RB, Ma CB, Li X. PMID: 31788845.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    20. Deep learning for lesion detection, progression, and prediction of musculoskeletal disease. J Magn Reson Imaging. 2019 Nov 25. Kijowski R, Liu F, Caliva F, Pedoia V. PMID: 31763739.
      View in: PubMed   Mentions: 1     Fields:    
    21. Rapid Knee MRI Acquisition and Analysis Techniques for Imaging Osteoarthritis. J Magn Reson Imaging. 2019 Nov 21. Chaudhari AS, Kogan F, Pedoia V, Majumdar S, Gold GE, Hargreaves BA. PMID: 31755191.
      View in: PubMed   Mentions:    Fields:    
    22. Extracting Voxel-Based Cartilage Relaxometry Features in Hip Osteoarthritis Subjects Using Principal Component Analysis. J Magn Reson Imaging. 2020 06; 51(6):1708-1719. Liao TC, Pedoia V, Neumann J, Link TM, Souza RB, Majumdar S. PMID: 31614057.
      View in: PubMed   Mentions:    Fields:    
    23. [18 F]-Sodium Fluoride PET/MR Imaging for Bone-Cartilage Interactions in Hip Osteoarthritis: A Feasibility Study. J Orthop Res. 2019 12; 37(12):2671-2680. Tibrewala R, Bahroos E, Mehrabian H, Foreman SC, Link TM, Pedoia V, Majumdar S. PMID: 31424110.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    24. Anatomic shoulder parameters and their relationship to the presence of degenerative rotator cuff tears and glenohumeral osteoarthritis: a systematic review and meta-analysis. J Shoulder Elbow Surg. 2019 Dec; 28(12):2457-2466. Zaid MB, Young NM, Pedoia V, Feeley BT, Ma CB, Lansdown DA. PMID: 31353303.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    25. Variation in the Thickness of Knee Cartilage. The Use of a Novel Machine Learning Algorithm for Cartilage Segmentation of Magnetic Resonance Images. J Arthroplasty. 2019 10; 34(10):2210-2215. Shah RF, Martinez AM, Pedoia V, Majumdar S, Vail TP, Bini SA. PMID: 31445869.
      View in: PubMed   Mentions: 2     Fields:    
    26. Applying Densely Connected Convolutional Neural Networks for Staging Osteoarthritis Severity from Plain Radiographs. J Digit Imaging. 2019 06; 32(3):471-477. Norman B, Pedoia V, Noworolski A, Link TM, Majumdar S. PMID: 30306418.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    27. Diagnosing osteoarthritis from T2 maps using deep learning: an analysis of the entire Osteoarthritis Initiative baseline cohort. Osteoarthritis Cartilage. 2019 07; 27(7):1002-1010. Pedoia V, Lee J, Norman B, Link TM, Majumdar S. PMID: 30905742.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    28. 3D bone-shape changes and their correlations with cartilage T1? and T2 relaxation times and patient-reported outcomes over 3-years after ACL reconstruction. Osteoarthritis Cartilage. 2019 06; 27(6):915-921. Zhong Q, Pedoia V, Tanaka M, Neumann J, Link TM, Ma B, Lin J, Li X. PMID: 30802497.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    29. Structural Changes over a Short Period Are Associated with Functional Assessments in Rheumatoid Arthritis. J Rheumatol. 2019 07; 46(7):676-684. Shimizu T, Cruz A, Tanaka M, Mamoto K, Pedoia V, Burghardt AJ, Heilmeier U, Link TM, Graf J, Imboden JB, Li X. PMID: 30770506.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    30. An Abnormal Tibial Position Is Associated With Alterations in the Meniscal Matrix: A 3-Year Longitudinal Study After Anterior Cruciate Ligament Reconstruction. Orthop J Sports Med. 2019 Jan; 7(1):2325967118820057. Markes AR, Knox J, Zhong Q, Pedoia V, Li X, Ma CB. PMID: 30671489.
      View in: PubMed   Mentions:
    31. Hip joint muscle forces during gait in patients with femoroacetabular impingement syndrome are associated with patient reported outcomes and cartilage composition. J Biomech. 2019 02 14; 84:138-146. Samaan MA, Zhang AL, Popovic T, Pedoia V, Majumdar S, Souza RB. PMID: 30600097.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    32. Abnormal Biomechanics at 6 Months Are Associated With Cartilage Degeneration at 3 Years After Anterior Cruciate Ligament Reconstruction. Arthroscopy. 2019 02; 35(2):511-520. Shimizu T, Samaan MA, Tanaka MS, Pedoia V, Souza RB, Li X, Ma CB. PMID: 30473456.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    33. Translation of morphological and functional musculoskeletal imaging. J Orthop Res. 2019 01; 37(1):23-34. Pedoia V, Majumdar S. PMID: 30273968.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    34. MR study of longitudinal variations in proximal femur 3D morphological shape and associations with cartilage health in hip osteoarthritis. J Orthop Res. 2019 01; 37(1):161-170. Inamdar G, Pedoia V, Rossi-Devries J, Samaan MA, Link TM, Souza RB, Majumdar S. PMID: 30298950.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    35. 3D convolutional neural networks for detection and severity staging of meniscus and PFJ cartilage morphological degenerative changes in osteoarthritis and anterior cruciate ligament subjects. J Magn Reson Imaging. 2019 02; 49(2):400-410. Pedoia V, Norman B, Mehany SN, Bucknor MD, Link TM, Majumdar S. PMID: 30306701.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    36. Longitudinal analysis of tibiofemoral cartilage contact area and position in ACL reconstructed patients. J Orthop Res. 2018 10; 36(10):2718-2727. Chen E, Amano K, Pedoia V, Souza RB, Ma CB, Li X. PMID: 29667733.
      View in: PubMed   Mentions:    Fields:    Translation:HumansCTClinical Trials
    37. Using multidimensional topological data analysis to identify traits of hip osteoarthritis. J Magn Reson Imaging. 2018 10; 48(4):1046-1058. Rossi-deVries J, Pedoia V, Samaan MA, Ferguson AR, Souza RB, Majumdar S. PMID: 29734501.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    38. Local associations between knee cartilage T1? and T2 relaxation times and patellofemoral joint stress during walking: A voxel-based relaxometry analysis. Knee. 2018 Jun; 25(3):406-416. Teng HL, Pedoia V, Link TM, Majumdar S, Souza RB. PMID: 29681528.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    39. Use of 2D U-Net Convolutional Neural Networks for Automated Cartilage and Meniscus Segmentation of Knee MR Imaging Data to Determine Relaxometry and Morphometry. Radiology. 2018 07; 288(1):177-185. Norman B, Pedoia V, Majumdar S. PMID: 29584598.
      View in: PubMed   Mentions: 21     Fields:    Translation:Humans
    40. Longitudinal changes in MR T1?/T2 signal of meniscus and its association with cartilage T1p/T2 in ACL-injured patients. Osteoarthritis Cartilage. 2018 05; 26(5):689-696. Knox J, Pedoia V, Wang A, Tanaka M, Joseph GB, Neumann J, Link TM, Li X, Ma CB. PMID: 29438746.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    41. Frontal Plane Knee Mechanics and Early Cartilage Degeneration in People With Anterior Cruciate Ligament Reconstruction: A Longitudinal Study. Am J Sports Med. 2018 02; 46(2):378-387. Kumar D, Su F, Wu D, Pedoia V, Heitkamp L, Ma CB, Souza RB, Li X. PMID: 29125920.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    42. Variations in Knee Kinematics After ACL Injury and After Reconstruction Are Correlated With Bone Shape Differences. Clin Orthop Relat Res. 2017 Oct; 475(10):2427-2435. Lansdown DA, Pedoia V, Zaid M, Amano K, Souza RB, Li X, Ma CB. PMID: 28451863.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    43. Gait Characteristics Associated With a Greater Increase in Medial Knee Cartilage T1? and T2 Relaxation Times in Patients Undergoing Anterior Cruciate Ligament Reconstruction. Am J Sports Med. 2017 Dec; 45(14):3262-3271. Teng HL, Wu D, Su F, Pedoia V, Souza RB, Ma CB, Li X. PMID: 28898105.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    44. A novel mr-based method for detection of cartilage delamination in femoroacetabular impingement patients. J Orthop Res. 2018 03; 36(3):971-978. Samaan MA, Pedoia V, Zhang AL, Gallo MC, Link TM, Souza RB, Majumdar S. PMID: 28762536.
      View in: PubMed   Mentions: 4     Fields:    Translation:HumansCTClinical Trials
    45. Study of the interactions between proximal femur 3d bone shape, cartilage health, and biomechanics in patients with hip Osteoarthritis. J Orthop Res. 2018 01; 36(1):330-341. Pedoia V, Samaan MA, Inamdar G, Gallo MC, Souza RB, Majumdar S. PMID: 28688198.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    46. MRI and biomechanics multidimensional data analysis reveals R2 -R1? as an early predictor of cartilage lesion progression in knee osteoarthritis. J Magn Reson Imaging. 2018 01; 47(1):78-90. Pedoia V, Haefeli J, Morioka K, Teng HL, Nardo L, Souza RB, Ferguson AR, Majumdar S. PMID: 28471543.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    47. Cyclops lesions are associated with altered gait patterns and medial knee joint cartilage degeneration at 1 year after ACL-reconstruction. J Orthop Res. 2017 10; 35(10):2275-2281. Samaan MA, Facchetti L, Pedoia V, Tanaka MS, Link TM, Souza RB, Ma CB, Li X. PMID: 28128475.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    48. Effects of Surgical Factors on Cartilage Can Be Detected Using Quantitative Magnetic Resonance Imaging After Anterior Cruciate Ligament Reconstruction. Am J Sports Med. 2017 Apr; 45(5):1075-1084. Amano K, Li AK, Pedoia V, Koff MF, Krych AJ, Link TM, Potter H, Rodeo S, Li X, Ma CB, Majumdar S. PMID: 28768432.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    49. Principal component analysis-T1? voxel based relaxometry of the articular cartilage: a comparison of biochemical patterns in osteoarthritis and anterior cruciate ligament subjects. Quant Imaging Med Surg. 2016 Dec; 6(6):623-633. Pedoia V, Russell C, Randolph A, Li X, Majumdar S. PMID: 28090441.
      View in: PubMed   Mentions:
    50. Bone marrow edema-like lesions (BMELs) are associated with higher T1? and T2 values of cartilage in anterior cruciate ligament (ACL)-reconstructed knees: a longitudinal study. Quant Imaging Med Surg. 2016 Dec; 6(6):661-670. Gong J, Pedoia V, Facchetti L, Link TM, Ma CB, Li X. PMID: 28090444.
      View in: PubMed   Mentions:
    51. Cross-sectional and longitudinal study of the impact of posterior meniscus horn lesions on adjacent cartilage composition, patient-reported outcomes and gait biomechanics in subjects without radiographic osteoarthritis. Osteoarthritis Cartilage. 2017 05; 25(5):708-717. Russell C, Pedoia V, Souza RB, Majumdar S. PMID: 27838383.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    52. Evaluating radiocarpal cartilage matrix changes 3-months after anti-TNF treatment for rheumatoid arthritis using MR T1? imaging. J Magn Reson Imaging. 2017 05; 45(5):1514-1522. Ku E, Pedoia V, Tanaka M, Heilmeier U, Imboden J, Graf J, Link T, Li X. PMID: 27661002.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    53. Analysis of the articular cartilage T1? and T2 relaxation times changes after ACL reconstruction in injured and contralateral knees and relationships with bone shape. J Orthop Res. 2017 03; 35(3):707-717. Pedoia V, Su F, Amano K, Li Q, McCulloch CE, Souza RB, Link TM, Ma BC, Li X. PMID: 27557479.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    54. Composite metric R2 ?-?R1? (1/T2 ?-?1/T1? ) as a potential MR imaging biomarker associated with changes in pain after ACL reconstruction: A six-month follow-up. J Orthop Res. 2017 03; 35(3):718-729. Russell C, Pedoia V, Majumdar S. PMID: 27563836.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    55. Longitudinal study using voxel-based relaxometry: Association between cartilage T1? and T2 and patient reported outcome changes in hip osteoarthritis. J Magn Reson Imaging. 2017 05; 45(5):1523-1533. Pedoia V, Gallo MC, Souza RB, Majumdar S. PMID: 27626787.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    56. T1? and T2 -based characterization of regional variations in intervertebral discs to detect early degenerative changes. J Orthop Res. 2016 08; 34(8):1373-81. Pandit P, Talbott JF, Pedoia V, Dillon W, Majumdar S. PMID: 27227485.
      View in: PubMed   Mentions: 10     Fields:    Translation:Humans
    57. Baseline cartilage quality is associated with voxel-based T1? and T2 following ACL reconstruction: A multicenter pilot study. J Orthop Res. 2017 03; 35(3):688-698. Russell C, Pedoia V, Amano K, Potter H, Majumdar S. PMID: 27138363.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    58. Persistent Biomechanical Alterations After ACL Reconstruction Are Associated With Early Cartilage Matrix Changes Detected by Quantitative MR. Orthop J Sports Med. 2016 Apr; 4(4):2325967116644421. Amano K, Pedoia V, Su F, Souza RB, Li X, Ma CB. PMID: 27169133.
      View in: PubMed   Mentions:
    59. T1? and T2 relaxation times are associated with progression of hip osteoarthritis. Osteoarthritis Cartilage. 2016 08; 24(8):1399-407. Gallo MC, Wyatt C, Pedoia V, Kumar D, Lee S, Nardo L, Link TM, Souza RB, Majumdar S. PMID: 26973330.
      View in: PubMed   Mentions: 14     Fields:    Translation:Humans
    60. Segmentation of joint and musculoskeletal tissue in the study of arthritis. MAGMA. 2016 Apr; 29(2):207-21. Pedoia V, Majumdar S, Link TM. PMID: 26915082.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    61. The association between MR T1? and T2 of cartilage and patient-reported outcomes after ACL injury and reconstruction. Osteoarthritis Cartilage. 2016 07; 24(7):1180-9. Su F, Pedoia V, Teng HL, Kretzschmar M, Lau BC, McCulloch CE, Link TM, Ma CB, Li X. PMID: 26850823.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    62. Imaging Bone-Cartilage Interactions in Osteoarthritis Using [18F]-NaF PET-MRI. Mol Imaging. 2016 01 01; 15:1-12. Savic D, Pedoia V, Seo Y, Yang J, Bucknor M, Franc BL, Majumdar S. PMID: 28654417.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    63. Inter- and intra-rater reliability of patellofemoral kinematic and contact area quantification by fast spin echo MRI and correlation with cartilage health by quantitative T1? MRI. Knee. 2016 Jan; 23(1):13-9. Lau BC, Thuillier DU, Pedoia V, Chen EY, Zhang Z, Feeley BT, Souza RB. PMID: 26746045.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    64. MR T1? and T2 of meniscus after acute anterior cruciate ligament injuries. Osteoarthritis Cartilage. 2016 Apr; 24(4):631-9. Wang A, Pedoia V, Su F, Abramson E, Kretzschmar M, Nardo L, Link TM, McCulloch CE, Jin C, Ma CB, Li X. PMID: 26620091.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    65. High-temporospatial-resolution dynamic contrast-enhanced (DCE) wrist MRI with variable-density pseudo-random circular Cartesian undersampling (CIRCUS) acquisition: evaluation of perfusion in rheumatoid arthritis patients. NMR Biomed. 2016 Jan; 29(1):15-23. Liu J, Pedoia V, Heilmeier U, Ku E, Su F, Khanna S, Imboden J, Graf J, Link T, Li X. PMID: 26608949.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    66. Fully automatic analysis of the knee articular cartilage T1? relaxation time using voxel-based relaxometry. J Magn Reson Imaging. 2016 Apr; 43(4):970-80. Pedoia V, Li X, Su F, Calixto N, Majumdar S. PMID: 26443990.
      View in: PubMed   Mentions: 19     Fields:    Translation:Humans
    67. Cartilage T1? and T2 relaxation times: longitudinal reproducibility and variations using different coils, MR systems and sites. Osteoarthritis Cartilage. 2015 Dec; 23(12):2214-2223. Li X, Pedoia V, Kumar D, Rivoire J, Wyatt C, Lansdown D, Amano K, Okazaki N, Savic D, Koff MF, Felmlee J, Williams SL, Majumdar S. PMID: 26187574.
      View in: PubMed   Mentions: 15     Fields:    Translation:Humans
    68. Three-dimensional MRI-based statistical shape model and application to a cohort of knees with acute ACL injury. Osteoarthritis Cartilage. 2015 Oct; 23(10):1695-703. Pedoia V, Lansdown DA, Zaid M, McCulloch CE, Souza R, Ma CB, Li X. PMID: 26050865.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    69. Accelerating T1? cartilage imaging using compressed sensing with iterative locally adapted support detection and JSENSE. Magn Reson Med. 2016 Apr; 75(4):1617-29. Zhou Y, Pandit P, Pedoia V, Rivoire J, Wang Y, Liang D, Li X, Ying L. PMID: 26010735.
      View in: PubMed   Mentions: 11     Fields:    Translation:Humans
    70. Abnormal tibial position is correlated to early degenerative changes one year following ACL reconstruction. J Orthop Res. 2015 Jul; 33(7):1079-86. Zaid M, Lansdown D, Su F, Pedoia V, Tufts L, Rizzo S, Souza RB, Li X, Ma CB. PMID: 25721417.
      View in: PubMed   Mentions: 20     Fields:    Translation:Humans
    71. Reproducibility measurements of three methods for calculating in vivo MR-based knee kinematics. J Magn Reson Imaging. 2015 Aug; 42(2):533-8. Lansdown DA, Zaid M, Pedoia V, Subburaj K, Souza R, Benjamin C, Li X. PMID: 25545617.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    72. Collection and fuzzy estimation of truth labels in glial tumor segmentation studies. Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization. 2014. Binaghi E., Pedoia V., Balbi S.
    73. Snow cover thickness estimation using radial basis function networks. The Cryosphere. 2013; 3(7):841-845. Binaghi E., Pedoia V., Guglielmin M.
    74. Functional magnetic resonance imaging: comparison between activation maps and computation pipelines in a clinical context. Magn Reson Imaging. 2013 May; 31(4):555-66. Pedoia V, Strocchi S, Colli V, Binaghi E, Conte L. PMID: 23238417.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    75. Automatic MRI 2D brain segmentation using graph searching technique. Int J Numer Method Biomed Eng. 2013 Sep; 29(9):887-904. Pedoia V, Binaghi E. PMID: 23757180.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    76. Lecture Notes in Computer Science - Image Analysis and Processing. Fully Automatic Brain Tumor Segmentation by using Competitive EM and Graph Cut. 2979:568-578.
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