Valentina Pedoia, PhD

Title(s)Associate Professor, Radiology
SchoolSchool of Medicine
Address1700 4th St, #203E
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, holds a double appointment as Associate Professor in the Radiology and Biomedical Imaging Department at UCSF and Leader of Image Analysis at the Altos Labs. She is a Computer Scientists by training with more than 15 years of experience in Biomedical Imaging. Her primary interest is in developing Computer Vision and Machine Learning algorithms to transform biomedical imaging into knowledge. Her research spans imaging scale and modalities: from understanding fundamental mechanistic phenomena with microscopy to in vivo Magnetic Resonance Imaging, with the common aim of exploring imaging biomarkers of aging. She has great interest in the clinical translation of novel technology, as such she is invested in making all imaging modalities more efficient and effective by boosting speed in acquisition and processing.

    Collapse Research 
    Collapse Research Activities and Funding
    Simultaneous Imaging of Tissue Biochemistry and Metabolism associated with Biomechanics in Patella Femoral Joint Osteoarthritis
    NIH R56AR079647Sep 22, 2021 - Aug 31, 2022
    Role: Principal Investigator
    Ultra-Fast Knee MRI with Deep Learning
    NIH R01AR078762Apr 1, 2021 - Mar 31, 2026
    Role: Principal Investigator
    Multidimensional MRI-based Non-Euclidean Deep Learning to Study Osteoarthritis
    NIH 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 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 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 K99AR070902Jul 1, 2017 - Jun 30, 2018
    Role: Principal Investigator
    Evaluating Disease Progression in Hip Osteoarthritis
    NIH R01AR069006Jul 14, 2016 - Jun 30, 2026
    Role: Co-Principal Investigator

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    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.
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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. Machine learning-based automated scan prescription of lumbar spine MRI acquisitions. Magn Reson Imaging. 2024 Apr 03; 110:29-34. Ozhinsky E, Liu F, Pedoia V, Majumdar S. PMID: 38574982.
      View in: PubMed   Mentions:    Fields:    
    2. Synthetic Knee MRI T1p Maps as an Avenue for Clinical Translation of Quantitative Osteoarthritis Biomarkers. Bioengineering (Basel). 2023 Dec 24; 11(1). Tong MW, Tolpadi AA, Bhattacharjee R, Han M, Majumdar S, Pedoia V. PMID: 38247894; PMCID: PMC10812962.
      View in: PubMed   Mentions:
    3. Multiparametric MRI of Knees in Collegiate Basketball Players: Associations With Morphological Abnormalities and Functional Deficits. Orthop J Sports Med. 2023 Dec; 11(12):23259671231216490. Nosrat C, Gao KT, Bhattacharjee R, Pedoia V, Koff MF, Gold GE, Potter HG, Majumdar S. PMID: 38107843; PMCID: PMC10722938.
      View in: PubMed   Mentions:
    4. Thresholding approaches for estimating paraspinal muscle fat infiltration using T1- and T2-weighted MRI: Comparative analysis using water-fat MRI. JOR Spine. 2024 Mar; 7(1):e1301. Ornowski J, Dziesinski L, Hess M, Krug R, Fortin M, Torres-Espin A, Majumdar S, Pedoia V, Bonnheim NB, Bailey JF. PMID: 38222819; PMCID: PMC10782057.
      View in: PubMed   Mentions: 1  
    5. Chondral Injury Associated With ACL Injury: Assessing Progressive Chondral Degeneration With Morphologic and Quantitative MRI Techniques. Sports Health. 2023 Oct 25; 19417381231205276. Davidson EJ, Figgie C, Nguyen J, Pedoia V, Majumdar S, Potter HG, Koff MF. PMID: 37876228.
      View in: PubMed   Mentions:    Fields:    
    6. Large-Scale Analysis of Meniscus Morphology as Risk Factor for Knee Osteoarthritis. Arthritis Rheumatol. 2023 11; 75(11):1958-1968. Gao KT, Xie E, Chen V, Iriondo C, Calivà F, Souza RB, Majumdar S, Pedoia V. PMID: 37262347; PMCID: PMC10706605.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    7. Effects of T1p Characteristics of Load-Bearing Hip Cartilage on Bilateral Knee Patellar Cartilage Subregions: Subjects With None to Moderate Radiographic Hip Osteoarthritis. J Magn Reson Imaging. 2023 Sep 13. Bhattacharjee R, Thahakoya R, Luitjens J, Han M, Roach KE, Jiang F, Souza RB, Pedoia V, Majumdar S. PMID: 37702305.
      View in: PubMed   Mentions:    Fields:    
    8. Arthritis Foundation/HSS Workshop on Hip Osteoarthritis, Part 2: Detecting Hips at Risk: Early Biomechanical and Structural Mechanisms. HSS J. 2023 Nov; 19(4):428-433. Vassileva MT, Kim JS, Valle AGD, Harris MD, Pedoia V, Lattanzi R, Kraus VB, Pascual-Garrido C, Bostrom MP. PMID: 37937085; PMCID: PMC10626933.
      View in: PubMed   Mentions:
    9. Associations between weight change, knee subcutaneous fat and cartilage thickness in overweight and obese individuals: 4-Year data from the osteoarthritis initiative. Osteoarthritis Cartilage. 2023 11; 31(11):1515-1523. Joseph GB, Takakusagi M, Arcilla G, Lynch JA, Pedoia V, Majumdar S, Lane NE, Nevitt MC, McCulloch CE, Link TM. PMID: 37574110; PMCID: PMC10848315.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    10. Deep Learning for Multi-Tissue Segmentation and Fully Automatic Personalized Biomechanical Models from BACPAC Clinical Lumbar Spine MRI. Pain Med. 2023 08 04; 24(Suppl 1):S139-S148. Hess M, Allaire B, Gao KT, Tibrewala R, Inamdar G, Bharadwaj U, Chin C, Pedoia V, Bouxsein M, Anderson D, Majumdar S. PMID: 36315069; PMCID: PMC10403305.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    11. The Back Pain Consortium (BACPAC) Research Program: Structure, Research Priorities, and Methods. Pain Med. 2023 08 04; 24(Suppl 1):S3-S12. Mauck MC, Lotz J, Psioda MA, Carey TS, Clauw DJ, Majumdar S, Marras WS, Vo N, Aylward A, Hoffmeyer A, Zheng P, Ivanova A, McCumber M, Carson C, Anstrom KJ, Bowden AE, Dalton D, Derr L, Dufour J, Fields AJ, Fritz J, Hassett AL, Harte SE, Hue TF, Krug R, Loggia ML, Mageswaran P, McLean SA, Mitchell UH, O'Neill C, Pedoia V, Quirk DA, Rhon DI, Rieke V, Shah L, Sowa G, Spiegel B, Wasan AD, Wey HM, LaVange L. PMID: 36622041; PMCID: PMC10403298.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    12. Technology and Tool Development for BACPAC: Qualitative and Quantitative Analysis of Accelerated Lumbar Spine MRI with Deep-Learning Based Image Reconstruction at 3T. Pain Med. 2023 08 04; 24(Suppl 1):S149-S159. Han M, Bahroos E, Hess ME, Chin CT, Gao KT, Shin DD, Villanueva-Meyer JE, Link TM, Pedoia V, Majumdar S. PMID: 36943371; PMCID: PMC10403300.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    13. MRI Advancements in Musculoskeletal Clinical and Research Practice. Radiology. 2023 08; 308(2):e230531. Sneag DB, Abel F, Potter HG, Fritz J, Koff MF, Chung CB, Pedoia V, Tan ET. PMID: 37581501; PMCID: PMC10477516.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    14. The knee connectome: A novel tool for studying spatiotemporal change in cartilage thickness. J Orthop Res. 2024 01; 42(1):43-53. Cummings J, Gao K, Chen V, Morales Martinez A, Iriondo C, Caliva F, Majumdar S, Pedoia V. PMID: 37254620; PMCID: PMC10687317.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    15. Comparing bone shape models from deep learning processing of magnetic resonance imaging to computed tomography-based models. JSES Int. 2023 Sep; 7(5):861-867. Wong V, Calivá F, Su F, Pedoia V, Lansdown D. PMID: 37719825; PMCID: PMC10499848.
      View in: PubMed   Mentions: 1  
    16. Persistent underloading of patellofemoral joint following hamstring autograft ACL reconstruction is associated with cartilage health. Osteoarthritis Cartilage. 2023 09; 31(9):1265-1273. Liao TC, Bird A, Samaan MA, Pedoia V, Majumdar S, Souza RB. PMID: 37116856.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    17. Synthetic Inflammation Imaging with PatchGAN Deep Learning Networks. Bioengineering (Basel). 2023 Apr 25; 10(5). Tolpadi AA, Luitjens J, Gassert FG, Li X, Link TM, Majumdar S, Pedoia V. PMID: 37237586; PMCID: PMC10215536.
      View in: PubMed   Mentions:
    18. Deep learning for automated, interpretable classification of lumbar spinal stenosis and facet arthropathy from axial MRI. Eur Radiol. 2023 May; 33(5):3435-3443. Bharadwaj UU, Christine M, Li S, Chou D, Pedoia V, Link TM, Chin CT, Majumdar S. PMID: 36920520; PMCID: PMC10566647.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    19. K2S Challenge: From Undersampled K-Space to Automatic Segmentation. Bioengineering (Basel). 2023 Feb 18; 10(2). Tolpadi AA, Bharadwaj U, Gao KT, Bhattacharjee R, Gassert FG, Luitjens J, Giesler P, Morshuis JN, Fischer P, Hein M, Baumgartner CF, Razumov A, Dylov D, Lohuizen QV, Fransen SJ, Zhang X, Tibrewala R, de Moura HL, Liu K, Zibetti MVW, Regatte R, Majumdar S, Pedoia V. PMID: 36829761; PMCID: PMC9952400.
      View in: PubMed   Mentions: 3  
    20. Trajectory of knee health in runners with and without heightened osteoarthritis risk: the TRAIL prospective cohort study protocol. BMJ Open. 2023 02 09; 13(2):e068040. De Oliveira Silva D, Johnston RTR, Mentiplay BF, Haberfield MJ, Culvenor AG, Bruder AM, Semciw AI, Girdwood M, Pappalardo PJ, Briggs C, West TJ, Hill JP, Patterson BE, Barton CJ, Sritharan P, Alexander JL, Carey DL, Schache AG, Souza RB, Pedoia V, Oei EH, Warden SJ, Telles GF, King MG, Hedger MP, Hulett M, Crossley KM. PMID: 36759025; PMCID: PMC9923264.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    21. The effect of interactions between BMI and sustained depressive symptoms on knee osteoarthritis over 4 years: data from the osteoarthritis initiative. BMC Musculoskelet Disord. 2023 Jan 12; 24(1):27. Joseph GB, McCulloch CE, Nevitt MC, Lynch J, Lane NE, Pedoia V, Majumdar S, Link TM. PMID: 36631863; PMCID: PMC9835266.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    22. A More Posterior Tibial Tubercle (Decreased Sagittal Tibial Tubercle-Trochlear Groove Distance) Is Significantly Associated With Patellofemoral Joint Degenerative Cartilage Change: A Deep Learning Analysis. Arthroscopy. 2023 06; 39(6):1493-1501.e2. Namiri NK, Càliva F, Martinez AM, Pedoia V, Lansdown DA. PMID: 36581003.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    23. Region of interest-specific loss functions improve T2 quantification with ultrafast T2 mapping MRI sequences in knee, hip and lumbar spine. Sci Rep. 2022 12 23; 12(1):22208. Tolpadi AA, Han M, Calivà F, Pedoia V, Majumdar S. PMID: 36564430; PMCID: PMC9789075.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    24. Personalized Risk Model and Leveraging of Magnetic Resonance Imaging-Based Structural Phenotypes and Clinical Factors to Predict Incidence of Radiographic Osteoarthritis. Arthritis Care Res (Hoboken). 2023 03; 75(3):501-508. Lee JJ, Namiri NK, Astuto B, Link TM, Majumdar S, Pedoia V. PMID: 35245407.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    25. Utilizing a Digital Swarm Intelligence Platform to Improve Consensus Among Radiologists and Exploring Its Applications. J Digit Imaging. 2023 04; 36(2):401-413. Shah R, Astuto Arouche Nunes B, Gleason T, Fletcher W, Banaga J, Sweetwood K, Ye A, Patel R, McGill K, Link T, Crane J, Pedoia V, Majumdar S. PMID: 36414832; PMCID: PMC10039189.
      View in: PubMed   Mentions:    Fields:    Translation:HumansAnimals
    26. Baseline cartilage T1ρ and T2 predicted patellofemoral joint cartilage lesion progression and patient-reported outcomes after ACL reconstruction. J Orthop Res. 2023 06; 41(6):1310-1319. Xie D, Tanaka M, Pedoia V, Li AK, Facchetti L, Neumann J, Lartey R, Souza RB, Link TM, Benjamin Ma C, Li X. PMID: 36268873; PMCID: PMC10413330.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    27. The KNee OsteoArthritis Prediction (KNOAP2020) challenge: An image analysis challenge to predict incident symptomatic radiographic knee osteoarthritis from MRI and X-ray images. Osteoarthritis Cartilage. 2023 01; 31(1):115-125. Hirvasniemi J, Runhaar J, van der Heijden RA, Zokaeinikoo M, Yang M, Li X, Tan J, Rajamohan HR, Zhou Y, Deniz CM, Caliva F, Iriondo C, Lee JJ, Liu F, Martinez AM, Namiri N, Pedoia V, Panfilov E, Bayramoglu N, Nguyen HH, Nieminen MT, Saarakkala S, Tiulpin A, Lin E, Li A, Li V, Dam EB, Chaudhari AS, Kijowski R, Bierma-Zeinstra S, Oei EHG, Klein S. PMID: 36243308; PMCID: PMC10323696.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    28. Evaluation of 2 Novel Ratio-Based Metrics for Lumbar Spinal Stenosis. AJNR Am J Neuroradiol. 2022 10; 43(10):1530-1538. Bharadwaj UU, Ben-Natan AR, Huang J, Pedoia V, Chou D, Majumdar S, Link TM, Chin CT. PMID: 36109122; PMCID: PMC9575539.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    29. Local Patterns in 2-Year T1ρ and T2 Changes of Hip Cartilage Are Related to Sex and Functional Data: A Prospective Evaluation on Hip Osteoarthritis Participants. J Magn Reson Imaging. 2023 04; 57(4):1042-1053. Roach KE, Souza RB, Majumdar S, Pedoia V. PMID: 35852477; PMCID: PMC9849484.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    30. Association of patella alignment with cartilage relaxation times and self-reported symptoms in individuals with patellofemoral degeneration. J Orthop Res. 2023 03; 41(3):562-569. Liao TC, Pedoia V, Link TM, Majumdar S, Souza RB. PMID: 35598282; PMCID: PMC9679042.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    31. Automatic detection and voxel-wise mapping of lumbar spine Modic changes with deep learning. JOR Spine. 2022 Jun; 5(2):e1204. Gao KT, Tibrewala R, Hess M, Bharadwaj UU, Inamdar G, Link TM, Chin CT, Pedoia V, Majumdar S. PMID: 35783915; PMCID: PMC9238279.
      View in: PubMed   Mentions: 6  
    32. Improving the noninvasive classification of glioma genetic subtype with deep learning and diffusion-weighted imaging. Neuro Oncol. 2022 04 01; 24(4):639-652. Cluceru J, Interian Y, Phillips JJ, Molinaro AM, Luks TL, Alcaide-Leon P, Olson MP, Nair D, LaFontaine M, Shai A, Chunduru P, Pedoia V, Villanueva-Meyer JE, Chang SM, Lupo JM. PMID: 34653254; PMCID: PMC8972294.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    33. Use of machine learning in osteoarthritis research: a systematic literature review. RMD Open. 2022 03; 8(1). Binvignat M, Pedoia V, Butte AJ, Louati K, Klatzmann D, Berenbaum F, Mariotti-Ferrandiz E, Sellam J. PMID: 35296530; PMCID: PMC8928401.
      View in: PubMed   Mentions: 11  Translation:Humans
    34. The Use of Multiple Imaging Studies Before Shoulder Stabilization Surgery Is Increasing. Arthrosc Sports Med Rehabil. 2022 Jun; 4(3):e919-e925. Salesky MA, Zhang AL, Ma CB, Feeley BT, Pedoia V, Lansdown DA. PMID: 35747651; PMCID: PMC9210371.
      View in: PubMed   Mentions: 2  
    35. Surface spherical encoding and contrastive learning for virtual bone shape aging. Med Image Anal. 2022 04; 77:102388. Calivá F, Kamat S, Morales Martinez A, Majumdar S, Pedoia V. PMID: 35172227.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    36. Clinical language search algorithm from free-text: facilitating appropriate imaging. BMC Med Imaging. 2022 02 04; 22(1):18. Chaudhari GR, Chillakuru YR, Chen TL, Pedoia V, Vu TH, Hess CP, Seo Y, Sohn JH. PMID: 35120466; PMCID: PMC8815252.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    37. Hip-Knee Joint Coordination Patterns are Associated With Patellofemoral Joint Cartilage Composition in Patients With Anterior Cruciate Ligament Reconstruction. J Appl Biomech. 2022 02 01; 38(1):20-28. Samaan MA, Pedoia V, Tanaka MS, Souza RB, Benjamin Ma C, Li X. PMID: 35042183; PMCID: PMC8915429.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    38. Using AI to Improve Radiographic Fracture Detection. Radiology. 2022 03; 302(3):637-638. Link TM, Pedoia V. PMID: 34931864; PMCID: PMC8893176.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    39. Posterior Tibial Slope, Notch Width, Condylar Morphology, Trochlear Inclination, and Tibiofemoral Mismatch Predict Outcomes Following Anterior Cruciate Ligament Reconstruction. Arthroscopy. 2022 05; 38(5):1689-1704.e1. Bongbong DN, Oeding JF, Ma CB, Pedoia V, Lansdown DA. PMID: 34921954.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    40. Augmenting Osteoporosis Imaging with Machine Learning. Curr Osteoporos Rep. 2021 12; 19(6):699-709. Pedoia V, Caliva F, Kazakia G, Burghardt AJ, Majumdar S. PMID: 34741729.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    41. Studying osteoarthritis with artificial intelligence applied to magnetic resonance imaging. Nat Rev Rheumatol. 2022 02; 18(2):112-121. Calivà F, Namiri NK, Dubreuil M, Pedoia V, Ozhinsky E, Majumdar S. PMID: 34848883.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    42. Institution-wide shape analysis of 3D spinal curvature and global alignment parameters. J Orthop Res. 2022 08; 40(8):1896-1908. Iriondo C, Mehany S, Shah R, Bharadwaj U, Bahroos E, Chin C, Diab M, Pedoia V, Majumdar S. PMID: 34845751.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    43. Uncovering associations between data-driven learned qMRI biomarkers and chronic pain. Sci Rep. 2021 11 09; 11(1):21989. Morales AG, Lee JJ, Caliva F, Iriondo C, Liu F, Majumdar S, Pedoia V. PMID: 34753963; PMCID: PMC8578418.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    44. AI MSK clinical applications: cartilage and osteoarthritis. Skeletal Radiol. 2022 Feb; 51(2):331-343. Joseph GB, McCulloch CE, Sohn JH, Pedoia V, Majumdar S, Link TM. PMID: 34735607.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    45. Magnetization-prepared spoiled gradient-echo snapshot imaging for efficient measurement of R2 -R1ρ in knee cartilage. Magn Reson Med. 2022 02; 87(2):733-745. Han M, Tibrewala R, Bahroos E, Pedoia V, Majumdar S. PMID: 34590728; PMCID: PMC9165586.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    46. Longitudinal Changes of Patellar Alignment Before and After Anterior Cruciate Ligament Reconstruction With Hamstring Autograft. Am J Sports Med. 2021 09; 49(11):2908-2915. Liao TC, Pedoia V, Majumdar S, Souza RB. PMID: 34343030.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    47. Deep learning for large scale MRI-based morphological phenotyping of osteoarthritis. Sci Rep. 2021 05 25; 11(1):10915. Namiri NK, Lee J, Astuto B, Liu F, Shah R, Majumdar S, Pedoia V. PMID: 34035386; PMCID: PMC8149826.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    48. Erratum: Automatic Deep Learning-assisted Detection and Grading of Abnormalities in Knee MRI Studies. Radiol Artif Intell. 2021 May; 3(3):e219001. Astuto B, Flament I, Namiri NK, Shah R, Bharadwaj U, Link TM, Bucknor MD, Pedoia V, Majumdar S. PMID: 34157062; PMCID: PMC8166114.
      View in: PubMed   Mentions: 2  
    49. Weight Cycling and Knee Joint Degeneration in Individuals with Overweight or Obesity: Four-Year Magnetic Resonance Imaging Data from the Osteoarthritis Initiative. Obesity (Silver Spring). 2021 05; 29(5):909-918. Joseph GB, Ramezanpour S, McCulloch CE, Nevitt MC, Lynch J, Lane NE, Pedoia V, Majumdar S, Link TM. PMID: 33797183; PMCID: PMC9404626.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    50. The International Workshop on Osteoarthritis Imaging Knee MRI Segmentation Challenge: A Multi-Institute Evaluation and Analysis Framework on a Standardized Dataset. Radiol Artif Intell. 2021 May; 3(3):e200078. Desai AD, Caliva F, Iriondo C, Mortazi A, Jambawalikar S, Bagci U, Perslev M, Igel C, Dam EB, Gaj S, Yang M, Li X, Deniz CM, Juras V, Regatte R, Gold GE, Hargreaves BA, Pedoia V, Chaudhari AS, IWOAI Segmentation Challenge Writing Group. PMID: 34235438; PMCID: PMC8231759.
      View in: PubMed   Mentions: 26  
    51. Automatic hip abductor muscle fat fraction estimation and association with early OA cartilage degeneration biomarkers. J Orthop Res. 2021 11; 39(11):2376-2387. Tibrewala R, Pedoia V, Lee J, Kinnunen C, Popovic T, Zhang AL, Link TM, Souza RB, Majumdar S. PMID: 33368579.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    52. Automatic Deep Learning-assisted Detection and Grading of Abnormalities in Knee MRI Studies. Radiol Artif Intell. 2021 May; 3(3):e200165. Astuto B, Flament I, K Namiri N, Shah R, Bharadwaj U, M Link T, D Bucknor M, Pedoia V, Majumdar S. PMID: 34142088; PMCID: PMC8166108.
      View in: PubMed   Mentions: 28  
    53. Multivariate functional principal component analysis identifies waveform features of gait biomechanics related to early-to-moderate hip osteoarthritis. J Orthop Res. 2021 08; 39(8):1722-1731. Roach KE, Pedoia V, Lee JJ, Popovic T, Link TM, Majumdar S, Souza RB. PMID: 33615524; PMCID: PMC8180534.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    54. Towards understanding mechanistic subgroups of osteoarthritis: 8-year cartilage thickness trajectory analysis. J Orthop Res. 2021 06; 39(6):1305-1317. Iriondo C, Liu F, Calivà F, Kamat S, Majumdar S, Pedoia V. PMID: 32897602.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    55. Longitudinal analysis of the contribution of 3D patella and trochlear bone shape on patellofemoral joint osteoarthritic features. J Orthop Res. 2021 03; 39(3):506-515. Liao TC, Jergas H, Tibrewala R, Bahroos E, Link TM, Majumdar S, Souza RB, Pedoia V. PMID: 32827327; PMCID: PMC8915432.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    56. Multiparametric MRI characterization of knee articular cartilage and subchondral bone shape in collegiate basketball players. J Orthop Res. 2021 07; 39(7):1512-1522. Gao KT, Pedoia V, Young KA, Kogan F, Koff MF, Gold GE, Potter HG, Majumdar S. PMID: 32910520; PMCID: PMC8359246.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    57. Editorial Commentary: Can We Evaluate Glenoid Bone With Magnetic Resonance Imaging? Yes, If You Have the Right Sequence. Arthroscopy. 2020 09; 36(9):2401-2402. Lansdown DA, Pedoia V. PMID: 32891242.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    58. 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; PMCID: PMC7392061.
      View in: PubMed   Mentions: 18  
    59. T2 analysis of the entire osteoarthritis initiative dataset. J Orthop Res. 2021 01; 39(1):74-85. Razmjoo A, Caliva F, Lee J, Liu F, Joseph GB, Link TM, Majumdar S, Pedoia V. PMID: 32691905.
      View in: PubMed   Mentions: 17     Fields:    Translation:Humans
    60. 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.
    61. 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.
    62. 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: 6     Fields:    Translation:Humans
    63. 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: 17     Fields:    Translation:Humans
    64. Altered tibiofemoral position following ACL reconstruction is associated with cartilage matrix changes: A voxel-based relaxometry analysis. J Orthop Res. 2020 11; 38(11):2454-2463. Li AK, Ochoa JK, Pedoia V, Amano K, Souza RB, Li X, Ma CB. PMID: 32369216.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    65. Computer-Aided Detection AI Reduces Interreader Variability in Grading Hip Abnormalities With MRI. J Magn Reson Imaging. 2020 10; 52(4):1163-1172. Tibrewala R, Ozhinsky E, Shah R, Flament I, Crossley K, Srinivasan R, Souza R, Link TM, Pedoia V, Majumdar S. PMID: 32293775; PMCID: PMC10230649.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    66. Deep Learning Predicts Total Knee Replacement from Magnetic Resonance Images. Sci Rep. 2020 04 14; 10(1):6371. Tolpadi AA, Lee JJ, Pedoia V, Majumdar S. PMID: 32286452; PMCID: PMC7156761.
      View in: PubMed   Mentions: 35     Fields:    Translation:Humans
    67. Learning osteoarthritis imaging biomarkers from bone surface spherical encoding. Magn Reson Med. 2020 10; 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; PMCID: PMC7329596.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    68. Automatic Hip Fracture Identification and Functional Subclassification with Deep Learning. Radiol Artif Intell. 2020 Mar; 2(2):e190023. Krogue JD, Cheng KV, Hwang KM, Toogood P, Meinberg EG, Geiger EJ, Zaid M, McGill KC, Patel R, Sohn JH, Wright A, Darger BF, Padrez KA, Ozhinsky E, Majumdar S, Pedoia V. PMID: 33937815; PMCID: PMC8017394.
      View in: PubMed   Mentions: 42  
    69. Principal Component Analysis of Simultaneous PET-MRI Reveals Patterns of Bone-Cartilage Interactions in Osteoarthritis. J Magn Reson Imaging. 2020 11; 52(5):1462-1474. Tibrewala R, Pedoia V, Bucknor M, Majumdar S. PMID: 32207870.
      View in: PubMed   Mentions: 11     Fields:    Translation:Humans
    70. Lumbar intervertebral disc characterization through quantitative MRI analysis: An automatic voxel-based relaxometry approach. Magn Reson Med. 2020 09; 84(3):1376-1390. Iriondo C, Pedoia V, Majumdar S. PMID: 32060963; PMCID: PMC7318328.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    71. 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; PMCID: PMC7104703.
      View in: PubMed   Mentions: 22     Fields:    Translation:Humans
    72. Radiographic shoulder parameters and their relationship to outcomes following rotator cuff repair: a systematic review. Shoulder Elbow. 2021 Aug; 13(4):371-379. Zaid MB, Young NM, Pedoia V, Feeley BT, Ma CB, Lansdown DA. PMID: 34394734; PMCID: PMC8355656.
      View in: PubMed   Mentions: 1  
    73. 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: 7     Fields:    Translation:Humans
    74. Deep Learning for Lesion Detection, Progression, and Prediction of Musculoskeletal Disease. J Magn Reson Imaging. 2020 12; 52(6):1607-1619. Kijowski R, Liu F, Caliva F, Pedoia V. PMID: 31763739; PMCID: PMC7251925.
      View in: PubMed   Mentions: 22     Fields:    Translation:Humans
    75. Rapid Knee MRI Acquisition and Analysis Techniques for Imaging Osteoarthritis. J Magn Reson Imaging. 2020 11; 52(5):1321-1339. Chaudhari AS, Kogan F, Pedoia V, Majumdar S, Gold GE, Hargreaves BA. PMID: 31755191; PMCID: PMC7925938.
      View in: PubMed   Mentions: 25     Fields:    Translation:Humans
    76. 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: 2     Fields:    Translation:Humans
    77. [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; PMCID: PMC6899769.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    78. 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: 19     Fields:    Translation:Humans
    79. 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; PMCID: PMC7251923.
      View in: PubMed   Mentions: 15     Fields:    Translation:Humans
    80. 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; PMCID: PMC6499841.
      View in: PubMed   Mentions: 34     Fields:    Translation:Humans
    81. 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; PMCID: PMC6579664.
      View in: PubMed   Mentions: 30     Fields:    Translation:Humans
    82. 3D bone-shape changes and their correlations with cartilage T1ρ 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; PMCID: PMC6550344.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    83. 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: 7     Fields:    Translation:Humans
    84. 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; PMCID: PMC6329038.
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    85. 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; PMCID: PMC6428078.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    86. 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; PMCID: PMC6361700.
      View in: PubMed   Mentions: 23     Fields:    Translation:Humans
    87. 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: 9     Fields:    Translation:Humans
    88. 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; PMCID: PMC6429905.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    89. 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; PMCID: PMC6521715.
      View in: PubMed   Mentions: 42     Fields:    Translation:Humans
    90. 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; PMCID: PMC7238867.
      View in: PubMed   Mentions: 4     Fields:    Translation:HumansCTClinical Trials
    91. 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; PMCID: PMC6174097.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    92. Local associations between knee cartilage T1ρ 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; PMCID: PMC6049815.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    93. 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; PMCID: PMC6013406.
      View in: PubMed   Mentions: 127     Fields:    Translation:Humans
    94. Longitudinal changes in MR T1ρ/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; PMCID: PMC7322765.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    95. 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; PMCID: PMC6709529.
      View in: PubMed   Mentions: 25     Fields:    Translation:Humans
    96. 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; PMCID: PMC5599391.
      View in: PubMed   Mentions: 18     Fields:    Translation:Humans
    97. Gait Characteristics Associated With a Greater Increase in Medial Knee Cartilage T1ρ 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: 40     Fields:    Translation:Humans
    98. 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; PMCID: PMC5794666.
      View in: PubMed   Mentions: 12     Fields:    Translation:HumansCTClinical Trials
    99. 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; PMCID: PMC5962017.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    100. MRI and biomechanics multidimensional data analysis reveals R2 -R1ρ 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; PMCID: PMC5967390.
      View in: PubMed   Mentions: 19     Fields:    Translation:Humans
    101. 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; PMCID: PMC5529281.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    102. 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, Arthritis Foundation-ACL Consortium. PMID: 28768432.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    103. Principal component analysis-T1ρ 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, AF-ACL Consortium. PMID: 28090441; PMCID: PMC5219968.
      View in: PubMed   Mentions: 6  
    104. Bone marrow edema-like lesions (BMELs) are associated with higher T1ρ 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; PMCID: PMC5219965.
      View in: PubMed   Mentions: 10  
    105. 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; PMCID: PMC7263373.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    106. Evaluating radiocarpal cartilage matrix changes 3-months after anti-TNF treatment for rheumatoid arthritis using MR T1ρ 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: 6     Fields:    Translation:Humans
    107. Analysis of the articular cartilage T1ρ 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; PMCID: PMC6863081.
      View in: PubMed   Mentions: 33     Fields:    Translation:Humans
    108. Composite metric R2  - R1ρ (1/T2  - 1/T1ρ ) 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, AF-ACL Consortium. PMID: 27563836; PMCID: PMC7021321.
      View in: PubMed   Mentions: 11     Fields:    Translation:Humans
    109. Longitudinal study using voxel-based relaxometry: Association between cartilage T1ρ 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; PMCID: PMC5350069.
      View in: PubMed   Mentions: 20     Fields:    Translation:Humans
    110. T1ρ 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; PMCID: PMC6860013.
      View in: PubMed   Mentions: 22     Fields:    Translation:Humans
    111. Baseline cartilage quality is associated with voxel-based T1ρ 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, AF-ACL Consortium. PMID: 27138363; PMCID: PMC6860012.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    112. 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; PMCID: PMC4853834.
      View in: PubMed   Mentions: 20  
    113. T1ρ 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; PMCID: PMC4955678.
      View in: PubMed   Mentions: 31     Fields:    Translation:Humans
    114. 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; PMCID: PMC7181410.
      View in: PubMed   Mentions: 28     Fields:    Translation:Humans
    115. The association between MR T1ρ 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; PMCID: PMC4907855.
      View in: PubMed   Mentions: 24     Fields:    Translation:Humans
    116. 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; PMCID: PMC5470142.
      View in: PubMed   Mentions: 20     Fields:    Translation:Humans
    117. Inter- and intra-rater reliability of patellofemoral kinematic and contact area quantification by fast spin echo MRI and correlation with cartilage health by quantitative T1ρ MRI. Knee. 2016 Jan; 23(1):13-9. Lau BC, Thuillier DU, Pedoia V, Chen EY, Zhang Z, Feeley BT, Souza RB. PMID: 26746045; PMCID: PMC4762728.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    118. MR T1ρ 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; PMCID: PMC4799742.
      View in: PubMed   Mentions: 17     Fields:    Translation:Humans
    119. 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; PMCID: PMC4724417.
      View in: PubMed   Mentions: 10     Fields:    Translation:Humans
    120. Fully automatic analysis of the knee articular cartilage T1ρ 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; PMCID: PMC5018211.
      View in: PubMed   Mentions: 45     Fields:    Translation:Humans
    121. Cartilage T1ρ 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; PMCID: PMC4663102.
      View in: PubMed   Mentions: 44     Fields:    Translation:Humans
    122. 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; PMCID: PMC5019115.
      View in: PubMed   Mentions: 24     Fields:    Translation:Humans
    123. Accelerating T1ρ 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; PMCID: PMC4834045.
      View in: PubMed   Mentions: 19     Fields:    Translation:Humans
    124. 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; PMCID: PMC7238841.
      View in: PubMed   Mentions: 32     Fields:    Translation:Humans
    125. 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; PMCID: PMC4485602.
      View in: PubMed   Mentions: 11     Fields:    Translation:Humans
    126. 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.
    127. Snow cover thickness estimation using radial basis function networks. The Cryosphere. 2013; 3(7):841-845. Binaghi E., Pedoia V., Guglielmin M.
    128. 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.
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