Valentina Pedoia, PhD
Associate Professor
Radiology
School of Medicine

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.

• Large-Scale Analysis of Meniscus Morphology as Risk Factor for Knee Osteoarthritis.
  Arthritis & rheumatology (Hoboken, N.J.) 2023 Gao KT, Xie E, Chen V, Iriondo C, Calivà F, Souza RB, Majumdar S, Pedoia V
• Effects of T1p Characteristics of Load-Bearing Hip Cartilage on Bilateral Knee Patellar Cartilage Subregions: Subjects With None to Moderate Radiographic Hip Osteoarthritis.
  Journal of magnetic resonance imaging : JMRI 2023 Bhattacharjee R, Thahakoya R, Luitjens J, Han M, Roach KE, Jiang F, Souza RB, Pedoia V, Majumdar S
• Arthritis Foundation/HSS Workshop on Hip Osteoarthritis, Part 2: Detecting Hips at Risk: Early Biomechanical and Structural Mechanisms.
  HSS journal : the musculoskeletal journal of Hospital for Special Surgery 2023 Vassileva MT, Kim JS, Valle AGD, Harris MD, Pedoia V, Lattanzi R, Kraus VB, Pascual-Garrido C, Bostrom MP
• Associations between weight change, knee subcutaneous fat and cartilage thickness in overweight and obese individuals: 4-Year data from the osteoarthritis initiative.
  Osteoarthritis and cartilage 2023 Joseph GB, Takakusagi M, Arcilla G, Lynch JA, Pedoia V, Majumdar S, Lane NE, Nevitt MC, McCulloch CE, Link TM
• Deep Learning for Multi-Tissue Segmentation and Fully Automatic Personalized Biomechanical Models from BACPAC Clinical Lumbar Spine MRI.
  Pain medicine (Malden, Mass.) 2023 Hess M, Allaire B, Gao KT, Tibrewala R, Inamdar G, Bharadwaj U, Chin C, Pedoia V, Bouxsein M, Anderson D, Majumdar S
• Technology and Tool Development for BACPAC: Qualitative and Quantitative Analysis of Accelerated Lumbar Spine MRI with Deep-Learning Based Image Reconstruction at 3T.
  Pain medicine (Malden, Mass.) 2023 Han M, Bahroos E, Hess ME, Chin CT, Gao KT, Shin DD, Villanueva-Meyer JE, Link TM, Pedoia V, Majumdar S
• The Back Pain Consortium (BACPAC) Research Program: Structure, Research Priorities, and Methods.
  Pain medicine (Malden, Mass.) 2023 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, …
• MRI Advancements in Musculoskeletal Clinical and Research Practice.
  Radiology 2023 Sneag DB, Abel F, Potter HG, Fritz J, Koff MF, Chung CB, Pedoia V, Tan ET
• The knee connectome: A novel tool for studying spatiotemporal change in cartilage thickness.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2023 Cummings J, Gao K, Chen V, Morales Martinez A, Iriondo C, Caliva F, Majumdar S, Pedoia V
• Comparing bone shape models from deep learning processing of magnetic resonance imaging to computed tomography-based models.
  JSES international 2023 Wong V, Calivá F, Su F, Pedoia V, Lansdown D
• Persistent underloading of patellofemoral joint following hamstring autograft ACL reconstruction is associated with cartilage health.
  Osteoarthritis and cartilage 2023 Liao TC, Bird A, Samaan MA, Pedoia V, Majumdar S, Souza RB
• Synthetic Inflammation Imaging with PatchGAN Deep Learning Networks.
  Bioengineering (Basel, Switzerland) 2023 Tolpadi AA, Luitjens J, Gassert FG, Li X, Link TM, Majumdar S, Pedoia V
• Deep learning for automated, interpretable classification of lumbar spinal stenosis and facet arthropathy from axial MRI.
  European radiology 2023 Bharadwaj UU, Christine M, Li S, Chou D, Pedoia V, Link TM, Chin CT, Majumdar S
• K2S Challenge: From Undersampled K-Space to Automatic Segmentation.
  Bioengineering (Basel, Switzerland) 2023 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, …
• Trajectory of knee health in runners with and without heightened osteoarthritis risk: the TRAIL prospective cohort study protocol.
  BMJ open 2023 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, …
• The effect of interactions between BMI and sustained depressive symptoms on knee osteoarthritis over 4 years: data from the osteoarthritis initiative.
  BMC musculoskeletal disorders 2023 Joseph GB, McCulloch CE, Nevitt MC, Lynch J, Lane NE, Pedoia V, Majumdar S, Link TM
• 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 : the journal of arthroscopic & related surgery : official publication of the Arthroscopy Association of North America and the International Arthroscopy Association 2022 Namiri NK, Càliva F, Martinez AM, Pedoia V, Lansdown DA
• Region of interest-specific loss functions improve T2 quantification with ultrafast T2 mapping MRI sequences in knee, hip and lumbar spine.
  Scientific reports 2022 Tolpadi AA, Han M, Calivà F, Pedoia V, Majumdar S
• Personalized Risk Model and Leveraging of Magnetic Resonance Imaging-Based Structural Phenotypes and Clinical Factors to Predict Incidence of Radiographic Osteoarthritis.
  Arthritis care & research 2022 Lee JJ, Namiri NK, Astuto B, Link TM, Majumdar S, Pedoia V
• Utilizing a Digital Swarm Intelligence Platform to Improve Consensus Among Radiologists and Exploring Its Applications.
  Journal of digital imaging 2022 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
• Baseline cartilage T1ρ and T2 predicted patellofemoral joint cartilage lesion progression and patient-reported outcomes after ACL reconstruction.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2022 Xie D, Tanaka M, Pedoia V, Li AK, Facchetti L, Neumann J, Lartey R, Souza RB, Link TM, Benjamin Ma C, Li X
• The KNee OsteoArthritis Prediction (KNOAP2020) challenge: An image analysis challenge to predict incident symptomatic radiographic knee osteoarthritis from MRI and X-ray images.
  Osteoarthritis and cartilage 2022 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, …
• Evaluation of 2 Novel Ratio-Based Metrics for Lumbar Spinal Stenosis.
  AJNR. American journal of neuroradiology 2022 Bharadwaj UU, Ben-Natan AR, Huang J, Pedoia V, Chou D, Majumdar S, Link TM, Chin CT
• 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.
  Journal of magnetic resonance imaging : JMRI 2022 Roach KE, Souza RB, Majumdar S, Pedoia V
• Association of patella alignment with cartilage relaxation times and self-reported symptoms in individuals with patellofemoral degeneration.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2022 Liao TC, Pedoia V, Link TM, Majumdar S, Souza RB
• Automatic detection and voxel-wise mapping of lumbar spine Modic changes with deep learning.
  JOR spine 2022 Gao KT, Tibrewala R, Hess M, Bharadwaj UU, Inamdar G, Link TM, Chin CT, Pedoia V, Majumdar S
• Improving the noninvasive classification of glioma genetic subtype with deep learning and diffusion-weighted imaging.
  Neuro-oncology 2022 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
• Use of machine learning in osteoarthritis research: a systematic literature review.
  RMD open 2022 Binvignat M, Pedoia V, Butte AJ, Louati K, Klatzmann D, Berenbaum F, Mariotti-Ferrandiz E, Sellam J
• The Use of Multiple Imaging Studies Before Shoulder Stabilization Surgery Is Increasing.
  Arthroscopy, sports medicine, and rehabilitation 2022 Salesky MA, Zhang AL, Ma CB, Feeley BT, Pedoia V, Lansdown DA
• Surface spherical encoding and contrastive learning for virtual bone shape aging.
  Medical image analysis 2022 Calivá F, Kamat S, Morales Martinez A, Majumdar S, Pedoia V
• Clinical language search algorithm from free-text: facilitating appropriate imaging.
  BMC medical imaging 2022 Chaudhari GR, Chillakuru YR, Chen TL, Pedoia V, Vu TH, Hess CP, Seo Y, Sohn JH
• Hip-Knee Joint Coordination Patterns are Associated With Patellofemoral Joint Cartilage Composition in Patients With Anterior Cruciate Ligament Reconstruction.
  Journal of applied biomechanics 2022 Samaan MA, Pedoia V, Tanaka MS, Souza RB, Benjamin Ma C, Li X
• Using AI to Improve Radiographic Fracture Detection.
  Radiology 2021 Link TM, Pedoia V
• Posterior Tibial Slope, Notch Width, Condylar Morphology, Trochlear Inclination, and Tibiofemoral Mismatch Predict Outcomes Following Anterior Cruciate Ligament Reconstruction.
  Arthroscopy : the journal of arthroscopic & related surgery : official publication of the Arthroscopy Association of North America and the International Arthroscopy Association 2021 Bongbong DN, Oeding JF, Ma CB, Pedoia V, Lansdown DA
• Augmenting Osteoporosis Imaging with Machine Learning.
  Current osteoporosis reports 2021 Pedoia V, Caliva F, Kazakia G, Burghardt AJ, Majumdar S
• Studying osteoarthritis with artificial intelligence applied to magnetic resonance imaging.
  Nature reviews. Rheumatology 2021 Calivà F, Namiri NK, Dubreuil M, Pedoia V, Ozhinsky E, Majumdar S
• Institution-wide shape analysis of 3D spinal curvature and global alignment parameters.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2021 Iriondo C, Mehany S, Shah R, Bharadwaj U, Bahroos E, Chin C, Diab M, Pedoia V, Majumdar S
• Uncovering associations between data-driven learned qMRI biomarkers and chronic pain.
  Scientific reports 2021 Morales AG, Lee JJ, Caliva F, Iriondo C, Liu F, Majumdar S, Pedoia V
• AI MSK clinical applications: cartilage and osteoarthritis.
  Skeletal radiology 2021 Joseph GB, McCulloch CE, Sohn JH, Pedoia V, Majumdar S, Link TM
• Magnetization-prepared spoiled gradient-echo snapshot imaging for efficient measurement of R2 -R1ρ in knee cartilage.
  Magnetic resonance in medicine 2021 Han M, Tibrewala R, Bahroos E, Pedoia V, Majumdar S
• Longitudinal Changes of Patellar Alignment Before and After Anterior Cruciate Ligament Reconstruction With Hamstring Autograft.
  The American journal of sports medicine 2021 Liao TC, Pedoia V, Majumdar S, Souza RB
• Deep learning for large scale MRI-based morphological phenotyping of osteoarthritis.
  Scientific reports 2021 Namiri NK, Lee J, Astuto B, Liu F, Shah R, Majumdar S, Pedoia V
• Erratum: Automatic Deep Learning-assisted Detection and Grading of Abnormalities in Knee MRI Studies.
  Radiology. Artificial intelligence 2021 Astuto B, Flament I, Namiri NK, Shah R, Bharadwaj U, Link TM, Bucknor MD, Pedoia V, Majumdar S
• 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, Md.) 2021 Joseph GB, Ramezanpour S, McCulloch CE, Nevitt MC, Lynch J, Lane NE, Pedoia V, Majumdar S, Link TM
• The International Workshop on Osteoarthritis Imaging Knee MRI Segmentation Challenge: A Multi-Institute Evaluation and Analysis Framework on a Standardized Dataset.
  Radiology. Artificial intelligence 2021 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 …
• Automatic hip abductor muscle fat fraction estimation and association with early OA cartilage degeneration biomarkers.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2021 Tibrewala R, Pedoia V, Lee J, Kinnunen C, Popovic T, Zhang AL, Link TM, Souza RB, Majumdar S
• Automatic Deep Learning-assisted Detection and Grading of Abnormalities in Knee MRI Studies.
  Radiology. Artificial intelligence 2021 Astuto B, Flament I, K Namiri N, Shah R, Bharadwaj U, M Link T, D Bucknor M, Pedoia V, Majumdar S
• Multivariate functional principal component analysis identifies waveform features of gait biomechanics related to early-to-moderate hip osteoarthritis.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2020 Roach KE, Pedoia V, Lee JJ, Popovic T, Link TM, Majumdar S, Souza RB
• Towards understanding mechanistic subgroups of osteoarthritis: 8-year cartilage thickness trajectory analysis.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2020 Iriondo C, Liu F, Calivà F, Kamat S, Majumdar S, Pedoia V
• Longitudinal analysis of the contribution of 3D patella and trochlear bone shape on patellofemoral joint osteoarthritic features.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2020 Liao TC, Jergas H, Tibrewala R, Bahroos E, Link TM, Majumdar S, Souza RB, Pedoia V
• Multiparametric MRI characterization of knee articular cartilage and subchondral bone shape in collegiate basketball players.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2020 Gao KT, Pedoia V, Young KA, Kogan F, Koff MF, Gold GE, Potter HG, Majumdar S
• Editorial Commentary: Can We Evaluate Glenoid Bone With Magnetic Resonance Imaging? Yes, If You Have the Right Sequence.
  Arthroscopy : the journal of arthroscopic & related surgery : official publication of the Arthroscopy Association of North America and the International Arthroscopy Association 2020 Lansdown DA, Pedoia V
• Deep Learning for Hierarchical Severity Staging of Anterior Cruciate Ligament Injuries from MRI.
  Radiology. Artificial intelligence 2020 Namiri NK, Flament I, Astuto B, Shah R, Tibrewala R, Caliva F, Link TM, Pedoia V, Majumdar S
• T2 analysis of the entire osteoarthritis initiative dataset.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2020 Razmjoo A, Caliva F, Lee J, Liu F, Joseph GB, Link TM, Majumdar S, Pedoia V
• Medical Imaging with Deep Learning
  Breaking Speed Limits with Simultaneous Ultra-Fast MRI Reconstruction and Tissue Segmentation 2020 Calivá, F. Shah, R. Bharadwaj, U. Majumdar, S. Larson, P Pedoia V.
• Medical Imaging with Deep Learning
  Addressing The False Negative Problem of MRI Reconstruction Networks by Adversarial Attacks and Robust Training 2020 Cheng, V. Calivá, F. Shah, R. Han, M. Majumdar, S. Pedoia, V.
• Patellar Malalignment Is Associated With Patellofemoral Lesions and Cartilage Relaxation Times After Hamstring Autograft Anterior Cruciate Ligament Reconstruction.
  The American journal of sports medicine 2020 Liao TC, Martinez AGM, Pedoia V, Ma BC, Li X, Link TM, Majumdar S, Souza RB
• Incremental inputs improve the automated detection of implant loosening using machine-learning algorithms.
  The bone & joint journal 2020 Shah RF, Bini SA, Martinez AM, Pedoia V, Vail TP
• Altered tibiofemoral position following ACL reconstruction is associated with cartilage matrix changes: A voxel-based relaxometry analysis.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2020 Li AK, Ochoa JK, Pedoia V, Amano K, Souza RB, Li X, Ma CB
• Computer-Aided Detection AI Reduces Interreader Variability in Grading Hip Abnormalities With MRI.
  Journal of magnetic resonance imaging : JMRI 2020 Tibrewala R, Ozhinsky E, Shah R, Flament I, Crossley K, Srinivasan R, Souza R, Link TM, Pedoia V, Majumdar S
• Deep Learning Predicts Total Knee Replacement from Magnetic Resonance Images.
  Scientific reports 2020 Tolpadi AA, Lee JJ, Pedoia V, Majumdar S
• Learning osteoarthritis imaging biomarkers from bone surface spherical encoding.
  Magnetic resonance in medicine 2020 Morales Martinez A, Caliva F, Flament I, Liu F, Lee J, Cao P, Shah R, Majumdar S, Pedoia V
• Automatic Hip Fracture Identification and Functional Subclassification with Deep Learning.
  Radiology. Artificial intelligence 2020 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
• Principal Component Analysis of Simultaneous PET-MRI Reveals Patterns of Bone-Cartilage Interactions in Osteoarthritis.
  Journal of magnetic resonance imaging : JMRI 2020 Tibrewala R, Pedoia V, Bucknor M, Majumdar S
• Lumbar intervertebral disc characterization through quantitative MRI analysis: An automatic voxel-based relaxometry approach.
  Magnetic resonance in medicine 2020 Iriondo C, Pedoia V, Majumdar S
• Development and Validation of a Multitask Deep Learning Model for Severity Grading of Hip Osteoarthritis Features on Radiographs.
  Radiology 2020 von Schacky CE, Sohn JH, Liu F, Ozhinsky E, Jungmann PM, Nardo L, Posadzy M, Foreman SC, Nevitt MC, Link TM, Pedoia V
• Radiographic shoulder parameters and their relationship to outcomes following rotator cuff repair: a systematic review.
  Shoulder & elbow 2020 Zaid MB, Young NM, Pedoia V, Feeley BT, Ma CB, Lansdown DA
• Six-month post-surgical elevations in cartilage T1rho relaxation times are associated with functional performance 2 years after ACL reconstruction.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2019 Li AK, Pedoia V, Tanaka M, Souza RB, Ma CB, Li X
• Deep Learning for Lesion Detection, Progression, and Prediction of Musculoskeletal Disease.
  Journal of magnetic resonance imaging : JMRI 2019 Kijowski R, Liu F, Caliva F, Pedoia V
• Rapid Knee MRI Acquisition and Analysis Techniques for Imaging Osteoarthritis.
  Journal of magnetic resonance imaging : JMRI 2019 Chaudhari AS, Kogan F, Pedoia V, Majumdar S, Gold GE, Hargreaves BA
• Extracting Voxel-Based Cartilage Relaxometry Features in Hip Osteoarthritis Subjects Using Principal Component Analysis.
  Journal of magnetic resonance imaging : JMRI 2019 Liao TC, Pedoia V, Neumann J, Link TM, Souza RB, Majumdar S
• [18 F]-Sodium Fluoride PET/MR Imaging for Bone-Cartilage Interactions in Hip Osteoarthritis: A Feasibility Study.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2019 Tibrewala R, Bahroos E, Mehrabian H, Foreman SC, Link TM, Pedoia V, Majumdar S
• Anatomic shoulder parameters and their relationship to the presence of degenerative rotator cuff tears and glenohumeral osteoarthritis: a systematic review and meta-analysis.
  Journal of shoulder and elbow surgery 2019 Zaid MB, Young NM, Pedoia V, Feeley BT, Ma CB, Lansdown DA
• Variation in the Thickness of Knee Cartilage. The Use of a Novel Machine Learning Algorithm for Cartilage Segmentation of Magnetic Resonance Images.
  The Journal of arthroplasty 2019 Shah RF, Martinez AM, Pedoia V, Majumdar S, Vail TP, Bini SA
• Applying Densely Connected Convolutional Neural Networks for Staging Osteoarthritis Severity from Plain Radiographs.
  Journal of digital imaging 2019 Norman B, Pedoia V, Noworolski A, Link TM, Majumdar S
• Diagnosing osteoarthritis from T2 maps using deep learning: an analysis of the entire Osteoarthritis Initiative baseline cohort.
  Osteoarthritis and cartilage 2019 Pedoia V, Lee J, Norman B, Link TM, Majumdar S
• 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 and cartilage 2019 Zhong Q, Pedoia V, Tanaka M, Neumann J, Link TM, Ma B, Lin J, Li X
• Structural Changes over a Short Period Are Associated with Functional Assessments in Rheumatoid Arthritis.
  The Journal of rheumatology 2019 Shimizu T, Cruz A, Tanaka M, Mamoto K, Pedoia V, Burghardt AJ, Heilmeier U, Link TM, Graf J, Imboden JB, Li X
• An Abnormal Tibial Position Is Associated With Alterations in the Meniscal Matrix: A 3-Year Longitudinal Study After Anterior Cruciate Ligament Reconstruction.
  Orthopaedic journal of sports medicine 2019 Markes AR, Knox J, Zhong Q, Pedoia V, Li X, Ma CB
• Hip joint muscle forces during gait in patients with femoroacetabular impingement syndrome are associated with patient reported outcomes and cartilage composition.
  Journal of biomechanics 2018 Samaan MA, Zhang AL, Popovic T, Pedoia V, Majumdar S, Souza RB
• Abnormal Biomechanics at 6 Months Are Associated With Cartilage Degeneration at 3 Years After Anterior Cruciate Ligament Reconstruction.
  Arthroscopy : the journal of arthroscopic & related surgery : official publication of the Arthroscopy Association of North America and the International Arthroscopy Association 2018 Shimizu T, Samaan MA, Tanaka MS, Pedoia V, Souza RB, Li X, Ma CB
• Translation of morphological and functional musculoskeletal imaging.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2018 Pedoia V, Majumdar S
• MR study of longitudinal variations in proximal femur 3D morphological shape and associations with cartilage health in hip osteoarthritis.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2018 Inamdar G, Pedoia V, Rossi-Devries J, Samaan MA, Link TM, Souza RB, Majumdar S
• 3D convolutional neural networks for detection and severity staging of meniscus and PFJ cartilage morphological degenerative changes in osteoarthritis and anterior cruciate ligament subjects.
  Journal of magnetic resonance imaging : JMRI 2018 Pedoia V, Norman B, Mehany SN, Bucknor MD, Link TM, Majumdar S
• Longitudinal analysis of tibiofemoral cartilage contact area and position in ACL reconstructed patients.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2018 Chen E, Amano K, Pedoia V, Souza RB, Ma CB, Li X
• Using multidimensional topological data analysis to identify traits of hip osteoarthritis.
  Journal of magnetic resonance imaging : JMRI 2018 Rossi-deVries J, Pedoia V, Samaan MA, Ferguson AR, Souza RB, Majumdar S
• Local associations between knee cartilage T1ρ and T2 relaxation times and patellofemoral joint stress during walking: A voxel-based relaxometry analysis.
  The Knee 2018 Teng HL, Pedoia V, Link TM, Majumdar S, Souza RB
• 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 Norman B, Pedoia V, Majumdar S
• Longitudinal changes in MR T1ρ/T2 signal of meniscus and its association with cartilage T1p/T2 in ACL-injured patients.
  Osteoarthritis and cartilage 2018 Knox J, Pedoia V, Wang A, Tanaka M, Joseph GB, Neumann J, Link TM, Li X, Ma CB
• Frontal Plane Knee Mechanics and Early Cartilage Degeneration in People With Anterior Cruciate Ligament Reconstruction: A Longitudinal Study.
  The American journal of sports medicine 2017 Kumar D, Su F, Wu D, Pedoia V, Heitkamp L, Ma CB, Souza RB, Li X
• Variations in Knee Kinematics After ACL Injury and After Reconstruction Are Correlated With Bone Shape Differences.
  Clinical orthopaedics and related research 2017 Lansdown DA, Pedoia V, Zaid M, Amano K, Souza RB, Li X, Ma CB
• Gait Characteristics Associated With a Greater Increase in Medial Knee Cartilage T1ρ and T2 Relaxation Times in Patients Undergoing Anterior Cruciate Ligament Reconstruction.
  The American journal of sports medicine 2017 Teng HL, Wu D, Su F, Pedoia V, Souza RB, Ma CB, Li X
• A novel mr-based method for detection of cartilage delamination in femoroacetabular impingement patients.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2017 Samaan MA, Pedoia V, Zhang AL, Gallo MC, Link TM, Souza RB, Majumdar S
• Study of the interactions between proximal femur 3d bone shape, cartilage health, and biomechanics in patients with hip Osteoarthritis.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2017 Pedoia V, Samaan MA, Inamdar G, Gallo MC, Souza RB, Majumdar S
• MRI and biomechanics multidimensional data analysis reveals R2 -R1ρ as an early predictor of cartilage lesion progression in knee osteoarthritis.
  Journal of magnetic resonance imaging : JMRI 2017 Pedoia V, Haefeli J, Morioka K, Teng HL, Nardo L, Souza RB, Ferguson AR, Majumdar S
• Cyclops lesions are associated with altered gait patterns and medial knee joint cartilage degeneration at 1 year after ACL-reconstruction.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2017 Samaan MA, Facchetti L, Pedoia V, Tanaka MS, Link TM, Souza RB, Ma CB, Li X
• Effects of Surgical Factors on Cartilage Can Be Detected Using Quantitative Magnetic Resonance Imaging After Anterior Cruciate Ligament Reconstruction.
  The American journal of sports medicine 2017 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
• 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.
  Quantitative imaging in medicine and surgery 2016 Gong J, Pedoia V, Facchetti L, Link TM, Ma CB, Li X
• Principal component analysis-T1ρ voxel based relaxometry of the articular cartilage: a comparison of biochemical patterns in osteoarthritis and anterior cruciate ligament subjects.
  Quantitative imaging in medicine and surgery 2016 Pedoia V, Russell C, Randolph A, Li X, Majumdar S, AF-ACL Consortium
• 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 and cartilage 2016 Russell C, Pedoia V, Souza RB, Majumdar S
• Evaluating radiocarpal cartilage matrix changes 3-months after anti-TNF treatment for rheumatoid arthritis using MR T1ρ imaging.
  Journal of magnetic resonance imaging : JMRI 2016 Ku E, Pedoia V, Tanaka M, Heilmeier U, Imboden J, Graf J, Link T, Li X
• Analysis of the articular cartilage T1ρ and T2 relaxation times changes after ACL reconstruction in injured and contralateral knees and relationships with bone shape.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2016 Pedoia V, Su F, Amano K, Li Q, McCulloch CE, Souza RB, Link TM, Ma BC, Li X
• 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.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2016 Russell C, Pedoia V, Majumdar S, AF-ACL Consortium
• Longitudinal study using voxel-based relaxometry: Association between cartilage T1ρ and T2 and patient reported outcome changes in hip osteoarthritis.
  Journal of magnetic resonance imaging : JMRI 2016 Pedoia V, Gallo MC, Souza RB, Majumdar S
• T1ρ and T2 -based characterization of regional variations in intervertebral discs to detect early degenerative changes.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2016 Pandit P, Talbott JF, Pedoia V, Dillon W, Majumdar S
• Baseline cartilage quality is associated with voxel-based T1ρ and T2 following ACL reconstruction: A multicenter pilot study.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2016 Russell C, Pedoia V, Amano K, Potter H, Majumdar S, AF-ACL Consortium
• Persistent Biomechanical Alterations After ACL Reconstruction Are Associated With Early Cartilage Matrix Changes Detected by Quantitative MR.
  Orthopaedic journal of sports medicine 2016 Amano K, Pedoia V, Su F, Souza RB, Li X, Ma CB
• T1ρ and T2 relaxation times are associated with progression of hip osteoarthritis.
  Osteoarthritis and cartilage 2016 Gallo MC, Wyatt C, Pedoia V, Kumar D, Lee S, Nardo L, Link TM, Souza RB, Majumdar S
• Segmentation of joint and musculoskeletal tissue in the study of arthritis.
  Magma (New York, N.Y.) 2016 Pedoia V, Majumdar S, Link TM
• The association between MR T1ρ and T2 of cartilage and patient-reported outcomes after ACL injury and reconstruction.
  Osteoarthritis and cartilage 2016 Su F, Pedoia V, Teng HL, Kretzschmar M, Lau BC, McCulloch CE, Link TM, Ma CB, Li X
• Imaging Bone-Cartilage Interactions in Osteoarthritis Using [18F]-NaF PET-MRI.
  Molecular imaging 2016 Savic D, Pedoia V, Seo Y, Yang J, Bucknor M, Franc BL, Majumdar S
• 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.
  The Knee 2015 Lau BC, Thuillier DU, Pedoia V, Chen EY, Zhang Z, Feeley BT, Souza RB
• MR T1ρ and T2 of meniscus after acute anterior cruciate ligament injuries.
  Osteoarthritis and cartilage 2015 Wang A, Pedoia V, Su F, Abramson E, Kretzschmar M, Nardo L, Link TM, McCulloch CE, Jin C, Ma CB, Li X
• 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 in biomedicine 2015 Liu J, Pedoia V, Heilmeier U, Ku E, Su F, Khanna S, Imboden J, Graf J, Link T, Li X
• Fully automatic analysis of the knee articular cartilage T1ρ relaxation time using voxel-based relaxometry.
  Journal of magnetic resonance imaging : JMRI 2015 Pedoia V, Li X, Su F, Calixto N, Majumdar S
• Cartilage T1ρ and T2 relaxation times: longitudinal reproducibility and variations using different coils, MR systems and sites.
  Osteoarthritis and cartilage 2015 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
• Three-dimensional MRI-based statistical shape model and application to a cohort of knees with acute ACL injury.
  Osteoarthritis and cartilage 2015 Pedoia V, Lansdown DA, Zaid M, McCulloch CE, Souza R, Ma CB, Li X
• Accelerating T1ρ cartilage imaging using compressed sensing with iterative locally adapted support detection and JSENSE.
  Magnetic resonance in medicine 2015 Zhou Y, Pandit P, Pedoia V, Rivoire J, Wang Y, Liang D, Li X, Ying L
• Abnormal tibial position is correlated to early degenerative changes one year following ACL reconstruction.
  Journal of orthopaedic research : official publication of the Orthopaedic Research Society 2015 Zaid M, Lansdown D, Su F, Pedoia V, Tufts L, Rizzo S, Souza RB, Li X, Ma CB
• Reproducibility measurements of three methods for calculating in vivo MR-based knee kinematics.
  Journal of magnetic resonance imaging : JMRI 2014 Lansdown DA, Zaid M, Pedoia V, Subburaj K, Souza R, Benjamin C, Li X
• 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.
• Snow cover thickness estimation using radial basis function networks
  The Cryosphere 2013 Binaghi E., Pedoia V., Guglielmin M.
• Functional magnetic resonance imaging: comparison between activation maps and computation pipelines in a clinical context.
  Magnetic resonance imaging 2012 Pedoia V, Strocchi S, Colli V, Binaghi E, Conte L
• Automatic MRI 2D brain segmentation using graph searching technique.
  International journal for numerical methods in biomedical engineering 2012 Pedoia V, Binaghi E
• Lecture Notes in Computer Science - Image Analysis and Processing
  Fully Automatic Brain Tumor Segmentation by using Competitive EM and Graph Cut