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1H-MRS and machine learning for predicting voxel-wise histopathology of tumor cells in newly-diagnosed glioma patients

Author:Nate Tran  Jacob Ellison  Oluwaseun Adegbite  James Golden  Yan Li  Joanna Phillips  Devika Nair  Anny Shai  Annette Molinaro  Valentina Pedoia  Javier Villanueva-Meyer  Mitchel Berger  Shawn Hervey-Jumper  Aghi Manish  Susan Chang  J Lupo  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence II  

Program Number:3463  

Room Session:5  

Institution:University of California, San Francisco  

The association of thigh muscle volume and fatty infiltration with knee joint structural damage

Author:Amir Pirmoazen  Upasana Bharadwaj  John Lynch  Valentina Pedoia  Michael Nevitt  Charles McCulloch  Gabby Joseph  Thomas Link  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 12: MSK I  

Session Name:Meniscus, Ligament & Joint  

Program Number:1496  

Room Session:Exhibition Hall:S8 & S9  

Institution:University of California, San Francisco  

AUTOMATIC EVALUATION OF HIP ABDUCTOR MUSCLE QUALITY IN HIP OSTEOARTHRITIS

Author:Alyssa Bird  Francesco Caliva  Sharmila Majumdar  Valentina Pedoia  Richard Souza  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence I  

Program Number:3521  

Room Session:4  

Institution:University of California, San Francisco  

A Cartilage-Specific Loss Function Improves Image Reconstruction Performance in Multiple Tissues of Clinical Interest

Author:Aniket Tolpadi  Francesco Calivà  Misung Han  Emma Bahroos  Peder Larson  Sharmila Majumdar  Valentina Pedoia  

Session Type:Digital Poster  

Session Date:Monday, 09 May 2022  

Topic:Module 14: Image Reconstruction  

Session Name:Deep Learning Image Reconstruction II  

Program Number:0948  

Room Session:Exhibition Hall:S8 & S9  

Institution:UCSF  University of California, Berkeley  

Deep Learning Predicts Synthetic T1rho Maps from T2 Maps for Knee MRI

Author:Michelle Tong  Aniket Tolpadi  Alex Beltran  Sharmila Majumdar  Valentina Pedoia  

Session Type:Oral  

Session Date:Tuesday, 10 May 2022  

Topic:Module 12: MSK I  

Session Name:Cartilage  

Program Number:0345  

Room Session:ICC Capital Suite 7 & 12  

Institution:University of California Berkeley  University of California San Francsico  

Deep-learning based 3D segmentation of thigh muscle and classification of intramuscular fat on T1-weighted axial MRI

Author:Upasana Bharadwaj  Amir Pirmoazen  Zehra Akkaya  John Lynch  Gabby Joseph  Sharmila Majumdar  Valentina Pedoia  Thomas Link  

Session Type:Digital Poster  

Session Date:Thursday, 12 May 2022  

Topic:Module 27: MSK II  

Session Name:Muscle & Tissue  

Program Number:2824  

Room Session:Exhibition Hall:S8 & S9  

Institution:University of California, San Francisco  

DL2: Robustness of Deep Learning Processing on Deep Learning reconstructed Lumbar Spine MRI

Author:Madeline Hess  Emma Bahroos  Misung Han  Kenneth Gao  Valentina Pedoia  Sharmila Majumdar  

Session Type:Digital Poster  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Deep/Machine Learning-Based Image Acquisition & Reconstruction II  

Program Number:1164  

Room Session:Exhibition Hall:S8 & S9  

Institution:University of California, San Francisco  

Feasibility of Simultaneous Bilateral Hip Quantitative MRI

Author:Koren Roach  Misung Han  Thomas Link  Richard Souza  Sharmila Majumdar  Valentina Pedoia  

Session Type:Digital Poster  

Session Date:Wednesday, 11 May 2022  

Topic:Module 12: MSK I  

Session Name:Cartilage  

Program Number:2309  

Room Session:Exhibition Hall:S8 & S9  

Institution:UCSF  

Gadolinium Free Synthetic Inflammation Imaging

Author:Hari Umesh  Francesco Caliva  Jing Liu  Xiaojuan Li  Thomas Link  Sharmila Majumdar  Valentina Pedoia  

Session Type:Oral  

Session Date:Monday, 09 May 2022  

Topic:Module 12: MSK I  

Session Name:Joints  

Program Number:0096  

Room Session:ICC Capital Suite 10-11  

Institution:Cleveland Clinic  UCSF  University of Illinois at Urbana-Champaign  

The Knee Connectome: Studying Localized Synchrony in 8-year Cartilage Changes in Thickness and T2

Author:Jennifer Cummings  Kenneth Gao  Vincent Chen  Alejandro Morales Martinez  Sharmila Majumdar  Valentina Pedoia  

Session Type:Oral  

Session Date:Tuesday, 10 May 2022  

Topic:Module 12: MSK I  

Session Name:Cartilage  

Program Number:0342  

Room Session:ICC Capital Suite 7 & 12  

Institution:University of California, San Francisco  

Large-scale Analysis of Meniscus Morphology as Risk Factor to Incidence of Osteoarthritis

Author:Kenneth Gao  Emily Xie  Vincent Chen  Francesco Caliva  Claudia Iriondo  Richard Souza  Sharmila Majumdar  Valentina Pedoia  

Session Type:Power Pitch  

Session Date:Wednesday, 11 May 2022  

Topic:Module 27: MSK II  

Session Name:Pitch: MSK Power Pitch  

Program Number:0541  

Room Session:Power Pitch Theatre 1  

Institution:University of California, San Francisco  University of California, Berkeley-University of California San Francisco Graduate Program in Bioengineering  

Large-scale Analysis of Meniscus Morphology as Risk Factor to Incidence of Osteoarthritis

Author:Kenneth Gao  Emily Xie  Vincent Chen  Francesco Caliva  Claudia Iriondo  Richard Souza  Sharmila Majumdar  Valentina Pedoia  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 11 May 2022  

Topic:

Session Name:Poster: MSK Power Poster  

Program Number:0541  

Room Session:Power Pitch Theatre 1  

Institution:University of California, San Francisco  University of California, Berkeley-University of California San Francisco Graduate Program in Bioengineering  

A Recurrent Encoder-Decoder Network Accelerates T2 Mapping in Knee, Hip and Lumbar Spine

Author:Aniket Tolpadi  Francesco Calivà  Misung Han  Valentina Pedoia  Sharmila Majumdar  

Session Type:Digital Poster  

Session Date:Monday, 09 May 2022  

Topic:Module 30: Quantitative Imaging  

Session Name:Relaxation & Multiparameter Mapping II  

Program Number:1339  

Room Session:Exhibition Hall:S8 & S9  

Institution:UCSF  University of California, Berkeley  

Special Topics I: Unsupervised vs. Supervised Learning

Author:Valentina Pedoia  

Session Type:Weekend Course  

Session Date:Saturday, 07 May 2022  

Topic:

Session Name:Machine Learning: From Mathematical Models to Clinical Practice  

Program Number:

Room Session:ICC Capital Hall 2  

Institution:University of California, San Francisco  

    Super Resolution Segmentation of the Scapula from Clinical MRI

    Author:Francesco Caliva  Victoria Wong  Favian Su  Drew Lansdown  Valentina Pedoia  

    Session Type:Digital Poster  

    Session Date:Tuesday, 10 May 2022  

    Topic:Module 12: MSK I  

    Session Name:Joints  

    Program Number:1414  

    Room Session:Exhibition Hall:S8 & S9  

    Institution:University of California San Francisco  

    Tissue-level probabilistic mapping of treatment-induced effects in recurrent glioblastoma

    Author:Jacob Ellison  Nate Tran  Julia Cluceru  Joanna Phillips  Anny Shai  Devika Nair  Annette Molinaro  Valentina Pedoia  Yan Li  Javier Villanueva-Meyer  Mitchel Berger  Shawn Hervey-Jumper  Manish Aghi  Susan Chang  Janine Lupo  

    Session Type:Digital Poster  

    Session Date:Thursday, 12 May 2022  

    Topic:Module 10: Neurological Conditions  

    Session Name:Brain Tumors II  

    Program Number:2743  

    Room Session:Exhibition Hall:S8 & S9  

    Institution:UCSF  UCSF - UC Berkeley  

    Towards Clinical Translation of Machine Learning-based Automated Prescription of Spine MRI Acquisitions

    Author:Eugene Ozhinsky  Felix Liu  Valentina Pedoia  Sharmila Majumdar  

    Session Type:Digital Poster  

    Session Date:Tuesday, 10 May 2022  

    Topic:Module 21: Machine Learning and Artificial Intelligence  

    Session Name:Machine Learning/Artificial Intelligence: Clinical Application II  

    Program Number:1518  

    Room Session:Exhibition Hall:S8 & S9  

    Institution:University of California San Francisco  

    Using deep learning to generate missing anatomical imaging contrasts required for lesion segmentation in patients with glioma.

    Author:Ozan Genc  Pranathi Chunduru  Annette Molinaro  Valentina Pedoia  Susan Chang  Javier Villanueva-Meyer  Janine Lupo Palladino  

    Session Type:Online Gather.town Pitches  

    Session Date:Monday, 09 May 2022  

    Topic:Module 5: Machine Learning/Artificial Intelligence  

    Session Name:Machine Learning & Artificial Intelligence II  

    Program Number:3460  

    Room Session:5  

    Institution:Johnson & Johnson  University of California San Francisco