ArticleFrontiers in endocrinology2020
Automatic Vertebral Body Segmentation Based on Deep Learning of Dixon Images for Bone Marrow Fat Fraction Quantification.
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In one paragraph
Article in Frontiers in endocrinology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed, 1 pooled it
1.8field-weighted citation impact, top 16% of its field
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it, 35 citations in OpenAlex.
- Artificial Intelligence and Computer Vision in Low Back Pain: A Systematic Review.International journal of environmental research and public health · 2021Pooled it
- Deep Learning for Analysis of Bone Marrow Adiposity: Breakthroughs from Recent Large-Scale Analyses in the UK Biobank.Current osteoporosis reports · 2026Review
- The Application of Artificial Intelligence in Spine Surgery: A Scoping Review.Journal of the American Academy of Orthopaedic Surgeons. Global research & reviews · 2025Article
- A deep learning aided bone marrow segmentation of quantitative fat MRI for myelofibrosis patients.Frontiers in oncology · 2025Article
- A study on early diagnosis for fracture non-union prediction using deep learning and bone morphometric parameters.Frontiers in medicine · 2025Article
- A novel deep learning method for large-scale analysis of bone marrow adiposity using UK Biobank Dixon MRI data.Computational and structural biotechnology journal · 2024Article
- Automated shape-independent assessment of the spatial distribution of proton density fat fraction in vertebral bone marrow.Zeitschrift fur medizinische Physik · 2024Article
- One Model to Synthesize Them All: Multi-Contrast Multi-Scale Transformer for Missing Data Imputation.IEEE transactions on medical imaging · 2023Article
- The use of deep learning in medical imaging to improve spine care: A scoping review of current literature and clinical applications.North American Spine Society journal · 2023Article
- Deep Learning for Multi-Tissue Segmentation and Fully Automatic Personalized Biomechanical Models from BACPAC Clinical Lumbar Spine MRI.Pain medicine (Malden, Mass.) · 2023Article
- Deep Learning-Based Medical Images Segmentation of Musculoskeletal Anatomical Structures: A Survey of Bottlenecks and Strategies.Bioengineering (Basel, Switzerland) · 2023Review
- Detection of sarcopenia using deep learning-based artificial intelligence body part measure system (AIBMS).Frontiers in physiology · 2023Article
- The contributions of cartilage endplate composition and vertebral bone marrow fat to intervertebral disc degeneration in patients with chronic low back pain.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2022Observational
- Current development and prospects of deep learning in spine image analysis: a literature review.Quantitative imaging in medicine and surgery · 2022Review
- Automatic segmentation model of intercondylar fossa based on deep learning: a novel and effective assessment method for the notch volume.BMC musculoskeletal disorders · 2022Article
- Multi-scanner and multi-modal lumbar vertebral body and intervertebral disc segmentation database.Scientific data · 2022Article
- Fully automated radiomic screening pipeline for osteoporosis and abnormal bone density with a deep learning-based segmentation using a short lumbar mDixon sequence.Quantitative imaging in medicine and surgery · 2022Article
- Texture Analysis Using CT and Chemical Shift Encoding-Based Water-Fat MRI Can Improve Differentiation Between Patients With and Without Osteoporotic Vertebral Fractures.Frontiers in endocrinology · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors at 2 institutions in 1 country.
Jiamin ZhouDepartment of Radiology and Biomedical Imaging, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
Pablo F DamascenoDepartment of Radiology and Biomedical Imaging, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
Ravi ChachadDepartment of Radiology and Biomedical Imaging, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
Justin R CheungDepartment of Radiology and Biomedical Imaging, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
Alexander BallatoriDepartment of Orthopaedic Surgery, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
Jeffrey C LotzDepartment of Orthopaedic Surgery, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
Ann A LazarDepartment of Preventive and Restorative Dental Sciences, School of Dentistry, University of California, San Francisco, San Francisco, CA, United States.
Thomas M LinkDepartment of Radiology and Biomedical Imaging, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
Aaron J FieldsDepartment of Orthopaedic Surgery, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
Roland KrugDepartment of Radiology and Biomedical Imaging, School of Medicine, University of California, San Francisco, San Francisco, CA, United States.
University of California, San Francisco · USUniversity of California System · US
Funding
Back Pain Consortium (BACPAC) Research Program Data Integration, Algorithm Development and Operations Management CenterU24AR076730 · NIAMS · UNIV OF NORTH CAROLINA CHAPEL HILL · PI ANSTROM, KEVIN J, IVANOVA, ANASTASIA · 2019 to 2024
$60.0MUCSF Core Center for Patient-centric Mechanistic Phenotyping in Chronic Low Back PainU19AR076737 · NIAMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI BAILEY, JEANNIE FERN · 2019 to 2023
$34.1MZIDOVUDINE &LAMIVUDINE &NEVIRAPINE COMBINATION THERAPY IN HIV 1 INFM01RR001271 · NCRR · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI KESSLER, DAVID A · 1985 to 2006
$22.7MUCSF Nutrition Obesity Research CenterP30DK098722 · NIDDK · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI CHRISTIAN VAISSE · 2015 to 2026
$14.6MSkeletal Biology and Biomechanics (SBB) CoreP30AR075055 · NIAMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI EDWARD C HSIAO · 2019 to 2026
$7.1MPhenotypes of pathologic vertebral endplate degenerationR01AR063705 · NIAMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI LOTZ, JEFFREY C. · 2013 to 2017
$3.0MBone quality and marrow adiposity in subjects with HIVR01AI125080 · NIAID · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI KAZAKIA, GALATEIA J, KRUG, ROLAND · 2017 to 2021
$2.7MRole of the cartilage endplate in spinal disc degenerationR01AR070198 · NIAMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI FIELDS, AARON J · 2017 to 2021
$1.7MNovel imaging of endplate biomarkers in chronic low back painUH2AR076719 · NIAMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI FIELDS, AARON J, KRUG, ROLAND · 2019 to 2019
$1.1MNCRR NIH HHS M01 RR001271NIAID NIH HHS R01 AI125080NIAMS NIH HHS P30 AR075055NIAMS NIH HHS R01 AR063705NIAMS NIH HHS R01 AR070198NIAMS NIH HHS U19 AR076737NIAMS NIH HHS U24 AR076730NIAMS NIH HHS UH2 AR076719NIDDK NIH HHS P30 DK098722
Abstract
PubMed holds no abstract for this paper.
Indexed as
Deep LearningAdipose TissueAdultBone MarrowFemaleHumansImage Processing, Computer-AssistedMagnetic Resonance ImagingMaleMiddle AgedRetrospective StudiesSpinebiomarkersbone marrow fatdeep learningmagnetic resonance imagingsegmentationspine imaging
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.