publications

Preprints and under review

1. medRxiv

   HyTrax: Deep Sequential Modeling of Serial Musculoskeletal Measurements for Fracture Prediction in the Women’s Health Initiative with External Evaluation in the Framingham Heart Study

   Jongyun Jung and Qing Wu

   medRxiv, Jul 2026

   Under review

   DOI Bib HTML

   @article{jung2026hytrax,
     title = {{HyTrax}: Deep Sequential Modeling of Serial Musculoskeletal Measurements for Fracture Prediction in the Women's Health Initiative with External Evaluation in the Framingham Heart Study},
     author = {Jung, Jongyun and Wu, Qing},
     journal = {medRxiv},
     year = {2026},
     month = jul,
     doi = {10.64898/2026.06.30.26356875},
     note = {Under review},
   }

2. medRxiv

   Prognostic Association of Handgrip-Defined Probable or Possible Sarcopenia Status and Polygenic Risk with 10-Year Fracture Incidence among Black, Hispanic, and White Women: A Women’s Health Initiative Study

   Jongyun Jung and Qing Wu

   medRxiv, Jul 2026

   Under review

   DOI Bib HTML

   @article{jung2026sarcopenia,
     title = {Prognostic Association of Handgrip-Defined Probable or Possible Sarcopenia Status and Polygenic Risk with 10-Year Fracture Incidence among Black, Hispanic, and White Women: A Women's Health Initiative Study},
     author = {Jung, Jongyun and Wu, Qing},
     journal = {medRxiv},
     year = {2026},
     month = jul,
     doi = {10.64898/2026.06.30.26356931},
     note = {Under review}
   }

3. SSRN

   Genetic architecture of aging-related bone mineral density trajectories in diverse women implicates SPTBN1 in fracture risk

   Jongyun Jung and Qing Wu

   SSRN, 2026

   Under review

   DOI Bib HTML

   @article{jung2026sptbn1,
     title = {Genetic architecture of aging-related bone mineral density trajectories in diverse women implicates {SPTBN1} in fracture risk},
     author = {Jung, Jongyun and Wu, Qing},
     journal = {SSRN},
     year = {2026},
     doi = {10.2139/ssrn.6031397},
     note = {Under review}
   }

Published

2026

1. JBMR

   Response Regarding FRAX Performance Across Race/Ethnicity and Genetic Risk in the Women’s Health Initiative

   Qing Wu and Jongyun Jung

   Journal of Bone and Mineral Research, 2026

   Response to published correspondence

   DOI HTML
2. JBMR

   Uncovering Racial and Genetic Disparities in FRAX Performance for Fracture Risk Assessment in Postmenopausal Women

   Qing Wu and Jongyun Jung

   Journal of Bone and Mineral Research, 2026

   DOI Bib HTML

   @article{wu2026frax,
     title = {Uncovering Racial and Genetic Disparities in FRAX Performance for Fracture Risk Assessment in Postmenopausal Women},
     author = {Wu, Qing and Jung, Jongyun},
     journal = {Journal of Bone and Mineral Research},
     volume = {41},
     number = {4},
     pages = {424--433},
     year = {2026},
     doi = {10.1093/jbmr/zjaf160},
   }

2025

1. Osteoporos Int

   Precision fracture risk assessment: leveraging genomic and clinical data for personalized care

   Qing Wu and Jongyun Jung

   Osteoporosis International, 2025

   DOI Bib HTML

   @article{wu2025precision,
     title = {Precision fracture risk assessment: leveraging genomic and clinical data for personalized care},
     author = {Wu, Qing and Jung, Jongyun},
     journal = {Osteoporosis International},
     year = {2025},
     doi = {10.1007/s00198-025-07517-x},
   }

2. Osteoporos Int

   Ensemble-Learning Approach Improves Fracture Prediction Using Genomic and Phenotypic Data

   Qing Wu and Jongyun Jung

   Osteoporosis International, 2025

   DOI Bib HTML

   @article{wu2025ensemble,
     title = {Ensemble-Learning Approach Improves Fracture Prediction Using Genomic and Phenotypic Data},
     author = {Wu, Qing and Jung, Jongyun},
     journal = {Osteoporosis International},
     year = {2025},
     doi = {10.1007/s00198-025-07437-w},
   }

2024

1. PLOS One

   Identification of bone mineral density associated genes with shared genetic architectures across multiple tissues: Functional insights for EPDR1, PKDCC, and SPTBN1

   Jongyun Jung and Qing Wu

   PLOS One, 2024

   DOI Bib HTML

   @article{jung2024sptbn1,
     title = {Identification of bone mineral density associated genes with shared genetic architectures across multiple tissues: Functional insights for {EPDR1}, {PKDCC}, and {SPTBN1}},
     author = {Jung, Jongyun and Wu, Qing},
     journal = {PLOS One},
     year = {2024},
     doi = {10.1371/journal.pone.0300535},
   }

2. PLOS Digit Health

   Artificial Intelligence in Fracture Detection with Different Image Modalities and Data Types: A Systematic Review and Meta-Analysis

   Jongyun Jung, J. Dai, B. Liu, and 1 more author

   PLOS Digital Health, 2024

   DOI Bib HTML

   @article{jung2024aifracture,
     title = {Artificial Intelligence in Fracture Detection with Different Image Modalities and Data Types: A Systematic Review and Meta-Analysis},
     author = {Jung, Jongyun and Dai, J. and Liu, B. and Wu, Qing},
     journal = {PLOS Digital Health},
     year = {2024},
     doi = {10.1371/journal.pdig.0000438},
   }

2023

1. J Transl Med

   Genome-wide polygenic risk score for major osteoporotic fractures in postmenopausal women using associated single nucleotide polymorphisms

   Qing Wu and Jongyun Jung

   Journal of Translational Medicine, 2023

   DOI Bib HTML

   @article{wu2023prs,
     title = {Genome-wide polygenic risk score for major osteoporotic fractures in postmenopausal women using associated single nucleotide polymorphisms},
     author = {Wu, Qing and Jung, Jongyun},
     journal = {Journal of Translational Medicine},
     volume = {21},
     pages = {127},
     year = {2023},
     doi = {10.1186/s12967-023-03974-2},
   }

2021

1. Sci Rep

   Machine learning approaches for the prediction of bone mineral density by using genomic and phenotypic data of 5130 older men

   Qing Wu, Fatma Nasoz, Jongyun Jung, and 3 more authors

   Scientific Reports, 2021

   DOI Bib HTML

   @article{wu2021bmd,
     title = {Machine learning approaches for the prediction of bone mineral density by using genomic and phenotypic data of 5130 older men},
     author = {Wu, Qing and Nasoz, Fatma and Jung, Jongyun and Bhattarai, Bibek and Greenes, Robert A. and Saag, Kenneth G.},
     journal = {Scientific Reports},
     year = {2021},
     doi = {10.1038/s41598-021-83828-3},
   }

2020

1. Calcif Tissue Int

   Machine Learning Approaches for Fracture Risk Assessment: A Comparative Analysis of Genomic and Phenotypic Data in 5130 Older Men

   Qing Wu, Fatma Nasoz, Jongyun Jung, and 2 more authors

   Calcified Tissue International, 2020

   DOI Bib HTML

   @article{wu2020fracture,
     title = {Machine Learning Approaches for Fracture Risk Assessment: A Comparative Analysis of Genomic and Phenotypic Data in 5130 Older Men},
     author = {Wu, Qing and Nasoz, Fatma and Jung, Jongyun and Bhattarai, Bibek and Han, Mira V.},
     journal = {Calcified Tissue International},
     year = {2020},
     doi = {10.1007/s00223-020-00734-y},
   }

2. Genet Epidemiol

   Contribution of Rare Variant(s) to the genetic risk score

   Jongyun Jung and Qing Wu

   Genetic Epidemiology, 2020

   Abstract

2019

1. Thesis

   A Statistical Analysis and Machine Learning of Genomic Data

   Jongyun Jung

   Minnesota State University, Mankato, 2019

   HTML

2014

1. JIFE

   Industrial Systematic Risks and Business Cycles in US Economy

   Jongyun Jung and Kwangwoo Park

   Journal of International Finance and Economics, Oct 2014

   DOI HTML