Frontiers in Systems BiologySystems BiologyPeer-reviewed journal article
Mathematical Modeling of Bone Remodeling after Surgical Menopause
Anna C. NelsoniD, Edwina YeoiD, Yun ZhangiD, Carley V. Cook, Sophie Fischer-HolzhauseniD, Lauryn Keeler BruceiD, Pritha DuttaiD, Samaneh Gholami, Brenda Jane SmithiD, Ashlee N. Ford VersyptiD
Abstract
Osteoporosis is a skeletal pathology characterized by decreased bone mass and structural deterioration resulting from an imbalance in bone metabolic processes. Estrogen deficiency in postmenopausal women leads to an increased risk of osteoporosis, while women who have undergone complete oophorectomies display an even higher risk due to the sudden decrease in estrogen. Some evidence indicates that bone loss slows in the period beyond 15 years after surgery; however, there is substantial uncertainty in clinical data. To explore the effects of surgically induced menopausal transition, here we propose a mathematical model for the bone cell dynamical responses to sudden estrogen deficiency, which extends an existing model for osteoporosis due to aging and natural menopause. Using data on the key impacts observed in female mice and humans after bilateral oophorectomy, this new model considers the role of osteocytes embedded within the bone mineralized matrix in regulating osteoclastogenesis, which results in increased bone resorption after surgical menopause. The values of model parameters in natural and surgical menopause were estimated from aggregated human clinical data from existing longitudinal studies. The new model effectively captures the previously unmodeled increase in bone loss during the first 15 years post-surgical menopause and the rebound in bone mineral density in the long-term. With this model, effects of treatments on targeting osteocyte dynamics could be explored in the future.
- Citations
- 1
- FWCI
- 6.81
- Field percentile
- top 8%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Mathematical Modeling of Estrogen-Mediated Inflammation in the Gut and Immune System
Ariel M. Lighty, Mohammad Aminul Islam, … Ashlee N. Ford Versypt·bioRxiv·Dec 23, 2024
- Osteomacs support osteoclast-mediated resorption and contribute to bone pathology in a postmenopausal osteoporosis mouse model
L. Batoon, S. M. Millard, … A. Pettit·bioRxiv·Feb 5, 2021
- The Role of Osteocyte Estrogen Receptor β in Bone Mass Maintenance and Tibial Stiffness Following Sex Hormone Withdrawal in Male and Female Mice
Xiaoyu Xu, Michell Hoge, … Russell P. Main·bioRxiv·Jun 3, 2026
- Estrogen Deficiency alters Vascularization and Mineralization dynamics: insight from a novel 3D Humanized and Vascularized Bone Organoid Model
M. Bukhari, Mostafa Khabooshani, … Laoise M. McNamara·American Journal of Physiology-Cell PhysiologyPeer-reviewed·Jan 17, 2025
- Regulatory B cells (Bregs) inhibit osteoclastogenesis and prevent bone loss in osteoporotic mice model
L. Sapra, A. Bhardwaj, … R. K. Srivastava·bioRxiv·Mar 10, 2021
- A physiology-based mathematical model of the renin-angiotensin system, bone remodeling, and calcium homeostasis: Effects of estrogen and renin-angiotensin system inhibitors
Melissa M. Stadt, Victoria A. Ralph, Anita T. Layton·PLoS Computational BiologyPeer-reviewed·Sep 22, 2026