Osteoporosis: A multiscale modeling viewpoint

Nicola Paoletti, Pietro Liò, Emanuela Merelli, Marco Viceconti

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

Our work focuses on bone remodeling with a multiscale breadth that ranges from modeling intracellular and intercellular RANK/RANKL signaling to tissue dynamics. Several important findings provide clear evidences of the multiscale properties of bone formation and of the links between RANK/RANKL and bone density in health and disease conditions. Recent studies indicate that the circulating levels of OPG and RANKL are inversely related to bone turnover and bone mineral density (BMD) and contribute to the development of osteoporosis in postmenopausal women, and thalassemia-induced osteoporosis. We make use of a spatial process algebra, the Shape Calculus, to control stochastic cell agents that are continuously remodeling the bone. We found that our description is effective for such a multiscale, multilevel process and that RANKL signaling small dynamic concentration defects are greatly amplified by the continuous alternation of absorption and formation resulting in large structural bone defects.

Original languageEnglish
Title of host publicationProceedings of the 9th International Conference on Computational Methods in Systems Biology, CMSB'11
Pages183-193
Number of pages11
DOIs
Publication statusPublished - 2011
Event9th International Conference on Computational Methods in Systems Biology, CMSB'11 - Paris, France
Duration: Sep 21 2011Sep 23 2011

Other

Other9th International Conference on Computational Methods in Systems Biology, CMSB'11
CountryFrance
CityParis
Period9/21/119/23/11

Fingerprint

Osteoporosis
Multiscale Modeling
Bone Remodeling
Bone
Bone Density
Bone and Bones
Postmenopausal Osteoporosis
Thalassemia
Calculi
Osteogenesis
Defects
Spatial Process
Remodeling
Breadth
Process Algebra
Alternation
Stochastic Control
Health
Calculus
Absorption

Keywords

  • agent-based simulation
  • bone remodeling
  • multiscale
  • osteoporosis
  • shape calculus

ASJC Scopus subject areas

  • Biochemistry, Genetics and Molecular Biology(all)
  • Computational Mathematics

Cite this

Paoletti, N., Liò, P., Merelli, E., & Viceconti, M. (2011). Osteoporosis: A multiscale modeling viewpoint. In Proceedings of the 9th International Conference on Computational Methods in Systems Biology, CMSB'11 (pp. 183-193) https://doi.org/10.1145/2037509.2037536

Osteoporosis : A multiscale modeling viewpoint. / Paoletti, Nicola; Liò, Pietro; Merelli, Emanuela; Viceconti, Marco.

Proceedings of the 9th International Conference on Computational Methods in Systems Biology, CMSB'11. 2011. p. 183-193.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Paoletti, N, Liò, P, Merelli, E & Viceconti, M 2011, Osteoporosis: A multiscale modeling viewpoint. in Proceedings of the 9th International Conference on Computational Methods in Systems Biology, CMSB'11. pp. 183-193, 9th International Conference on Computational Methods in Systems Biology, CMSB'11, Paris, France, 9/21/11. https://doi.org/10.1145/2037509.2037536
Paoletti N, Liò P, Merelli E, Viceconti M. Osteoporosis: A multiscale modeling viewpoint. In Proceedings of the 9th International Conference on Computational Methods in Systems Biology, CMSB'11. 2011. p. 183-193 https://doi.org/10.1145/2037509.2037536
Paoletti, Nicola ; Liò, Pietro ; Merelli, Emanuela ; Viceconti, Marco. / Osteoporosis : A multiscale modeling viewpoint. Proceedings of the 9th International Conference on Computational Methods in Systems Biology, CMSB'11. 2011. pp. 183-193
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