The Cellular Dynamics of Bone Remodeling: A Mathematical Model

The mechanical properties of vertebrate bone are largely determined by a process which involves the complex interplay of three different cell types. This process is called bone remodeling and occurs asynchronously at multiple sites in the mature skeleton. The cells involved are bone resorbing osteoclasts, bone matrix producing osteoblasts, and mechanosensing osteocytes. These cells communicate with each other by means of autocrine and paracrine signaling factors and operate in complex entities, the so-called bone multicellular units (BMUs). To investigate the BMU dynamics in silico, we develop a novel mathematical model resulting in a system of nonlinear partial differential equations (PDEs) with time delays. The model describes the osteoblast and osteoclast populations together with the dynamics of the key messenger molecule RANKL and its decoy receptor OPG. Scaling theory is used to address parameter sensitivity and predict the emergence of pathological remodeling regimes. The model is studied numerical...

[1]  E. Canalis,et al.  Insulin-like growth factors and their role in osteoporosis , 1996, Calcified Tissue International.

[2]  G. M.,et al.  Partial Differential Equations I , 2023, Applied Mathematical Sciences.

[3]  S. Khosla,et al.  Minireview: the OPG/RANKL/RANK system. , 2001, Endocrinology.

[4]  A. Parfitt Osteonal and hemi‐osteonal remodeling: The spatial and temporal framework for signal traffic in adult human bone , 1994, Journal of cellular biochemistry.

[5]  Hisataka Yasuda,et al.  Transforming Growth Factor β Affects Osteoclast Differentiation via Direct and Indirect Actions , 2001, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[6]  Nilima Nigam,et al.  Mathematical Modeling of Spatio‐Temporal Dynamics of a Single Bone Multicellular Unit , 2009, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[7]  Svetlana V Komarova,et al.  Mathematical model of paracrine interactions between osteoclasts and osteoblasts predicts anabolic action of parathyroid hormone on bone. , 2005, Endocrinology.

[8]  V. Chernick,et al.  Remodeling , 2006 .

[9]  Svetlana V Komarova,et al.  Mathematical model predicts a critical role for osteoclast autocrine regulation in the control of bone remodeling. , 2003, Bone.

[10]  J. Eisman,et al.  Changing RANKL/OPG mRNA expression in differentiating murine primary osteoblasts. , 2001, The Journal of endocrinology.

[11]  Alexander G Robling,et al.  Biomechanical and molecular regulation of bone remodeling. , 2006, Annual review of biomedical engineering.

[12]  Josef M. Penninger,et al.  Activated T cells regulate bone loss and joint destruction in adjuvant arthritis through osteoprotegerin ligand , 1999, Nature.

[13]  S. Morony,et al.  osteoprotegerin-deficient mice develop early onset osteoporosis and arterial calcification. , 1998, Genes & development.

[14]  Flemming Melsen,et al.  Cancellous Bone Remodeling Occurs in Specialized Compartments Lined by Cells Expressing Osteoblastic Markers , 2001, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[15]  B. Hall,et al.  Buried alive: How osteoblasts become osteocytes , 2006, Developmental dynamics : an official publication of the American Association of Anatomists.

[16]  Benedikt Hallgrímsson,et al.  Three-dimensional microcomputed tomography imaging of basic multicellular unit-related resorption spaces in human cortical bone. , 2006, The anatomical record. Part A, Discoveries in molecular, cellular, and evolutionary biology.

[17]  Jenneke Klein-Nulend,et al.  Shear stress inhibits while disuse promotes osteocyte apoptosis. , 2004, Biochemical and biophysical research communications.

[18]  Theo H Smit,et al.  Strain-derived canalicular fluid flow regulates osteoclast activity in a remodelling osteon--a proposal. , 2003, Journal of biomechanics.

[19]  P Rüegsegger,et al.  Three-dimensional finite element modelling of non-invasively assessed trabecular bone structures. , 1995, Medical engineering & physics.

[20]  Hiromu Ito,et al.  Remodeling of cortical bone allografts mediated by adherent rAAV-RANKL and VEGF gene therapy , 2005, Nature Medicine.

[21]  T. Smit,et al.  Is BMU‐Coupling a Strain‐Regulated Phenomenon? A Finite Element Analysis , 2000, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[22]  Kosaku Kurata,et al.  Bone Marrow Cell Differentiation Induced by Mechanically Damaged Osteocytes in 3D Gel‐Embedded Culture , 2006, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[23]  Vincent Lemaire,et al.  Modeling the interactions between osteoblast and osteoclast activities in bone remodeling. , 2004, Journal of theoretical biology.

[24]  D B Burr,et al.  Muscle Strength, Bone Mass, and Age‐Related Bone Loss , 1997, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[25]  Wei Yao,et al.  Osteocytes as mechanosensors in the inhibition of bone resorption due to mechanical loading. , 2008, Bone.

[26]  Gethin P Thomas,et al.  Vitamin D Action and Regulation of Bone Remodeling: Suppression of Osteoclastogenesis by the Mature Osteoblast , 2006, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[27]  Carsten Ebmeyer,et al.  Regularity in Sobolev spaces for the fast diffusion and the porous medium equation , 2005 .

[28]  S. M. Sims,et al.  Regulation of cancer cell migration and bone metastasis by RANKL , 2006, Nature.

[29]  David L. Lacey,et al.  Osteoclast differentiation and activation , 2003, Nature.

[30]  C. Milgrom,et al.  Reliable simulations of the human proximal femur by high-order finite element analysis validated by experimental observations. , 2007, Journal of biomechanics.

[31]  David B. Burr,et al.  Remodeling and the repair of fatigue damage , 2005, Calcified Tissue International.

[32]  R. Nissenson,et al.  PTH Differentially Regulates Expression of RANKL and OPG , 2003, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[33]  Mark L. Johnson,et al.  Osteocytes, mechanosensing and Wnt signaling. , 2008, Bone.

[34]  Hideo Mitani,et al.  Periodontal Ligament Cells Under Mechanical Stress Induce Osteoclastogenesis by Receptor Activator of Nuclear Factor κB Ligand Up‐Regulation via Prostaglandin E2 Synthesis , 2002, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[35]  B. Riggs,et al.  The expression of osteoprotegerin and RANK ligand and the support of osteoclast formation by stromal-osteoblast lineage cells is developmentally regulated. , 2000, Endocrinology.

[36]  Gideon A. Rodan,et al.  Control of osteoblast function and regulation of bone mass , 2003, Nature.

[37]  Sundeep Khosla,et al.  Receptor activator of nuclear factor kappaB ligand and osteoprotegerin regulation of bone remodeling in health and disease. , 2008, Endocrine reviews.

[38]  Josef M. Penninger,et al.  Activated T cells regulate bone loss and joint destruction in adjuvant arthritis through osteoprotegerin ligand , 1999, Nature.

[39]  K Yano,et al.  Osteoclast differentiation factor is a ligand for osteoprotegerin/osteoclastogenesis-inhibitory factor and is identical to TRANCE/RANKL. , 1998, Proceedings of the National Academy of Sciences of the United States of America.