Abstract
One of only a few approved and available anabolic treatments for severe osteoporosis is daily injections of PTH (1-34). This drug has a specific dual action which can act either anabolically or catabolically depending on the type of administration, i.e. intermittent or continuous, respectively. In this paper, we present a mechanistic pharmacokinetic–pharmacodynamic model of the action of PTH in postmenopausal osteoporosis. This model accounts for anabolic and catabolic activities in bone remodelling under intermittent and continuous administration of PTH. The model predicts evolution of common bone biomarkers and bone volume fraction (BV/TV) over time. We compared the relative changes in BV/TV resulting from a daily injection of 20 \(\upmu\)g of PTH with experimental data from the literature. Simulation results indicate a site-specific bone gain of 8.66\(\%\) (9.4 ± 1.13\(\%\)) at the lumbar spine and 3.14\(\%\) (2.82 ± 0.72\(\%\)) at the femoral neck. Bone gain depends nonlinearly on the administered dose, being, respectively, 0.68\(\%\), 3.4\(\%\) and 6.16\(\%\) for a 10, 20 and 40 \(\upmu\)g PTH dose at the FN over 2 years. Simulations were performed also taking into account a bone mechanical disuse to reproduce elderly frail subjects. The results show that mechanical disuse ablates the effects of PTH and leads to a 1.08% reduction of bone gain at the FN over a 2-year treatment period for the 20 \(\upmu\)g of PTH. The developed model can simulate a range of pathological conditions and treatments in bones including different PTH doses, different mechanical loading environments and combinations. Consequently, the model can be used for testing and generating hypotheses related to synergistic action between PTH treatment and physical activity.
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References
Ashman RB, Cowin SC, Van Buskirk WC, Rice JC (1984) A continuous wave technique for the measurement of the elastic properties of cortical bone. J Biomech 17(5):349–361. https://doi.org/10.1016/0021-9290(84)90029-0
Bellido T, Ali AA, Plotkin LI, Fu Q, Gubrij I, Roberson PK, Weinstein RS, O’Brien CA, Manolagas SC, Jilka RL (2003) Proteasomal degradation of Runx2 shortens parathyroid hormone-induced anti-apoptotic signaling in osteoblasts. J Biol Chem 278(50):50259–50272. https://doi.org/10.1074/jbc.M307444200
Brent MB, Brüel A, Thomsen JS (2018) PTH (1-34) and growth hormone in prevention of disuse osteopenia and sarcopenia in rats. Bone 110(1):244–253. https://doi.org/10.1016/j.bone.2018.02.017
Canalis E (2018) Novel anabolic treatments for osteoporosis. Eur J Endocrinol 178(2):33–44. https://doi.org/10.1530/EJE-17-0920
Chu N, Li XN, Chen WL, Xu HR (2007) Pharmacokinetics and safety of recombinant human parathyroid hormone (1-34) (teriparatide) after single ascending doses in Chinese healthy volunteers. Pharmazie 62(11):869–871. https://doi.org/10.1691/ph.2007.11.7576
Dobnig H (2004) A review of teriparatide and its clinical efficacy in the treatment of osteoporosis. Expert Opin Pharmacother 5(5):1153–1162. https://doi.org/10.1517/14656566.5.5.1153
Eli Lilly & Company (2014) FORTEO teriparatide (rbe) injection—instruction guide
Ferrari S (2014) Future directions for new medical entities in osteoporosis. Best practice and research. Clin Endocrinol Metab 28(6):859–870. https://doi.org/10.1016/j.beem.2014.08.002
Fritsch A, Hellmich C (2007) ’Universal’ microstructural patterns in cortical and trabecular, extracellular and extravascular bone materials: micromechanics-based prediction of anisotropic elasticity. J Theor Biol 244(4):597–620. https://doi.org/10.1016/j.jtbi.2006.09.013
Frost HM (1983) A determinant of bone architecture. Clin Orthop Relat Res 175(1):286–292. https://doi.org/10.1097/00003086-198305000-00047
Harris S, Dawson-Hugues B (1992) Rates of change in bone mineral density of the spine, heel, femoral neck and radius in healthy postmenopausal women. Bone Miner 17(1):87–95. https://doi.org/10.1016/0169-6009(92)90713-N
Hildebrand T, Laib A, Muller R, Dequeker J, Ruegsegger P (1999) Direct three-dimensional morphometric analysis of human cancellous bone: microstructural data from spine, femur, iliac crest, and calcaneus. J Bone Miner Res 14(7):1167–1174. https://doi.org/10.1359/jbmr.1999.14.7.1167
Jambekhar SS, Breen PJ (2012) Extravascular routes of drug administration. Basic pharmacokinetics (chap 6), 2nd edn. Pharmaceutical Press, London, pp 105–126
Kostenuik PJ, Harris J, Halloran BP, Turner RT, Morey-Holton ER, Bikle DD (1999) Skeletal unloading causes resistance of osteoprogenitor cells to parathyroid hormone and to insulin-like growth factor-I. J Bone Miner Res 14(1):21–31. https://doi.org/10.1359/jbmr.1999.14.1.21
Langdahl B, Ferrari S, Dempster DW (2016) Bone modeling and remodeling: potential as therapeutic targets for the treatment of osteoporosis. Ther Adv Musculoskelet Dis 8(6):225–235. https://doi.org/10.1177/1759720X16670154
Leder BZ, Neer RM, Wyland JJ, Lee HW, Burnett-Bowie SAM, Finkelstein JS (2009) Effects of teriparatide treatment and discontinuation in postmenopausal women and eugonadal men with osteoporosis. J Clin Endocrinol Metab 94(8):2915–2921. https://doi.org/10.1210/jc.2008-2630
Leder BZ, Tsai JN, Uihlein AV, Burnett-Bowie SAM, Zhu Y, Foley K, Lee H, Neer RM (2014) Two years of denosumab and teriparatide administration in postmenopausal women with osteoporosis (The DATA extension study): a randomized controlled trial. J Clin Endocrinol Metab 99(5):1694–1700. https://doi.org/10.1210/jc.2013-4440
Lin YC, Wang MJJ, Wang EM (2004) The comparisons of anthropometric characteristics among four peoples in east Asia. Appl Ergon 35(2):173–178. https://doi.org/10.1016/j.apergo.2004.01.004
Martin M, Sansalone V, Cooper DM, Forwood MR, Pivonka P (2019) Mechanobiological osteocyte feedback drives mechanostat regulation of bone in a multiscale computational model. Biomech Model Mechanobiol 18(5):1475–14796. https://doi.org/10.1007/s10237-019-01158-w
Martínez-Reina J, Pivonka P (2019) Effects of long-term treatment of denosumab on bone mineral density: insights from an in-silico model of bone mineralization. Bone 125(1):87–95. https://doi.org/10.1016/j.bone.2019.04.022
Nazarian A, Muller J, Zurakowski D, Müller R, Snyder BD (2007) Densitometric, morphometric and mechanical distributions in the human proximal femur. J Biomech 40(11):2573–2579. https://doi.org/10.1016/j.jbiomech.2006.11.022
Neer RM, Arnaud CD, Zanchetta JR, Prince R, Gaich GA, Reginster JY, Hodsman AB, Eriksen EF, Ish-Shalom S, Genant HK, Wang O, Mitlak BH (2001) Effect of recombinant human parathyroid hormone (1–84) on vertebral fracture and bone mineral density in postmenopausal women with osteoporosis. N Engl J Med 344(19):1434–1441. https://doi.org/10.1056/NEJM200105103441904
Pastrama MI, Scheiner S, Pivonka P, Hellmich C (2018) A mathematical multiscale model of bone remodeling, accounting for pore space-specific mechanosensation. Bone 107(1):208–221. https://doi.org/10.1016/j.bone.2017.11.009
Peterson MC, Riggs MM (2010) A physiologically based mathematical model of integrated calcium homeostasis and bone remodeling. Bone 46(1):49–63. https://doi.org/10.1016/j.bone.2009.08.053
Pivonka P, Zimak J, Smith DW, Gardiner BS, Dunstan CR, Sims NA, Martin TJ, Mundy GR (2008) Model structure and control of bone remodeling: a theoretical study. Bone 43(2):249–263. https://doi.org/10.1016/j.bone.2008.03.025
Pivonka P, Zimak J, Smith DW, Gardiner BS, Dunstan CR, Sims NA, John Martin T, Mundy GR (2010) Theoretical investigation of the role of the RANK-RANKL-OPG system in bone remodeling. J Theor Biol 262(2):306–316. https://doi.org/10.1016/j.jtbi.2009.09.021
Pivonka P, Buenzli PR, Scheiner S, Hellmich C, Dunstan CR (2013) The influence of bone surface availability in bone remodelling: a mathematical model including coupled geometrical and biomechanical regulations of bone cells. Eng Struct 47:134–147. https://doi.org/10.1016/j.engstruct.2012.09.006
Riggs BL, Parfitt AM (2005) Drugs used to treat osteoporosis: the critical need for a uniform nomenclature based on their action on bone remodeling. J Bone Miner Res 20(2):177–184. https://doi.org/10.1359/JBMR.041114
Saag KG, Shane E, Boonen S, Marín F, Donley DW, Taylor KA, Dalsky GP, Marcus R (2007) Teriparatide or alendronate in glucocorticoid-induced osteoporosis. N Engl J Med 357(20):2028–2039. https://doi.org/10.1056/NEJMoa071408
Satterwhite J, Heathman M, Miller PD, Marín F, Glass EV, Dobnig H (2010) Pharmacokinetics of teriparatide (rhPTH[1-34]) and calcium pharmacodynamics in postmenopausal women with osteoporosis. Calcif Tissue Int 87(6):485–492. https://doi.org/10.1007/s00223-010-9424-6
Scheiner S, Pivonka P, Hellmich C (2013) Coupling systems biology with multiscale mechanics, for computer simulations of bone remodeling. Comput Methods Appl Mech Eng 254(1):181–196. https://doi.org/10.1016/j.cma.2012.10.015
Scheiner S, Pivonka P, Smith DW, Dunstan CR, Hellmich C (2014) Mathematical modeling of postmenopausal osteoporosis and its treatment by the anti-catabolic drug denosumab. Int J Numer Methods Biomed Eng 30(1):1–27. https://doi.org/10.1002/cnm.2584
Silva BC, Bilezikian JP (2015) Parathyroid hormone: anabolic and catabolic actions on the skeleton. Curr Opin Pharmacol 22(1):41–50. https://doi.org/10.1016/j.coph.2015.03.005
Subbiah V, Madsen VS, Raymond AK, Benjamin RS, Ludwig JA (2010) Of mice and men: divergent risks of teriparatide-induced osteosarcoma. Osteoporos Int 21(6):1041–1045. https://doi.org/10.1007/s00198-009-1004-0
Sugiyama T, Saxon LK, Zaman G, Moustafa A, Sunters A, Price JS, Lanyon LE (2008) Mechanical loading enhances the anabolic effects of intermittent parathyroid hormone (1-34) on trabecular and cortical bone in mice. Bone 43(2):238–248. https://doi.org/10.1016/j.bone.2008.04.012
Tanaka S, Sakai A, Tanaka M, Otomo H, Okimoto N, Sakata T, Nakamura T (2004) Skeletal unloading alleviates the anabolic action of intermittent PTH(1-34) in mouse tibia in association with inhibition of PTH-induced increase in c-fos mRNA in bone marrow cells. J Bone Miner Res 19(11):1813–1820. https://doi.org/10.1359/JBMR.040808
Trichilo S, Scheiner S, Forwood M, Cooper DM, Pivonka P (2019) Computational model of the dual action of PTH: application to a rat model of osteoporosis. J Theor Biol 473(1):67–79. https://doi.org/10.1016/j.jtbi.2019.04.020
Acknowledgements
Mister Maxence Lavaill gratefully acknowledges the support by the Queensland University of Technology, in the framework of the Supervisor’s PhD Scholarship Program.
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Appendices
Appendix 1: PK model calibrated on an Asian population
Asian populations are usually lighter than Caucasian populations. This will have an influence on the created PK model. Indeed, the volume of distribution \(V_{ d}\) represents the one-compartment model described in Sect. 2.1. We consider an average weight of 50 kg for an Asian osteoporotic female population (Lin et al. 2004). We deduce the volume of distribution from the average weight as \(V_{ d} = 1.7\) L/kg as the pharmacokinetics of PTH in humans is linear. Hence, we can simulate our PK model as we did previously in Sect. 2.1.
Appendix 2: \(OB_a\) apoptosis rate H function
The H function driving the OB\(_{ a}\) apoptosis rate is important in our model as it will translate intracellular signal (Bcl-2 concentration) into a cell response and will be one of the major drivers of the dual response of PTH. We calibrated this function using the parameters shown in Table 2 such that \(H_{ PTH}^- = 1\) at the PTH concentration baseline (cf. Fig. 8, green dot). In the case of intermittent daily injections, the \(H_{ PTH}^-\) will decrease the value of osteoblast apoptosis rate (red dot in Fig. 8), whereas continuous administration (cf. Fig. 4) will lead to a catabolic answer and therefore will increase apoptosis rate of OB\(_{ a}\) by setting the \(H_{ PTH}^-\) above 1 (blue dot in Fig. 8).
Appendix 3: Model parameters
See Table 6.
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Lavaill, M., Trichilo, S., Scheiner, S. et al. Study of the combined effects of PTH treatment and mechanical loading in postmenopausal osteoporosis using a new mechanistic PK-PD model. Biomech Model Mechanobiol 19, 1765–1780 (2020). https://doi.org/10.1007/s10237-020-01307-6
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DOI: https://doi.org/10.1007/s10237-020-01307-6