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Mathematical modeling of intracellular calcium in presence of receptor: a homeostatic model for endothelial cell

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Abstract

Calcium is a ubiquitous molecule and second messenger that regulates many cellular functions ranging from exocytosis to cell proliferation at different time scales. In the vasculature, a constant adenosine triphosphate (ATP) concentration is maintained because of ATP released by red blood cells (RBCs). These ATP molecules continuously react with purinergic receptors on the surface of endothelial cells (ECs). Consequently, a cascade of chemical reactions are triggered that result in a transient cytoplasmic calcium (Ca\(^{2+}\)), followed by return to its basal concentration. The mathematical models proposed in the literature are able to reproduce the transient peak. However, the trailing concentration is always higher than the basal cytoplasmic Ca\(^{2+}\) concentrations, and the Ca\(^{2+}\) concentration in endoplasmic reticulum (ER) remains lower than its initial concentration. This means that the intracellular homeostasis is not recovered. We propose, herein, a minimal model of calcium kinetics. We find that the desensitization of EC surface receptors due to phosphorylation and recycling plays a vital role in maintaining calcium homeostasis in the presence of a constant stimulus (ATP). The model is able to capture several experimental observations such as refilling of Ca\(^{2+}\) in the ER, variation of cytoplasmic Ca\(^{2+}\) transient peak in ECs, the resting cytoplasmic Ca\(^{2+}\) concentration, the effect of removing ATP from the plasma on Ca\(^{2+}\) homeostasis, and the saturation of cytoplasmic Ca\(^{2+}\) transient peak with increase in ATP concentration. Direct confrontation with several experimental results is conducted. This work paves the way for systematic studies on coupling between blood flow and chemical signaling, and should contribute to a better understanding of the relation between (patho)physiological conditions and Ca\(^{2+}\) kinetics.

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References

  • Atri A, Amundson J, Clapham D, Sneyd J (1993) A single-pool model for intracellular calcium oscillations and waves in the Xenopus laevis oocyte. Biophys J 65:1727–1739

    Article  Google Scholar 

  • Bennett M, Farnell L, Gibson W (2005) A quantitative model of purinergic junctional transmission of calcium waves in astrocyte networks. Biophys J 89:2235–2250

    Article  Google Scholar 

  • Berridge MJ, Bootman MD, Roderick HL (2003) Calcium signalling: dynamics, homeostasis and remodelling. Nat Rev Mol Cell Biol 4:517–529

    Article  Google Scholar 

  • Billaud M, Lohman AW, Johnstone SR, Biwer LA, Mutchler S, Isakson BE (2014) Regulation of cellular communication by signaling microdomains in the blood vessel wall. Pharmacol Rev 66:513–569

    Article  Google Scholar 

  • Borghans JM, Dupont G, Goldbeter A (1997) Complex intracellular calcium oscillations A theoretical exploration of possible mechanisms. Biophys Chem 66:25–41

    Article  Google Scholar 

  • Carter T, Pearson J (1992) Regulation of prostacyclin synthesis in endothelial cells. Physiology 7:64–69

    Article  Google Scholar 

  • Carter T, Newton J, Jacob R, Pearson J (1990) Homologous desensitization of ATP-mediated elevations in cytoplasmic calcium and prostacyclin release in human endothelial cells does not involve protein kinase C. Biochem J 272:217–221

    Article  Google Scholar 

  • Chachisvilis M, Zhang Y-L, Frangos JA (2006) G protein-coupled receptors sense fluid shear stress in endothelial cells. Proc Natl Acad Sci 103:15463–15468

    Article  Google Scholar 

  • Colden-Stanfield M, Schilling WP, Ritchie AK, Eskin SG, Navarro LT, Kunze DL (1987) Bradykinin-induced increases in cytosolic calcium and ionic currents in cultured bovine aortic endothelial cells. Circ Res 61:632–640

    Article  Google Scholar 

  • Comerford A, Plank M, David T (2008) Endothelial nitric oxide synthase and calcium production in arterial geometries: an integrated fluid mechanics/cell model. J Biomech Eng 130:1

    Article  Google Scholar 

  • Cuthbertson K, Chay T (1991) Modelling receptor-controlled intracellular calcium oscillators. Cell Calcium 12:97–109

    Article  Google Scholar 

  • Davignon J, Ganz P (2004) Role of endothelial dysfunction in atherosclerosis. Circulation 109:3

    Article  Google Scholar 

  • Dhandapani P, Dondapati SK, Zemella A, Bräuer D, Wüstenhagen DA, Mergler S, Kubick S (2021) Targeted esterase-induced dye (TED) loading supports direct calcium imaging in eukaryotic cell-free systems. RSC Adv 11(27):16285–16296

    Article  Google Scholar 

  • Dupont G, Erneux C (1997) Simulations of the effects of inositol 1, 4, 5-trisphosphate 3-kinase and 5-phosphatase activities on Ca\(^{2+}\) oscillations. Cell Calcium 22:321–331

    Article  Google Scholar 

  • Dupont G, Goldbeter A (1993) One-pool model for Ca\(^{2+}\) oscillations involving Ca\(^{2+}\) and inositol 1, 4, 5-trisphosphate as co-agonists for Ca\(^{2+}\) release. Cell Calcium 14:311–322

    Article  Google Scholar 

  • Dupont G, Lokenye EFL, Challiss RJ (2011) A model for Ca\(^{2+}\) oscillations stimulated by the type 5 metabotropic glutamate receptor: an unusual mechanism based on repetitive, reversible phosphorylation of the receptor. Biochimie 93:2132–2138

    Article  Google Scholar 

  • Dupont G, Falcke M, Kirk V, Sneyd J (2016) Models of calcium signalling, vol 43. Springer

    MATH  Google Scholar 

  • Felix JA, Woodruff ML, Dirksen ER (1996) Stretch increases inositol 1, 4, 5-trisphosphate concentration in airway epithelial cells. Am J Respir Cell Mol Biol 14:296–301

    Article  Google Scholar 

  • Garrad RC, Otero MA, Erb L, Theiss PM, Clarke LL, Gonzalez FA, Turner JT, Weisman GA (1998) Structural basis of agonist-induced desensitization and sequestration of the P2Y2 nucleotide receptor: consequences of truncation of the C terminus. J Biol Chem 273:29437–29444

    Article  Google Scholar 

  • Gou Z, Zhang H, Abbasi M, Misbah C (2021) Red blood cells under flow show maximal ATP release for specific hematocrit. Biophys J 120:4819–4831

    Article  Google Scholar 

  • Henderson MJ, Wires ES, Trychta KA, Yan X, Harvey BK (2015) Monitoring endoplasmic reticulum calcium homeostasis using a Gaussia luciferase SERCaMP. JoVE J Vis Exp 103:e53199

    Google Scholar 

  • Jacob R, Merritt JE, Hallam TJ, Rink TJ (1988) Repetitive spikes in cytoplasmic calcium evoked by histamine in human endothelial cells. Nature 335:40–45

    Article  Google Scholar 

  • Kapela A, Bezerianos A, Tsoukias NM (2008) A mathematical model of Ca\(^{2+}\) dynamics in rat mesenteric smooth muscle cell: agonist and NO stimulation. J Theor Biol 253:238–260

    Article  MathSciNet  MATH  Google Scholar 

  • Kummer U, Olsen LF, Dixon CJ, Green AK, Bornberg-Bauer E, Baier G (2000) Switching from simple to complex oscillations in calcium signaling. Biophys J 79:1188–1195

    Article  Google Scholar 

  • Lemon G, Gibson W, Bennett M (2003) Metabotropic receptor activation, desensitization and sequestration-I: modelling calcium and inositol 1, 4, 5-trisphosphate dynamics following receptor activation. J Theor Biol 223:93–111

    Article  MathSciNet  MATH  Google Scholar 

  • Li L-F, Xiang C, Qin K-R (2015) Modeling of TRPV\(_4\)-C\(_1\)-mediated calcium signaling in vascular endothelial cells induced by fluid shear stress and ATP. Biomech Model Mechanobiol 14:979–993

    Article  Google Scholar 

  • Lückhoff A, Busse R (1986) Increased free calcium in endothelial cells under stimulation with adenine nucleotides. J Cell Physiol 126:414–420

    Article  Google Scholar 

  • Mahama PA, Linderman JJ (1994) Calcium signaling in individual BC3H1 cells: speed of calcium mobilization and heterogeneity. Biotech Prog 10:45–54

    Article  Google Scholar 

  • Malli R, Frieden M, Trenker M, Graier WF (2005) The role of mitochondria for Ca\(^{2+}\) refilling of the endoplasmic reticulum. J Biol Chem 280:12114–12122

    Article  Google Scholar 

  • Malli R, Frieden M, Hunkova M, Trenker M, Graier W (2007) Ca\(^{2+}\) refilling of the endoplasmic reticulum is largely preserved albeit reduced Ca\(^{2+}\) entry in endothelial cells. Cell Calcium 41:63–76

    Article  Google Scholar 

  • Marhl M, Haberichter T, Brumen M, Heinrich R (2000) Complex calcium oscillations and the role of mitochondria and cytosolic proteins. Biosystems 57:75–86

    Article  Google Scholar 

  • Meyer T, Stryer L (1988) Molecular model for receptor-stimulated calcium spiking. Proc Natl Acad Sci 85:5051–5055

    Article  Google Scholar 

  • Michaelis L, Menten ML (1913) Die kinetik der invertinwirkung. Biochem 49(333–369):352

    Google Scholar 

  • Miyamoto A, Mikoshiba K (2017) Probes for manipulating and monitoring IP\(_3\). Cell Calcium 64:57–64

    Article  Google Scholar 

  • Mo M, Eskin SG, Schilling WP (1991) Flow-induced changes in Ca\(^{2+}\) signaling of vascular endothelial cells: effect of shear stress and ATP. Am J Physiol Heart Circ Physiol 260:H1698–H1707

    Article  Google Scholar 

  • Nollert M, Eskin S, McIntire L (1990) Shear stress increases inositol trisphosphate levels in human endothelial cells. Biochem Biophys Res Commun 170:281–287

    Article  Google Scholar 

  • Pecze L, Blum W, Schwaller B (2015) Routes of Ca\(^{2+}\) shuttling during Ca\(^{2+}\) oscillations: focus on the role of mitochondrial Ca\(^{2+}\) handling and cytosolic Ca\(^{2+}\) buffers. J Biol Chem 290:28214–28230

    Article  Google Scholar 

  • Plank MJ, Wall DJ, David T (2006) Atherosclerosis and calcium signalling in endothelial cells. Prog Biophys Mol Biol 91:287–313

    Article  Google Scholar 

  • Plank M, Wall D, David T (2007) The role of endothelial calcium and nitric oxide in the localisation of atherosclerosis. Math Biosci 207:26–39

    Article  MathSciNet  MATH  Google Scholar 

  • Politi A, Gaspers LD, Thomas AP, Höfer T (2006) Models of IP\(_3\) and Ca\(^{2+}\) oscillations: frequency encoding and identification of underlying feedbacks. Biophys J 90:3120–3133

    Article  Google Scholar 

  • Putney JW Jr (1986) A model for receptor-regulated calcium entry. Cell Calcium 7:1–12

    Article  Google Scholar 

  • Putney JW, Broad LM, Braun F-J, Lievremont J-P, Bird GSJ (2001) Mechanisms of capacitative calcium entry. J Cell Sci 114:2223–2229

    Article  Google Scholar 

  • Sage SO, Adams DJ, Van Breemen C (1989) Synchronized oscillations in cytoplasmic free calcium concentration in confluent bradykinin-stimulated bovine pulmonary artery endothelial cell monolayers. J Biol Chem 264:6–9

    Article  Google Scholar 

  • Samtleben S, Jaepel J, Fecher C, Andreska T, Rehberg M, Blum R (2013) Direct imaging of ER calcium with targeted-esterase induced dye loading (TED). JoVE J Vis Exp 75:e50317

    Google Scholar 

  • Schuster S, Marhl M, Höfer T (2002) Modelling of simple and complex calcium oscillations: From single-cell responses to intercellular signalling. Eur J Biochem 269:1333–1355

    Article  Google Scholar 

  • Shen P, Larter R (1995) Chaos in intracellular Ca\(^{2+}\) oscillations in a new model for non-excitable cells. Cell Calcium 17:225–232

    Article  Google Scholar 

  • Shen J, Luscinskas FW, Connolly A, Dewey CF Jr, Gimbrone M Jr (1992) Fluid shear stress modulates cytosolic free calcium in vascular endothelial cells. Am J Physiol Cell Physiol 262:C384–C390

    Article  Google Scholar 

  • Silva HS, Kapela A, Tsoukias NM (2007) A mathematical model of plasma membrane electrophysiology and calcium dynamics in vascular endothelial cells. Am J Physiol Cell Physiol 293:C277–C293

    Article  Google Scholar 

  • Su J, Xu F, Lu X, Lu T (2011) Fluid flow induced calcium response in osteoblasts: mathematical modeling. J Biomech 44:2040–2046

    Article  Google Scholar 

  • Thillaiappan NB, Chakraborty P, Hasan G, Taylor CW (2019) IP\(_3\) receptors and Ca\(^{2+}\) entry. Biochim Et Biophys Acta BBA Mol Cell Res 1866:1092–1100

    Article  Google Scholar 

  • Tran Q-K, Ohashi K, Watanabe H (2000) Calcium signalling in endothelial cells. Cardiovasc Research 48:13–22

    Article  Google Scholar 

  • Ursula S, Michael M, Schnitzler Y, Thomas G (2012) G protein-mediated stretch reception. Am J Physiol Heart Circ Physiol 302:H1241–H1249

    Article  Google Scholar 

  • van Ijzendoorn S, Van Gool R, Reutelingsperger C, Heemskerk J (1996) Unstimulated platelets evoke calcium responses in human umbilical vein endothelial cells. Biochim Biophys Acta 1311:64–70

    Google Scholar 

  • Wagner J, Keizer J (1994) Effects of rapid buffers on Ca\(^{2+}\) diffusion and Ca\(^{2+}\) oscillations. Biophys J 67:447–456

    Article  Google Scholar 

  • Wang J, Huang X, Huang W (2007) A quantitative kinetic model for ATP-induced intracellular Ca\(^{2+}\) oscillations. J Theor Biol 245:510–519

    Article  MathSciNet  MATH  Google Scholar 

  • Wiesner TF, Berk BC, Nerem RM (1996) A mathematical model of cytosolic calcium dynamics in human umbilical vein endothelial cells. Am J Physiol Cell Physio 270:C1556–C1569

    Article  Google Scholar 

  • Wiesner TF, Berk BC, Nerem RM (1997) A mathematical model of the cytosolic-free calcium response in endothelial cells to fluid shear stress. Proc Natl Acad Sci 94:3726–3731

    Article  Google Scholar 

  • Xu S, Li X, LaPenna KB, Yokota SD, Huke S, He P (2017) New insights into shear stress-induced endothelial signalling and barrier function: cell-free fluid versus blood flow. Cardiovasc Res 113:508–518

    Article  Google Scholar 

  • Yamamoto K, Korenaga R, Kamiya A, Ando J (2000) Fluid shear stress activates Ca\(^{2+}\) influx into human endothelial cells via P2X4 purinoceptors. Circ Res 87:385–391

    Article  Google Scholar 

  • Yamarnoto N, Watanabe H, Kakizawa H, Hirano M, Kobayashi A, Ohno R (1995) A study on thapsigargin-induced calcium ion and cation influx pathways in vascular endothelial cells. Biochim et Biophys Acta BBA Mol Cell Res 1266:157–162

    Article  Google Scholar 

  • Yang S-W, Lee WK, Lee E-J, Kim K-A, Lim Y, Lee K-H, Rha HK, Hahn T-W (2001) Effect of bradykinin on cultured bovine corneal endothelial cells. Ophthalmologica 215:303–308

    Article  Google Scholar 

  • Zhang H, Shen Z, Hogan B, Barakat AI, Misbah C (2018) ATP release by red blood cells under flow: model and simulations. Biophys J 115:2218–2229

    Article  Google Scholar 

  • Zhu L, He P (2005) Platelet-activating factor increases endothelial [Ca\(^{2+}\)]\(_i\) and NO production in individually perfused intact microvessels. Am J Physiol Heart Circ Physiol 288:H2869–H2877

    Article  Google Scholar 

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Acknowledgements

We acknowledge the financial support from CNES (Centre National d’Etudes Spatiales) and for having access to data, and the French-German University Programme Living Fluids (Grant CFDA-Q1-14). The simulations were performed on the Cactus cluster of the CIMENT infrastructure, which is supported by the Rhône-Alpes region (Grant No. CPER07 13 CIRA).

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Ananta Kumar Nayak developed the calcium model and analyzed it. Zhe Gou, Sovan Lal Das, Abdul I. Barakat and Chaouqi Misbah participated to model development and interpretation. Chaouqi Misbah has designed the research topic and planes. All the authors have contributed to the paper writing and interpretations.

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Correspondence to Chaouqi Misbah.

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Nayak, A.K., Gou, Z., Das, S.L. et al. Mathematical modeling of intracellular calcium in presence of receptor: a homeostatic model for endothelial cell. Biomech Model Mechanobiol 22, 217–232 (2023). https://doi.org/10.1007/s10237-022-01643-9

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