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Finger Thermoregulatory Model Assessing Functional Impairment in Raynaud’s Phenomenon

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Abstract

Raynaud’s Phenomenon (RP) is a paroxysmal vasospastic disorder of small arteries, pre-capillary arteries, and cutaneous arteriovenous shunts of the extremities, typically induced by cold exposure and emotional stress. RP is either primary (PRP) or secondary to systemic sclerosis. In this study we use Control System Theory to model finger thermoregulatory processes in response to a standardized cold challenge (a diagnostic test routinely performed for differential diagnosis of RP). The proposed model is based on a homeostatic negative feedback loop, characterized by five distinct parameters which describe how the control mechanisms are activated and maintained. Thermal infrared imaging data from 14 systemic sclerosis subjects (SSc), 14 PRP, and 16 healthy control subjects (HCS) were processed. HCS presented the fastest active recovery, with the highest gain. PRP presented the slowest and weakest recovery, mostly due to passive heat exchange with the environment. SSc presented an intermediate behavior, with the longest delay of response onset. The estimated model parameters elucidated the level of functional impairment expressed in the various forms of this disease.

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Abbreviations

CIVD:

Cold induced vasodilation

fIR:

Functional Infrared

HCS:

Healthy controls

IR:

Thermal Infrared

LT:

Lag time

PRP:

Primary Raynaud’s Phenomenon

RP:

Raynaud’s Phenomenon

SSc:

Systemic sclerosis subjects

References

  1. Belch, J. Raynaud’s phenomenon. Its relevance to scleroderma. Ann. Rheum. Dis. 50:839–845, 2005.

    Article  Google Scholar 

  2. Block, J. A., and W. Sequeira. Raynaud’s phenomenon. Lancet 357:2042–2048, 2001.

    Article  CAS  PubMed  Google Scholar 

  3. Charkoudian, N. Skin blood flow in adult human thermoregulation: how it works, when it does not, and why. Mayo Clin. Proc. 78:603–612, 2003.

    Article  PubMed  Google Scholar 

  4. Clark, S., F. Campbell, T. Moore, M. I. V. Jayson, T. A. King, and A. L. Herrick. Laser Doppler imaging. A new technique for quantifying microcirculatory flow in patients with primary Raynaud’s phenomenon and systemic sclerosis. Microvasc. Res. 57:284–291, 1999.

    Article  CAS  PubMed  Google Scholar 

  5. Cutolo, M., C. Pizzorni, and A. Sulli. Capillaroscopy. Best Pract. Res. Clin Rheumtol. 3:437–452, 2005.

    Article  Google Scholar 

  6. Di Carlo, A. Thermography and the possibilities for its applications in clinical and experimental dermatology. Clin. Dermatol. 13:329–336, 1995.

    Article  PubMed  Google Scholar 

  7. Foerster, J., A. Kuerth, E. Niederstrasser, E. Krautwald, R. Pauli, R. Paulat, M. Eweleit, G. Riemekasten, and M. Worm. A cold-response index for the assessment of Raynaud’s phenomenon. J. Dermatol. Sci. 45:113–120, 2007.

    Article  PubMed  Google Scholar 

  8. Forssel, U., and L. Ljung. Closed loop identification revisited. Automatica 35:1215–1241, 1999.

    Article  Google Scholar 

  9. Hahn, M., C. Hahn, M. Jünger, A. Steins, D. Zuder, T. Klyscz, A. Büchtemann, G. Rassner, and V. Blazek. Local cold exposure test with a new arterial photoplethysmography sensor in healthy controls and patients with secondary Raynaud’s phenomenon. Microvasc. Res. 57:187–198, 1999.

    Article  CAS  PubMed  Google Scholar 

  10. Herrick, A. L. Pathogenesis of Raynaud’s phenomenon. Rheumatology 44:587–596, 2005.

    Article  CAS  PubMed  Google Scholar 

  11. Herrick, A. L., and S. Clark. Quantifying digital vascular disease in patients with primary Raynaud’s phenomenon and systemic sclerosis. Ann. Rheum. Dis. 57:70–78, 1998.

    Article  CAS  PubMed  Google Scholar 

  12. Kellog, D. L. A physiological systems approach to human and mammalian thermoregulation. J. Appl. Physiol. 100:1709–1718, 2006.

    Article  Google Scholar 

  13. Kuryliszin-Moskal, A., P. A. Klimiuk, and S. Sierakowski. Soluble adhesion molecules (sVCAM-1, sE-selectin), vascular endothelial growth factor (VEGF) and endothelin-1 in patient with systemic sclerosis: relationship to organ systemic involvement. Clin. Rheumatol. 24:111–116, 2005.

    Article  Google Scholar 

  14. LeRoy, E. C., and T. A. Medsger. Criteria for the classification of early systemic sclerosis. J. Rheumatol. 28:1573–1576, 2001.

    CAS  PubMed  Google Scholar 

  15. Ljung, L. System Identification. Upper Saddle River: Prentice Hall PTR, pp. 511–512, 2007.

    Google Scholar 

  16. Lonzetti, L. S., F. Joyal, J. P. Raynauld, A. Roussin, J. R. Goulet, E. Rich, D. Choquette, Y. Raymond, and J. L. Senécal. Updating the American College of Rheumatology preliminary criteria for Systemic Sclerosis: addition of severe nailfold capillaroscopic abnormalities markedly increases sensitivity for limited scleroderma. Arthritis Rheum. 44:735–736, 2001.

    Article  CAS  PubMed  Google Scholar 

  17. Merla, A., L. Di Donato, S. Pisarri, M. Proietti, F. Salsano, and G. L. Romani. Infrared functional imaging applied to Raynaud’s phenomenon. IEEE Eng. Med. Biol. Mag. 6:73–79, 2002.

    Article  Google Scholar 

  18. Merla, A., G. L. Romani, S. Di Luzio, L. Di Donato, G. Farina, M. Proietti, S. Pisarri, and S. Salsano. Raynaud’s phenomenon: infrared functional imaging applied to diagnosis and drug effect. Int. J. Immunopathol. Pharmacol. 15:41–52, 2002.

    PubMed  Google Scholar 

  19. O’Reilly, D., L. Taylor, K. El-Hadivi, and M. I. Jayson. Measurement of cold challenge response in primary Raynaud’s phenomenon and Raynaud’s phenomenon associated with systemic sclerosis. Ann. Rheum. Dis. 11:1193–1196, 1992.

    Article  Google Scholar 

  20. Oussar, Y., and G. Dreyfus. How to be a gray box: dynamic semi-physical modelling. Neural Netw. 14:1161–1172, 2001.

    Article  CAS  PubMed  Google Scholar 

  21. Renè, T., and D. Thieffry. Dynamical behaviour of biological regulatory networks-I. Biological role of feedback loops and practical use of the concept of the loop-characteristic state. Bull. Math. Biol. 57:247–276, 1995.

    Google Scholar 

  22. Rollins, D., N. Bhabdar, and S. Hulting. System identification of the human thermoregulatory system using continuous-time block-oriented predictive modelling. Chem. Eng. Sci. 61:1516–1527, 2006.

    Article  CAS  Google Scholar 

  23. Sanial, D. C., and N. K. Maji. Thermoregulation through cutaneous under variable atmospheric and physiological conditions. J. Theor. Biol. 208:451–456, 2001.

    Article  Google Scholar 

  24. Sato, S., M. Hasegawa, K. Takehara, and T. F. Tedder. Altered B lymphocyte function induces systemic autoimmunity in systemic sclerosis. Mol. Immunol. 42:821–831, 2005.

    Article  CAS  Google Scholar 

  25. Sawasaki, N., S. Iwase, and T. Mano. Effect of cutaneous sympathetic response to local or systemic cold exposure on thermoregulatory functions in humans. Auton. Neurosci. 87:274–281, 2001.

    Article  CAS  PubMed  Google Scholar 

  26. Shitzer, A. On the thermal efficiency of cold-stressed finger. Ann. N Y Acad. Sci. 858:74–87, 1998.

    Article  CAS  PubMed  Google Scholar 

  27. Shitzer, A., A. Stroscheine, R. R. Gonzalez, and K. B. Pandolf. Lumped parameter tissue temperature-blood perfusion model of a cold stressed finger. J. Appl. Physiol. 80:1829–1834, 1996.

    CAS  PubMed  Google Scholar 

  28. Suter, L. G., J. M. Murabito, D. T. Felson, and L. Fraenkel. The incidence and natural history of Raynaud’s phenomenon in the community. Arthritis Rheum. 52(4):1259–1263, 2005.

    Article  PubMed  Google Scholar 

  29. Waterhouse, J. Homeostatic control mechanism. Anaesth. Intensive Care 5:236–240, 2004.

    Article  Google Scholar 

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Acknowledgments

The authors are very grateful to Luigi Di Donato for his expert technical assistance in performing digital thermal imaging measurements.

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Correspondence to Arcangelo Merla.

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Mariotti, A., Grossi, G., Amerio, P. et al. Finger Thermoregulatory Model Assessing Functional Impairment in Raynaud’s Phenomenon. Ann Biomed Eng 37, 2631–2639 (2009). https://doi.org/10.1007/s10439-009-9788-9

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  • DOI: https://doi.org/10.1007/s10439-009-9788-9

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