Model-based noninvasive estimation of intracranial pressure from cerebral blood flow velocity and arterial pressure

Science Translational Medicine

Volumn 4, Issue 129, 2012, Pages

  Kashif, Faisal M ^a   Verghese, George C ^a   Novak, Vera ^b   Czosnyka, Marek ^c,d   Heldt, Thomas ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^b BETH ISRAEL DEACONESS MEDICAL CENTER   (United States)

^c UNIVERSITY OF CAMBRIDGE   (United Kingdom)

^d WARSAW UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

ADOLESCENT; ADULT; ALGORITHM; AREA UNDER THE CURVE; ARTERIAL PRESSURE; ARTICLE; BLOOD FLOW VELOCITY; BRAIN TISSUE; CEREBRAL BLOOD FLOW VELOCITY; CEREBROSPINAL FLUID; CLINICAL ARTICLE; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST ACCURACY STUDY; FEMALE; HEMODYNAMICS; HUMAN; INTRACRANIAL HYPERTENSION; INTRACRANIAL PRESSURE; INTRACRANIAL PRESSURE MONITORING; MALE; MATHEMATICAL ANALYSIS; MATHEMATICAL MODEL; MIDDLE CEREBRAL ARTERY; MINIMALLY INVASIVE PROCEDURE; NERVOUS SYSTEM PARAMETERS; NON INVASIVE MEASUREMENT; PLATEAU WAVE; PRESSURE MEASUREMENT; PRIORITY JOURNAL; RECEIVER OPERATING CHARACTERISTIC; SENSITIVITY AND SPECIFICITY; TRAUMATIC BRAIN INJURY; VALIDATION PROCESS; WAVEFORM; BIOLOGICAL MODEL; BLOOD PRESSURE; BRAIN CIRCULATION; PHYSIOLOGY;

ADULT; ALGORITHMS; BLOOD PRESSURE; CEREBROVASCULAR CIRCULATION; HUMANS; INTRACRANIAL PRESSURE; MALE; MODELS, BIOLOGICAL; YOUNG ADULT;

EID: 84860353758     PISSN: 19466234     EISSN: 19466242     Source Type: Journal    
DOI: 10.1126/scitranslmed.3003249     Document Type: Article

References (46)

1. E. Kandel, J. Schwartz, T. Jessell, Principles of Neural Science, Appendix C (McGraw Hill, New York, ed. 3, 2000).
2. J. D. Miller, D. P. Becker, J. D. Ward, H. G. Sullivan, W. E. Adams, M. J. Rosner, Significance of intracranial hypertension in severe head injury. J. Neurosurg. 47, 503-516 (1977).
3. H. S. Levin, H. M. Eisenberg, H. E. Gary, A. Marmarou, M. A. Foulkes, J. A. Jane, L. F. Marshall, S. M. Portman, Intracranial hypertension in relation to memory functioning during the first year after severe head injury. Neurosurgery 28, 196-199 (1991).
4. L. A. Steiner, P. J. Andrews, Monitoring the injured brain: ICP and CBF. Br. J. Anaesth. 97, 26-38 (2006).
5. Brain Trauma Foundation; American Association of Neurological Surgeons; Congress of Neurological Surgeons, Guidelines for the management of severe traumatic brain injury. J. Neurotrauma 24, S1-S106 (2007).
6. R. Hlatky, A. B. Valadka, C. S. Robertson, Intracranial hypertension and cerebral ischemia after severe traumatic brain injury. Neurosurg. Focus 14, e2 (2003).
7. C. W. Hoge, D. McGurk, J. L. Thomas, A. L. Cox, C. C. Engel, C. A. Castro, Mild traumatic brain injury in U.S. soldiers returning from Iraq. N. Engl. J. Med. 358, 453-463 (2008).
8. A. Marmarou, A review of progress in understanding the pathophysiology and treatment of brain edema. Neurosurg. Focus 22, E1 (2007).
9. D. S. DeWitt, D. S. Prough, Traumatic cerebral vascular injury: The effects of concussive brain injury on the cerebral vasculature. J. Neurotrauma 20, 795-825 (2003).
10. D. Popovic, M. Khoo, S. Lee, Noninvasive monitoring of intracranial pressure. Recent Patents Biomed. Eng. 2, 165-179 (2009).
11. P. W. Hanlo, R. J. Peters, R. H. Gooskens, R. M. Heethaar, R. W. Keunen, A. C. van Huffelen, C. A. Tulleken, J. Willemse, Monitoring intracranial dynamics by transcranial Doppler - A new Doppler index: Trans systolic time. Ultrasound Med. Biol. 21, 613-621 (1995).
12. T. Ueno, R. E. Ballard, L. M. Shuer, J. H. Cantrell, W. T. Yost, A. R. Hargens, Noninvasive measurement of pulsatile intracranial pressure using ultrasound. Acta Neurochir. Suppl. 71, 66-69 (1998).
13. D. Michaeli, Z. H. Rappaport, Tissue resonance analysis; a novel method for noninvasive monitoring of intracranial pressure. Technical note. J. Neurosurg. 96, 1132-1137 (2002).
14. A. Ragauskas, G. Daubaris, V. Ragaisis, V. Pektus, Implementation of non-invasive brain physiological monitoring concepts. Med. Eng. Phys. 25, 667-678 (2003).
15. H. W. Querfurth, P. Lieberman, S. Arms, S. Mundell, M. Bennett, C. van Horne, Ophthalmodynamometry for ICP prediction and pilot test on Mt. Everest. BMC Neurol. 10, 106 (2010).
16. M. Borchert, J. Lambert, Non-invasive method of measuring cerebrospinal fluid pressure, U.S. Patent 09/021,966 (1998).
17. A. Reid, R. J. Marchbanks, D. E. Bateman, A. M. Martin, A. P. Brightwell, J. D. Pickard, Mean intracranial pressure monitoring by a non-invasive audiological technique: A pilot study. J. Neurol. Neurosurg. Psychiatry 52, 610-612 (1989).
18. A. M. Frank, C. Alexiou, P. Hulin, T. Janssen, W. Arnold, A. E. Trappe, Non-invasive measurement of intracranial pressure changes by otoacoustic emissions (OAEs) - A report of preliminary data. Zentralbl. Neurochir. 61, 177-180 (2000).
19. N. J. Alperin, S. H. Lee, F. Loth, P. B. Raksin, T. Lichtor, MR-intracranial pressure (ICP): A method to measure intracranial elastance and pressure noninvasively by means of MR imaging: Baboon and human study. Radiology 217, 877 -885 (2000).
20. Y. L. Zhao, J. Y. Zhou, G. H. Zhu, Clinical experience with the noninvasive ICP monitoring system. Acta Neurochir. Suppl. 95, 351-355 (2005).
21. A. Ragauskas, G. Daubaris, A. Dziugys, V. Azelis, V. Gedrimas, Innovative non-invasive method for absolute intracranial pressure measurement without calibration. Acta Neurochir. Suppl. 95, 357-361 (2005).
22. B. Schmidt, M. Czosnyka, A. Raabe, H. Yahya, J. J. Schwarze,D. Sackerer,D. Sander, J. Klingelhöfer, Adaptive noninvasive assessment of intracranial pressure and cerebral autoregulation. Stroke 34, 84-89 (2003).
23. P. Mourad, B. Mohr, M. Kliot, R. Frederickson, Systems and methods for determining intracranial pressure non-invasively and acoustic transducer assemblies for use in such systems, U.S. Patent 7,547,283 (2004).
24. P. Xu, M. Kasprowicz, M. Bergsneider, X. Hu, Improved noninvasive intracranial pressure assessment with nonlinear kernel regression. IEEE Trans. Inf. Technol. Biomed. 14, 971-978 (2010).
25. W. Wakeland, B. Goldstein, A review of physiological simulation models of intracranial pressure dynamics. Comput. Biol. Med. 38, 1024-1041 (2008).
26. M. Czosnyka, S. Piechnik, H. K. Richards, P. Kirkpatrick, P. Smielewski, J. D. Pickard, Contribution of mathematical modelling to the interpretation of bedside tests of cerebrovascular autoregulation. J. Neurol. Neurosurg. Psychiatry 63, 721-731 (1997).
27. M. Ursino, C. A. Lodi, A simple mathematical model of the interaction between intracranial pressure and cerebral hemodynamics. J. Appl. Physiol. 82, 1256-1269 (1997).
28. N. Lundberg, Continuous recording and control of ventricular fluid pressure in neurosurgical practice. Acta Psychiatr. Scand. Suppl. 36, 1-193 (1960).
29. M. Hayashi, Y. Handa, H. Kobayashi, H. Kawano, H. Ishii, S. Hirose, Plateau-wave phenomenon (I). Correlation between the appearance of plateau waves and CSF circulation in patients with intracranial hypertension. Brain 114, 2681-2691 (1991).
30. J. M. Bland, D. G. Altman, Statistical methods for assessing agreement between two methods of clinical measurement. Lancet 1, 307-310 (1986).
31. L.-O. Koskinen, M. Olivecrona, Clinical experience with the intraparenchymal intracranial pressure monitoring Codman MicroSensor system. Neurosurgery 56, 693-698 (2005).
32. M. H. Morgalla, L. Krasznai, K. Dietz, H. Mettenleiter, M. Deininger, E. H. Grote, Methods of experimental and clinical assessment of the relative measurement accuracy of an intracranial pressure transducer. Technical note. J. Neurosurg. 95, 529-532 (2001).
33. I. Piper, A. Barnes, D. Smith, L. Dunn, The Camino intracranial pressure sensor: Is it optimal technology? An internal audit with a review of current intracranial pressure monitoring technologies. Neurosurgery 49, 1158-1164 (2001).
34. K. Banister, I. R. Chambers, M. S. Siddique, H. M. Fernandes, A. D. Mendelow, Intracranial pressure and clinical status: Assessment of two intracranial pressure transducers. Physiol. Meas. 21, 473-479 (2000).
35. P. K. Eide, W. Sorteberg, Simultaneous measurements of intracranial pressure parameters in the epidural space and in brain parenchyma in patients with hydrocephalus. J. Neurosurg. 113, 1317-1325 (2010).
36. A. D. Mendelow, J. O. Rowan, L. Murray, A. E. Kerr, A clinical comparison of subdural screw pressure measurements with ventricular pressure. J. Neurosurg. 58, 45-50 (1983).
37. H. H. Kimberly, S. Shah, K. Marill, V. Noble, Correlation of optic nerve sheath diameter with direct measurement of intracranial pressure. Acad. Emerg. Med. 15, 201-204 (2008).
38. N. Westerhof, J. W. Lankhaar, B. E. Westerhof, The arterial Windkessel. Med. Biol. Eng. Comput. 47, 131-141 (2009).
39. Y. S. Zhu, B. Y. Tseng, S. Shibata, B. D. Levine, R. Zhang, Increases in cerebrovascular impedance in older adults. J. Appl. Physiol. 111, 376-381 (2011).
40. M. S. Olufsen, A. Nadim, L. A. Lipsitz, Dynamics of cerebral blood flow regulation explained using a lumped parameter model. Am. J. Physiol. Regul. Integr. Comp. Physiol. 282, R611-R622 (2002).
41. F. M. Kashif, T. Heldt, G. C. Verghese, Model-based estimation of intracranial pressure and cerebrovascular autoregulation. Comput. Cardiol. 35, 369-372 (2008).
42. G. Parati, R. Cadadei, A. Gropelli, M. Di Rienzo, G. Mancia, Comparison of finger and intra-arterial blood pressure monitoring at rest and during laboratory testing. Hypertension 13, 647-655 (1989).
43. F. Kashif, Modeling and estimation for non-invasive monitoring of intracranial pressure and cerebrovascular autoregulation, thesis, Massachusetts Institute of Technology (2011).
44. M. Czosnyka, K. Brady, M. Reinhard, P. Smielewski, L. A. Steiner, Monitoring of cerebrovascular autoregulation: Facts, myths, and missing links. Neurocrit. Care 10, 373-386 (2009).
45. V. Novak, A. C. Yang, L. Lepicovsky, A. L. Goldberger, L. A. Lipsitz, C. K. Peng, Multimodal pressure-flow method to assess dynamics of cerebral autoregulation in stroke and hypertension. Biomed. Eng. Online 3, 39 (2004).
46. W. Zong, T. Heldt, G. B. Moody, R. G. Mark, An open-source algorithm to detect the onset of arterial blood pressure pulses. Comput. Cardiol. 30, 259-262 (2003).