Analysis of intracranial pressure: Past, present, and future

Neuroscientist

Volumn 19, Issue 6, 2013, Pages 592-603

  Di Ieva, Antonio ^a   Schmitz, Erika M ^a   Cusimano, Michael D ^a  

^a ST MICHAEL'S HOSPITAL   (Canada)

Author keywords

fractal analysis; intracranial pressure; neuromonitoring; nonlinear analysis; time series; traumatic brain injury

Indexed keywords

BIOLOGICAL MARKER;

ARTICLE; BRAIN BLOOD FLOW; BRAIN PERFUSION; COMPLIANCE (PHYSICAL); ELECTROENCEPHALOGRAM; ELECTRONIC SENSOR; ENGINEERING; ENTROPY; FRACTAL ANALYSIS; HOMEOSTASIS; HUMAN; INTRACRANIAL PRESSURE; INTRACRANIAL PRESSURE MONITORING; MATHEMATICAL ANALYSIS; MEDICAL RESEARCH; NEUROMONITORING; NONLINEAR SYSTEM; PHYSICIAN; PHYSICS; PRACTICE GUIDELINE; PREDICTIVE VALUE; PRIORITY JOURNAL; PROGNOSIS; SIGNAL TRANSDUCTION; TIME SERIES ANALYSIS; TRANSLATIONAL RESEARCH; TRAUMATIC BRAIN INJURY; WAVEFORM;

FRACTAL ANALYSIS; INTRACRANIAL PRESSURE; NEUROMONITORING; NONLINEAR ANALYSIS; TIME SERIES; TRAUMATIC BRAIN INJURY;

HUMANS; INTRACRANIAL PRESSURE; MONITORING, PHYSIOLOGIC; NEURAL NETWORKS (COMPUTER); NONLINEAR DYNAMICS;

EID: 84887441227     PISSN: 10738584     EISSN: 10894098     Source Type: Journal    
DOI: 10.1177/1073858412474845     Document Type: Article

References (89)

1. Aboy M, Hornero R, Abásolo D, Álvarez D. Interpretation of the Lempel-Ziv complexity measure in the context of biomedical signal analysis. IEEE Trans Biomed Eng. 2006 ; 53 (11). 2282-8
2. Aboy M, McNames J, Goldstein B. Automatic detection algorithm of intracranial pressure waveform components. Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society ; 2001 ; 2001. 2231.
3. Anderson JL, Karagounis LA, Stein KM, Moreno FL, Ledingham R, Hallstrom A. Predictive value for future arrhythmic events of fractal dimension, a measure of time clustering of ventricular premature complexes, after myocardial infarction. CAST Investigators. Cardia Arrhythmia Suppression Trial. J Am Coll Cardiol. 1997 ; 30 (1). 226-32
4. Andrews PJD, Citerio G. Intracranial pressure Part one: historical overview and basic concepts. Intensive Care Med. 2004 ; 30 (9). 1730-3
5. Balestreri M, Czosnyka M, Steiner LA, Schmidt E, Smielewski P, Matta B. Intracranial hypertension: what additional information can be derived from ICP waveform after head injury?. Acta Neurochir (Wien). 2004 ; 146 (2). 131-41
6. Barth M, Woitzik J, Weiss C, Muench E, Diepers M, Schmiedek P. Correlation of clinical outcome with pressure-, oxygen-, and flow-related indices of cerebrovascular reactivity in patients following aneurysmal SAH. Neurocrit Care. 2010 ; 12 (2). 234-43
7. Baxt WG. Application of artificial neural networks to clinical medicine. Lancet. 1995 ; 346 (8983). 1135-8
8. Belotti A, Rapanà A, Iaccarino C, Schonauer M. Intracranial pressure monitoring after endoscopic third ventriculostomy: an effective method to manage the 'adaptation period'. Clin Neurol Neurosurg. 2001 ; 103 (4). 223-7
9. Bravi A, Longtin A, Seely AJ. Review and classification of variability analysis techniques with clinical applications. Biomed Eng Online. 2011 ; 10: 90
10. Burr RL, Kirkness CJ, Mitchell PH. Detrended fluctuation analysis of intracranial pressure predicts outcome following traumatic brain injury. IEEE Trans Biomed Eng. 2008 ; 55 (11). 2509-18
11. Caccia DC, Percival D, Cannon MJ, Raymond G, Bassingthwaighte JB. Analyzing exact fractal time series: evaluating dispersional analysis and rescaled range methods. Physica A. 1997 ; 246 (3-4). 609-32
12. Cardoso ER, Rowan JO, Galbraith S. Analysis of the cerebrospinal fluid pulse wave in intracranial pressure. J Neurosurg. 1983 ; 59 (5). 817-21
13. Castellani G, Zweifel C, Kim DJ, Carrera E, Radolovich DK, Smielewski P. Plateau waves in head injured patients requiring neurocritical care. Neurocrit Care. 2009 ; 11 (2). 143-50
14. Cecil S, Chen PM, Callaway SE, Rowland SM, Adler DE, Chen JW. Traumatic brain injury: advanced multimodal neuromonitoring from theory to clinical practice. Crit Care Nurse. 2011 ; 31 (2). 25-36
15. Czosnyka M, Pickard JD. Monitoring and interpretation of intracranial pressure. J Neurol Neurosurg Psychiatry. 2004 ; 75 (6). 813-21
16. Di Ieva A, Bruner E, Widhalm G, Minchev G, Tschabitscher M, Grizzi F. Computer-assisted and fractal-based morphometric assessment of microvascularity in histological specimens of gliomas. Sci Rep. 2012a ; 2: 429
17. Di Ieva A, Göd S, Grabner G, Grizzi F, Sherif C, Matula C. Three-dimensional susceptibility-weighted imaging at 7 T using fractal-based quantitative analysis to grade gliomas. Neuroradiology. 2012b ;:
18. Eide PK. A new method for processing of continuous intracranial pressure signals. Med Eng Phys. 2006 ; 28 (6). 579-87
19. Eide PK, Czosnyka M, Sorteberg W, Pickard JD, Smielewski P. Association between intracranial, arterial pulse pressure amplitudes and cerebral autoregulation in head injury patients. Neurol Res. 2007 ; 29 (6). 578-82
20. Eide PK, Park EH, Madsen JR. Arterial blood pressure vs intracranial pressure in normal pressure hydrocephalus. Acta Neurol Scand. 2010 ; 122 (4). 262-9
21. Eide PK, Sorteberg A, Bentsen G, Marthinsen P. Pressure-derived versus pressure wave amplitude-derived indices of cerebrovascular pressure reactivity in relation to early clinical state and 12-months outcome following aneurysmal subarachnoid hemorrhage. J Neurosurg. 2012 ; 116 (5). 961-71
22. Eke A, Herman P, Kocsis L, Kozak LR. Fractal characterization of complexity in temporal physiological signals. Physiol Meas. 2002 ; 23 (1). R1-38
23. Fan JY, Kirkness C, Vicini P, Burr R, Mitchell P. An approach to determining intracranial pressure variability capable of predicting decreased intracranial adaptive capacity in patients with traumatic brain injury. Biol Res Nurs. 2010 ; 11 (4). 317-24
24. Fausett LV Englewood Cliffs, NJ: Prentice Hall ; 1994 :
25. Goldberger AL, Amaral LA, Hausdorff JM, Ivanov PC, Peng CK, Stanley HE. Fractal dynamics in physiology: alternations with disease and aging. Proc Natl Acad Sci U S A. 2002 ; 99: 2466-72
26. Goldberger AL. Non-linear dynamics for clinicians: chaos theory, fractals, and complexity at the bedside. Lancet. 1996 ; 347 (9011). 1312-4
27. Greenberg MS Handbook of neurosurgery. 2006. Handbook of neurosurgery. 6th ed.New York: Thieme. p866-85. New York: Thieme. p ; 2006: 866-85.
28. Hamilton R, Xu P, Asgari S, Kasprowicz M, Vespa P, Bergsneider M. Forecasting intracranial pressure elevation using pulse waveform morphology. Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society ; 2009 ; 2009. 4331.
29. Havlin S, Amaral LA, Ashkenazy Y, Goldberger AL, Ivanov PC, Peng C-K. Application of statistical physics to heartbeat diagnosis. Physica A. 1999 ; 274 (1-2). 99-110
30. Heissler HE, König K, Krauss JK, Rickels E. Analysis of intracranial pressure time series using wavelets (Haar basis functions). Acta Neurochir Suppl. 2012 ; 114 (15). 87-91
31. Hemphill JC, Andrews P, De Georgia M. Multimodal monitoring and neurocritical care bioinformatics. Nat Rev Neurol. 2011 ; 7 (8). 451-60
32. Holm S, Eide PK. The frequency domain versus time domain methods for processing of intracranial pressure (ICP) signals. Med Eng Phys. 2008 ; 30 (2). 164-70
33. Hornero R, Aboy M, Abasolo D, McNames J, Goldstein B. Interpretation of approximate entropy: analysis of intracranial pressure approximate entropy during acute intracranial hypertension. IEEE Trans Biomed Eng. 2005 ; 52 (10). 1671-80
34. Hornero R, Aboy M, Abasolo D, McNames J, Wakeland W, Goldstein B. Complex analysis of intracranial hypertension using approximate entropy. Crit Care Med. 2006 ; 34 (1). 87-95
35. Hornero R, Aboy M, Abasolo D. Analysis of intracranial pressure during acute intracranial hypertension using Lempel-Ziv complexity: further evidence. Med Biol Eng Comput. 2007 ; 45 (6). 617-20
36. Ivanov PC, Amaral LA, Goldberger AL, Havlin S, Rosenblum MG, Struzik Z. Multifractality in human heartbeat dynamics. Nature. 1999 ; 399 (6735). 461-5
37. Iyengar N, Peng C-K, Morin R, Goldberger AL, Lipsitz LA. Age-related alterations in the fractal scaling of cardiac interbeat interval dynamics. Am J Physiol. 1996 ; 271 (4 pt 2). R1028-84
38. Jospin M, Caminal P, Jensen EW, Litvan H, Vallverdú M, Struys MM. Detrended fluctuation analysis of EEG as a measure of depth of anesthesia. IEEE Trans Biomed Eng. 2007 ; 54 (5). 840-6
39. Juul N, Morris GF, Marshall SB, Marshall LF. Intracranial hypertension and cerebral perfusion pressure - influence on neurological deterioration and outcome in severe head injury. The Executive Committee of the International Selfotel Trial. J Neurosurg. 2000 ; 92 (1). 1-6
40. Kenkel NC, Walker DJ. Fractals in the biological sciences. COENOSES. 1996 ; 11: 77-100
41. Kim Y-J. A systematic review of factors contributing to outcomes in patients with traumatic brain injury. J Clin Nurs. 2011 ; 20 (11-12). 1518-32
42. Kirkness CJ, Mitchell PH, Burr RL, March KS, Newell DW. Intracranial pressure waveform analysis: clinical and research implications. J Neurosci Nurs. 2000 ; 32 (5). 271-7
43. Lemaire JJ, Khalil T, Cervenansky F, Gindre G, Boire JY, Bazin JE, and others. Slow pressure waves in the cranial enclosure. Acta Neurochir (Wien). 2002 ; 144 (3). 243-54
44. Lempel A, Ziv J. On the complexity of finite sequences. IEEE Trans Inform Theory. 1976 ; 22 (1). 75-82
45. Lopes R, Betrouni N. Fractal and multifractal analysis: a review. Med Image Anal. 2009 ; 13 (4). 634-49
46. Losa GA. The fractal geometry of life. Riv Biol. 2009 ; 102 (1). 29-59
47. Low D, Kuralmani V, Ng SK, Lee KK, Ng I, Ang B-T. Prediction of outcome utilizing both physiological and biochemical parameters in severe head injury. J Neurotrauma. 2009 ; 26 (8). 1177-82
48. Lundberg N. Continuous recording and control of ventricular fluid pressure in neurosurgical practice. Acta Psychiatr Scand Suppl. 1960 ; 36 (149). 193
49. Mäkikallio TH, Huikuri HV, Mäkikallio A, Sourander LB, Mitrani RD, Castellanos A. Prediction of sudden cardiac death by fractal analysis of heart rate variability in elderly subjects. J Am Coll Cardiol. 2001 ; 37 (5). 1395-402
50. Mandelbrot BB New York: W. H. Freeman ; 1982 :
51. Mariak Z, Swiercz M, Krejza J, Lewko J, Lyson T. Intracranial pressure processing with artificial neural networks: classification of signal properties. Acta Neurochirur (Wien). 2000 ; 142 (4). 407-12
52. Marmarou A, Anderson RL, Ward JD, Choi SC, Young HF, Eisenberg HM. Impact of ICP instability and hypotension on outcome in patients with severe head trauma. J Neurosurg. 1991 ; 75 (2). s59-66
53. Mayer SA, Chong JY. Critical care management of increased intracranial pressure. J Crit Care. 2002 ; 17 (2). 55-67
54. Morgalla M, Stumm F, Hesse G. A computer-based method for continuous single pulse analysis of intracranial pressure waves. J Neurol Sci. 1999 ; 168 (2). 90-5
55. O'Phelan KH, Park D, Efird JT, Johnson K, Albano M, Beniga J. Patterns of increased intracranial pressure after severe traumatic brain injury. Neurocrit Care. 2009 ; 10 (3). 280-6
56. Peng C-K, Harvlin S, Stanley HE, Goldberger AL. Quantification of scaling exponents and crossover phenomena in nonstationary heartbeat time series. Chaos. 1994 ; 5 (1). 82-7
57. Perkiömäki JS, Mäkikallio TH, Hiukuri HV. Fractal and complexity measures of heart rate variability. Clin Exp Hypertens. 2005 ; 27 (2-3). 149-58
58. Perkiömäki JS, Zareba W, Daubert JP, Couderc J-P, Corsello A, Kremer K. Fractal correlation properties of heart rate dynamics and adverse events in patients with implantable cardioverter-defibrillators. Am J Cardiol. 2001 ; 88 (1). 17-22
59. Pincus SM. Assessing serial irregularity and its implications for health. Ann N Y Acad Sci. 2001 ; 954: 245-67
60. Pincus SM, Gladstone IM, Ehrenkranz RA. A regularity statistic for medical data analysis. J Clin Monit. 1991 ; 7 (4). 335-45
61. Richman J, Moorman JR. Physiological time-series analysis using approximate entropy and sample entropy. Am J Physiol Heart Circ Physiol. 2000 ; 278 (6). H2039-49
62. Robertson CS, Narayan RK, Contant CF, Grossman RG, Gokaslan ZL, Rahwa R. Clinical experience with a continuous monitor of intracranial compliance. J Neurosurg. 1989 ; 71 (5 pt 1). 673-80
63. Santamarta D, Hornero R, Abásolo D, Martinez-Madrigal M, Fernández J, Garciá-Cosamalón J. Complexity analysis of the cerebrospinal fluid pulse waveform during infusion studies. Childs Nerv Syst. 2010 ; 26 (12). 1783-9
64. Scalzo F, Bergsneider M, Vespa PM, Martin NA, Hu X. Intracranial pressure signal morphology: real-time tracking. IEEE Pulse. 2011 ; 3 (2). 49-52
65. Schepers HE, van Beek JH, Basighwaighte JB. Four methods to estimate the fractal dimension from self-affine signals. IEEE Eng Med Biol Mag. 2002 ; 11 (2). 57-64
66. Seely AJ, Macklem PT. Complex systems and the technology of variability analysis. Crit Care. 2004 ; 8 (6). R367-84
67. Shaw M, Piper I. Pilot application of fractal characterisation and its response to change on physiological wave forms. Acta Neurochirg Suppl. 2008 ; 102: 229-33
68. Shieh J-S, Chou C-F, Huang S-J, Kao M-C. Intracranial pressure model in intensive care unit using a simple recurrent neural network through time. Neurocomputing. 2004 ; 57: 239-56
69. Shields CB, McGraw P, Garretson HD. Accurate intracranial pressure monitoring: technical note. Neurosurgery. 1984 ; 14 (5). 592-3
70. Sourina O, Ang B-T, Nguyen MK. Fractal-based approach in analysis of intracranial pressure (ICP) in severe head injury. Proceedings of the 10th IEEE International Conference on Information Technology and Applications in Biomedicine ; 2010 ; 2010. 1.
71. Stadnitski T. Measuring fractality. Front Physiol. 2012 ; 3: 127
72. Stanley HE, Amaral LA, Goldberger AL, Havlin S, Ivanov PC, Peng C-K. Statistical physics and physiology: monofractal and multifractal approaches. Physica A. 1999 ; 270 (1-2). 309-24
73. Stanley HE, Meakin P. Multifractal phenomena in physics and chemistry. Nature. 1988 ; 335 (6189). 405-9
74. Stocchetti N, Colombo A, Ortolano F, Videtta W, Marchesi R, Longhi L. Time course of intracranial hypertension after traumatic brain injury. J Neurotrauma. 2007 ; 24 (8). 1339-46
75. Swiercz M, Mariak Z, Krejza J, Lewko J, Szydlik P. Intracranial pressure processing with artificial neural networks: prediction of ICP trends. Acta Neurochirur (Wien). 2000 ; 142 (4). 401-6
76. Szewczykowski J, Dytko P, Kunicki A, Korsak-Sliwka J, Sliwka S, Daiduszko J. A method of estimating intracranial decompensation in man. J Neurosurg. 1976 ; 45 (2). 155-8
77. Szewczykowski J, Sliwka S, Kunicki A, Dytko P, Korsak-Sliwka J. A fast method of estimating the elastance of the intracranial system. J Neurosurg. 1977 ; 47 (1). 19-26
78. Tapanainen JM, Thomsen PE, Køber L, Torp-Pedersen C, Mäkikallio TH, Still AM. Fractal analysis of heart rate variability and mortality after an acute myocardial infarction. Am J Cardiol. 2002 ; 90 (4). 347-52
79. J Neurotrauma. 2007. Guidelines management of severe traumatic brain injury3rd edition.J Neurotrauma24:S1-106. 2007: S1-106.
80. Varela M, Jimenez L, Fariña R. Complexity analysis of the temperature curve: new information from body temperature. Eur J Appl Physiol. 2003 ; 89 (3-4). 230-7
81. Weiss B, Clemens Z, Bódizs R, Vágó Z, Halász P. Spatio-temporal analysis of monofractal and multifractal properties of the human sleep EEG. J Neurosci Methods. 2009 ; 185 (1). 116-24
82. Welch K. The intracranial pressure in infants. J Neurosurg. 1980 ; 52 (5). 693-9
83. West BJ. Fractal physiology and the fractional calculus: a perspective. Front Physiol. 2010 ; 1: 12
84. Westhout FD, Paré LS, Delfino RJ, Cramer SC. Slope of the intracranial pressure waveform after traumatic brain injury. Surg Neurol. 2008 ; 70 (1). 70-4
85. Hu X, Xu P, Scalzo F, Vespa P, Bergsneider M. Morphological clustering and analysis of continuous intracranial pressure. IEEE Trans Biomed Eng. 2009 ; 56 (3). 696-705
86. Zhang F, Feng M, Pan SJ, Loy LY, Guo W, Zhang Z. Artificial neural network based intracranial pressure mean forecast algorithm for medical decision support. Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society ; 2011 ; 2011. 7111.
87. Zhang X-S, Roy RJ, Jensen EW. EEG complexity as a measure of depth of anesthesia for patients. IEEE Trans Biomed Eng. 2001 ; 48 (12). 1424-33
88. Zhang X-S, Zhu Y-S, Thakor NV, Wang Z-Z. Detecting ventricular tachycardia and fibrillation by complexity measure. IEEE Trans Biomed Eng. 1999 ; 46 (5). 548-55
89. Zweifel C, Lavinio A, Steiner LA, Radolovich D, Smieleweski P, Tomofeev I. Continuous monitoring of cerebrovascular pressure reactivity in patients with head injury. Neurosurg Focus. 2008 ; 25 (4). E2