Functional validation and comparison framework for EIT lung imaging

PLoS ONE

Volumn 9, Issue 8, 2014, Pages

  Grychtol, Bartłomiej ^a,b   Elke, Gunnar ^c   Meybohm, Patrick ^d   Weiler, Norbert ^c   Frerichs, Inéz ^c   Adler, Andy ^e  

^a GERMAN CANCER RESEARCH CENTER DKFZ   (Germany)

^b FRAUNHOFER INSTITUTE FOR MANUFACTURING ENGINEERING AND AUTOMATION IPA   (Germany)

^c UNIVERSITY HOSPITAL SCHLESWIG HOLSTEIN   (Germany)

^d UNIVERSITY HOSPITAL FRANKFURT   (Germany)

^e CARLETON UNIVERSITY   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

AIRWAY PRESSURE; ALGORITHM; ANIMAL EXPERIMENT; ARTICLE; ARTIFICIAL VENTILATION; BREATHING RATE; COMPUTER ASSISTED IMPEDANCE TOMOGRAPHY; CONCEPTUAL FRAMEWORK; CONTROLLED STUDY; DIAGNOSTIC IMAGING; ELECTRODE; EXPIRATORY FLOW RATE; FINITE ELEMENT ANALYSIS; IMAGE RECONSTRUCTION; INSPIRATORY CAPACITY; LUNG HEMODYNAMICS; LUNG IMAGING; NONHUMAN; OXYGEN SATURATION; POSITIVE END EXPIRATORY PRESSURE; PROCESS OPTIMIZATION; QUALITATIVE ANALYSIS; SIGNAL NOISE RATIO; SWINE; TIDAL VOLUME; VALIDATION STUDY; COMPARATIVE STUDY; COMPUTER PROGRAM; IMAGE PROCESSING; IMPEDANCE; LUNG; LUNG FUNCTION TEST; PHYSIOLOGY; PROCEDURES; TOMOGRAPHY;

ALGORITHMS; ELECTRIC IMPEDANCE; IMAGE PROCESSING, COMPUTER-ASSISTED; LUNG; RESPIRATION, ARTIFICIAL; RESPIRATORY FUNCTION TESTS; SOFTWARE; TOMOGRAPHY;

EID: 84905841633     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0103045     Document Type: Article

References (65)

1. Adler A, Amato MBP, Arnold JH, Bayford R, Bodenstein M, et al. (2012) Whither lung EIT: Where are we, where do we want to go and what do we need to get there? Physiol Meas 33: 679-694.
2. Frerichs I, Dargaville PA, Dudykevych T, Rimensberger PC (2003) Electrical impedance tomography: a method for monitoring regional lung aeration and tidal volume distribution? Intensive Care Med 29: 2312-2316. (Pubitemid 38030686)
3. Moerer O, Hahn G, Quintel M (2011) Lung impedance measurements to monitor alveolar ventilation. Curr Opin Crit Care 17: 260-7.
4. Wolf GK, Gómez-Laberge C, Rettig JS, Vargas SO, Smallwood CD, et al. (2013) Mechanical ventilation guided by electrical impedance tomography in experimental acute lung injury. Crit Care Med 41: 1296-304.
5. Ricard JD, Dreyfuss D, Saumon G (2002) Ventilator-induced lung injury. Curr Opin Crit Care 8: 12-20. (Pubitemid 34165523)
6. Amato MB, Barbas CS, Medeiros DM, Magaldi RB, Schettino GP, et al. (1998) Effect of a protective-ventilation strategy on mortality in the acute respiratory distress syndrome. N Engl J Med 338: 347-354. (Pubitemid 28083906)
7. The Acute Respiratory Distress Syndrome Network (2000) Ventilation with lower tidal volumes as compared with traditional tidal volumes for acute lung injury and the acute respiratory distress syndrome. N Engl J Med 342: 1301-8.
8. Marini JJ, Gattinoni L (2004) Ventilatory management of acute respiratory distress syndrome: a consensus of two. Crit Care Med 32: 250-255. (Pubitemid 38125590)
9. Barber DC, Brown BH (1984) Applied potential tomography. J Phys E: Sci Instrum 17: 723-733.
10. Meier T, Luepschen H, Karsten J, Leibecke T, Grossherr M, et al. (2008) Assessment of regional lung recruitment and derecruitment during a PEEP trial based on electrical impedance tomography. Intensive Care Med 34: 543-550. (Pubitemid 351623019)
11. Miedema M, van der Burg PS, Beuger S, de Jongh FH, Frerichs I, et al. (2013) Effect of nasal continuous and biphasic positive airway pressure on lung volume in preterm infants. J Pediatr 162: 691-697.
12. Pham TMT, Yuill M, Dakin C, Schibler A (2011) Regional ventilation distribution in the first 6 months of life. Eur Respir J 37: 919-924.
13. Pulletz S, Kott M, Elke G, Schdler D, Vogt B, et al. (2012) Dynamics of regional lung aeration determined by electrical impedance tomography in patients with acute respiratory distress syndrome. Multidiscip Respir Med 7: 44.
14. Riedel T, Kyburz M, Latzin P, Thamrin C, Frey U (2009) Regional and overall ventilation inhomogeneities in preterm and term-born infants. Intensive Care Med 35: 144-151.
15. Vogt B, Pulletz S, Elke G, Zhao Z, Zabel P, et al. (2012) Spatial and temporal heterogeneity of regional lung ventilation determined by electrical impedance tomography during pulmonary function testing. J Appl Physiol 113: 1154-1161.
16. Wolf GK, Grychtol B, Boyd TK, Zurakowski D, Arnold JH (2010) Regional overdistension identified with electrical impedance tomography in the perflubron-treated lung. Physiol Meas 31: S85-S95.
17. Wolf GK, Grychtol B, Frerichs I, Zurakowski D, Arnold JH (2010) Regional lung volume changes during high-frequency oscillatory ventilation. Pediatr Crit Care Med 11: 610-615.
18. Dai T, Soleimani M, Adler A (2008) EIT image reconstruction with four dimensional regularization. Med Biol Eng Comput 46: 889-99.
19. de Lima CR, Mello LAM, Lima RG, Silva ECN (2007) Electrical impedance tomography through constrained sequential linear programming: a topology optimization approach. Meas Sci Technol 18: 2847-2858. (Pubitemid 350163568)
20. Lionheart WRB (2004) EIT reconstruction algorithms: pitfalls, challenges and recent developments. Physiol Meas 25: 125-142.
21. Soleimani M, Gómez-Laberge C, Adler A (2006) Imaging of conductivity changes and electrode movement in EIT. Physiol Meas 27: S103-S113. (Pubitemid 43890637)
22. Victorino JA, Borges JaB, Okamoto VN, Matos GFJ, Tucci MR, et al. (2004) Imbalances in regional lung ventilation: a validation study on electrical impedance tomography. Am J Respir Crit Care Med 169: 791-800. (Pubitemid 38402453)
23. Wrigge H, Zinserling J, Muders T, Varelmann D, Günther U, et al. (2008) Electrical impedance tomography compared with thoracic computed tomography during a slow inflation maneuver in experimental models of lung injury. Crit Care Med 36: 903-9.
24. Frerichs I, Hinz J, Herrmann P, Weisser G, Hahn G, et al. (2002) Detection of local lung air content by electrical impedance tomography compared with electron beam CT. J Appl Physiol 93: 660-6. (Pubitemid 34810231)
25. Hinz J, Neumann P, Dudykevych T, Andersson LG, Wrigge H, et al. (2003) Regional ventilation by electrical impedance tomography: a comparison with ventilation scintigraphy in pigs. Chest 124: 314-22. (Pubitemid 36851368)
26. Kunst PW, Vonk Noordegraaf A, Hoekstra OS, Postmus PE, de Vries PM (1998) Ventilation and perfusion imaging by electrical impedance tomography: a comparison with radionuclide scanning. Physiol Meas 19: 481-90. (Pubitemid 28546823)
27. Richard JC, Pouzot C, Gros A, Tourevieille C, Lebars D, et al. (2009) Electrical impedance tomography compared to positron emission tomography for the measurement of regional lung ventilation: an experimental study. Crit Care 13: R82.
28. Ferrario D, Grychtol B, Adler A, Sola J, Bohm SH, et al. (2012) Toward morphological thoracic EIT: Major signal sources correspond to respective organ locations in CT. IEEE transactions on bio-medical engineering 59: 3000-8.
29. Adler A, Arnold JH, Bayford R, Borsic A, Brown B, et al. (2009) GREIT: a unified approach to 2D linear EIT reconstruction of lung images. Physiol Meas 30: S35-S55.
30. Adler A, Lionheart WRB (2006) Uses and abuses of EIDORS: an extensible software base for EIT. Physiol Meas 27: S25-S42. (Pubitemid 43890631)
31. Kaipio JP, Kolehmainen V, Somersalo E, Vauhkonen M (2000) Statistical inversion and monte carlo sampling methods in electrical impedance tomography. Inverse Probl 16: 1487-1522. (Pubitemid 32022179)
32. Aykroyd RG, Soleimani M, Lionheart WRB (2006) Conditional Bayes reconstruction for ERT data using resistance monotonicity information. Meas Sci Technol 17: 2405-2413. (Pubitemid 44261975)
33. Kolehmainen V, Arridge SR, Lionheart WRB, Vauhkonen M, Kaipio JP (1999) Recovery of region boundaries of piecewise constant coefficients of an elliptic PDE from boundary data. Inverse Probl 15: 1375-1391. (Pubitemid 129618024)
34. Soleimani M, Lionheart WRB, Dorn O (2006) Level set reconstruction of conductivity and permittivity from boundary electrical measurements using experimental data. Inverse Probl Sci Eng 14: 193-210. (Pubitemid 43078582)
35. Brühl M, Hanke M (2000) Numerical implementation of two noniterative methods for locating inclusions by impedance tomography. Inverse Probl 16: 1029-1042.
36. Siltanen S, Mueller J, Isaacson D (2000) An implementation of the reconstruction algorithm of A Nachman for the 2D inverse conductivity problem. Inverse Probl 16: 681-699.
37. Isaacson D, Mueller JL, Newell JC, Siltanen S (2006) Imaging cardiac activity by the D-bar method for electrical impedance tomography. Physiol Meas 27: S43-50. (Pubitemid 43890632)
38. Rahmati P, Soleimani M, Pulletz S, Frerichs I, Adler A (2012) Level-set-based reconstruction algorithm for EIT lung images: first clinical results. Physiol Meas 33: 739-750.
39. Joyce CJ, Baker AB, Kennedy RR (1993) Gas uptake from an unventilated area of lung: computer model of absorption atelectasis. J Appl Physiol 74: 1107-16. (Pubitemid 23118559)
40. Magnusson L, Spahn DR (2003) New concepts of atelectasis during general anaesthesia. Br J Anaesth 91: 61-72. (Pubitemid 36857316)
41. Neumann P, Rothen H, Berglund J, Valtysson J, Magnusson A, et al. (1999) Positive end-expiratory pressure prevents atelectasisduring general anaesthesia even in the presence of a high inspired oxygen concentration. Acta Anaesth Scand 43: 295-301. (Pubitemid 29109475)
42. Adler A, Guardo R, Berthiaume Y (1996) Impedance imaging of lung ventilation: do we need to account for chest expansion? IEEE Trans Biomed Eng 43: 414-420. (Pubitemid 26110398)
43. Barber D, Brown B, Freeston I (1983) Imaging spatial distributions of resistivity using applied potential tomography. Electron Lett 19: 933-935. (Pubitemid 14472251)
44. Santosa F, Vogelius M (1990) A backprojection algorithm for electrical impedance imaging. SIAM J Appl Math 50: 216-243. (Pubitemid 20661626)
45. Brown BH, Seagar AD (1987) The Sheffield data collection system. Clin Phys and Physiol Meas 8: 91-97.
46. Plonsey R (1963) Reciprocity applied to volume conductors and the ECG. IEEE Trans Biomed Eng 10: 9-12.
47. Schöberl J (1997) NETGEN an advancing front 2D/3D-mesh generator based on abstract rules. Comput Visual Sci 1: 41-52.
48. Grychtol B, Adler A (2013) Uniform background assumption produces misleading lung EIT images. Physiol Meas 34: 579-93.
49. Adler A, Lionheart WRB (2011) Minimizing EIT image artefacts from mesh variability in finite element models. Physiol Meas 32: 823-834.
50. Graham BM, Adler A (2006) Objective selection of hyperparameter for EIT. Physiol Meas 27: S65-S79. (Pubitemid 43890634)
51. Adler A, Guardo R (1996) Electrical impedance tomography: regularized imaging and contrast detection. IEEE Trans Med Imag 15: 170-179. (Pubitemid 126780309)
52. Cheney M, Isaacson D, Newell JC, Simske S, Goble J (1990) NOSER: An algorithm for solving the inverse conductivity problem. Int J Imag Sys Technol 2: 66-75.
53. Hartinger AE, Guardo R, Adler A, Gagnon H (2009) Real-time management of faulty electrodes in electrical impedance tomography. IEEE Trans Biomed Eng 56: 369-377.
54. Borsic A, Adler A (2012) A primal-dual interior-point framework for using the L1 or L2 norm on the data and regularization terms of inverse problems. Inverse Probl 28: 095011.
55. Polydorides N, Lionheart WR (2002) A Matlab toolkit for three-dimensional electrical impedance tomography: a contribution to the Electrical Impedance and Diffuse Optical Reconstruction Software project. Meas Sci Technol 13: 1871.
56. Vauhkonen M, Vadász D, Karjalainen PA, Somersalo E, Kaipio JP (1998) Tikhonov regularization and prior information in electrical impedance tomography. IEEE Trans Med Imag 17: 285-293. (Pubitemid 128747681)
57. Murai T, Kagawa Y (1985) Electrical impedance computed tomography based on a finite element model. IEEE Trans Biomed Eng 32: 177-184.
58. Borsic A, Graham BM, Adler A, Lionheart WRB (2010) In vivo impedance imaging with total variation regularization. IEEE Trans Med Imag 29: 44-54.
59. Pulletz S, van Genderingen HR, Schmitz G, Zick G, Schädler D, et al. (2006) Comparison of different methods to define regions of interest for evaluation of regional lung ventilation by EIT. Physiological measurement 27: S115-27. (Pubitemid 43890638)
60. Radke OC, Schneider T, Heller AR, Koch T (2012) Spontaneous breathing during general anesthesia prevents the ventral redistribution of ventilation as detected by electrical impedance tomography: a randomized trial. Anesthesiology 116: 1227-34.
61. Zick G, Elke G, Becher T, Schädler D, Pulletz S, et al. (2013) Effect of PEEP and tidal volume on ventilation distribution and end-expiratory lung volume: a prospective experimental animal and pilot clinical study. PloS one 8: e72675.
62. Bikker IG, Preis C, Egal M, Bakker J, Gommers D (2011) Electrical impedance tomography measured at two thoracic levels can visualize the ventilation distribution changes at the bedside during a decremental positive end-expiratory lung pressure trial. Critical care (London, England) 15: R193.
63. Mamatjan Y, Böhm S, Gaggero PO, Adler A (2011) Evaluation of EIT system performance. Physiol Meas 32: 851-865.
64. Lionheart WRB (1998) Boundary shape and electrical impedance tomography. Inverse Probl 14: 139-147.
65. Grychtol B, Lionheart WRB, Bodenstein M, Wolf GK, Adler A (2012) Impact of model shape mismatch on reconstruction quality in electrical impedance tomography. IEEE Trans Med Imag 31: 1754-1760.