Skip to main content
Erschienen in: European Radiology 11/2016

06.02.2016 | Neuro

Optimising MR perfusion imaging: comparison of different software-based approaches in acute ischaemic stroke

verfasst von: Lars-Arne Schaafs, David Porter, Heinrich J. Audebert, Jochen B. Fiebach, Kersten Villringer

Erschienen in: European Radiology | Ausgabe 11/2016

Einloggen, um Zugang zu erhalten

Abstract

Objectives

Perfusion imaging (PI) is susceptible to confounding factors such as motion artefacts as well as delay and dispersion (D/D). We evaluate the influence of different post-processing algorithms on hypoperfusion assessment in PI analysis software packages to improve the clinical accuracy of stroke PI.

Methods

Fifty patients with acute ischaemic stroke underwent MRI imaging in the first 24 h after onset. Diverging approaches to motion and D/D correction were applied. The calculated MTT and CBF perfusion maps were assessed by volumetry of lesions and tested for agreement with a standard approach and with the final lesion volume (FLV) on day 6 in patients with persisting vessel occlusion.

Results

MTT map lesion volumes were significantly smaller throughout the software packages with correction of motion and D/D when compared to the commonly used approach with no correction (p = 0.001–0.022). Volumes on CBF maps did not differ significantly (p = 0.207–0.925). All packages with advanced post-processing algorithms showed a high level of agreement with FLV (ICC = 0.704–0.879).

Conclusions

Correction of D/D had a significant influence on estimated lesion volumes and leads to significantly smaller lesion volumes on MTT maps. This may improve patient selection.

Key Points

Assessment on hypoperfusion using advanced post-processing with correction for motion and D/D.
CBF appears to be more robust regarding differences in post-processing.
Tissue at risk is estimated more accurately by correcting software algorithms.
Advanced post-processing algorithms show a higher agreement with the final lesion volume.
Literatur
1.
Zurück zum Zitat Davis SM, Donnan GA, Parsons MW et al (2008) Effects of alteplase beyond 3 h after stroke in the Echoplanar Imaging Thrombolytic Evaluation Trial (EPITHET): a placebo-controlled randomised trial. Lancet Neurol 7:299–309CrossRefPubMed Davis SM, Donnan GA, Parsons MW et al (2008) Effects of alteplase beyond 3 h after stroke in the Echoplanar Imaging Thrombolytic Evaluation Trial (EPITHET): a placebo-controlled randomised trial. Lancet Neurol 7:299–309CrossRefPubMed
2.
Zurück zum Zitat Hacke W, Furlan AJ, Al-Rawi Y et al (2009) Intravenous desmoteplase in patients with acute ischaemic stroke selected by MRI perfusion-diffusion weighted imaging or perfusion CT (DIAS-2): a prospective, randomised, double-blind, placebo-controlled study. Lancet Neurol 8:141–150CrossRefPubMed Hacke W, Furlan AJ, Al-Rawi Y et al (2009) Intravenous desmoteplase in patients with acute ischaemic stroke selected by MRI perfusion-diffusion weighted imaging or perfusion CT (DIAS-2): a prospective, randomised, double-blind, placebo-controlled study. Lancet Neurol 8:141–150CrossRefPubMed
3.
Zurück zum Zitat Hacke W, Albers G, Al-Rawi Y et al (2005) The Desmoteplase in Acute Ischemic Stroke Trial (DIAS): a phase II MRI-based 9-hour window acute stroke thrombolysis trial with intravenous desmoteplase. Stroke; J Cereb Circ 36:66–73CrossRef Hacke W, Albers G, Al-Rawi Y et al (2005) The Desmoteplase in Acute Ischemic Stroke Trial (DIAS): a phase II MRI-based 9-hour window acute stroke thrombolysis trial with intravenous desmoteplase. Stroke; J Cereb Circ 36:66–73CrossRef
4.
Zurück zum Zitat Ostergaard L, Weisskoff RM, Chesler DA, Gyldensted C, Rosen BR (1996) High resolution measurement of cerebral blood flow using intravascular tracer bolus passages. Part I: Mathematical approach and statistical analysis. Magn Reson Med: Off J Soc Magn Reson Med 36:715–725CrossRef Ostergaard L, Weisskoff RM, Chesler DA, Gyldensted C, Rosen BR (1996) High resolution measurement of cerebral blood flow using intravascular tracer bolus passages. Part I: Mathematical approach and statistical analysis. Magn Reson Med: Off J Soc Magn Reson Med 36:715–725CrossRef
5.
Zurück zum Zitat Calamante F, Gadian DG, Connelly A (2000) Delay and dispersion effects in dynamic susceptibility contrast MRI: simulations using singular value decomposition. Magn Reson Med: Off J Soc Magn Reson Med 44:466–473CrossRef Calamante F, Gadian DG, Connelly A (2000) Delay and dispersion effects in dynamic susceptibility contrast MRI: simulations using singular value decomposition. Magn Reson Med: Off J Soc Magn Reson Med 44:466–473CrossRef
6.
Zurück zum Zitat Østergaard L (2005) Principles of cerebral perfusion imaging by bolus tracking. J Magn Reson Imaging 22:710–717CrossRefPubMed Østergaard L (2005) Principles of cerebral perfusion imaging by bolus tracking. J Magn Reson Imaging 22:710–717CrossRefPubMed
7.
Zurück zum Zitat Calamante F (2013) Arterial input function in perfusion MRI: a comprehensive review. Prog Nucl Magn Reson Spectrosc 74:1–32CrossRefPubMed Calamante F (2013) Arterial input function in perfusion MRI: a comprehensive review. Prog Nucl Magn Reson Spectrosc 74:1–32CrossRefPubMed
8.
Zurück zum Zitat Ebinger M, Brunecker P, Jungehulsing GJ et al (2010) Reliable perfusion maps in stroke MRI using arterial input functions derived from distal middle cerebral artery branches. Stroke; J Cereb Circ 41:95–101CrossRef Ebinger M, Brunecker P, Jungehulsing GJ et al (2010) Reliable perfusion maps in stroke MRI using arterial input functions derived from distal middle cerebral artery branches. Stroke; J Cereb Circ 41:95–101CrossRef
9.
Zurück zum Zitat Calamante F, Thomas DL, Pell GS, Wiersma J, Turner R (1999) Measuring cerebral blood flow using magnetic resonance imaging techniques. J Cereb Blood Flow Metab: Off J Int Soc Cereb Blood Flow Metab 19:701–735CrossRef Calamante F, Thomas DL, Pell GS, Wiersma J, Turner R (1999) Measuring cerebral blood flow using magnetic resonance imaging techniques. J Cereb Blood Flow Metab: Off J Int Soc Cereb Blood Flow Metab 19:701–735CrossRef
10.
Zurück zum Zitat Calamante F, Mørup M, Hansen LK (2004) Defining a local arterial input function for perfusion MRI using independent component analysis. Magn Reson Med: Off J Soc Magn Reson Med 52:789–797CrossRef Calamante F, Mørup M, Hansen LK (2004) Defining a local arterial input function for perfusion MRI using independent component analysis. Magn Reson Med: Off J Soc Magn Reson Med 52:789–797CrossRef
11.
Zurück zum Zitat Bleeker EJW, Webb AG, van Walderveen MAA, van Buchem MA, van Osch MJP (2012) Evaluation of signal formation in local arterial input function measurements of dynamic susceptibility contrast MRI. Magn Reson Med: Off J Soc Magn Reson Med 67:1324–1331CrossRef Bleeker EJW, Webb AG, van Walderveen MAA, van Buchem MA, van Osch MJP (2012) Evaluation of signal formation in local arterial input function measurements of dynamic susceptibility contrast MRI. Magn Reson Med: Off J Soc Magn Reson Med 67:1324–1331CrossRef
12.
Zurück zum Zitat Willats L, Christensen S, Ma HK, Donnan GA, Connelly A, Calamante F (2011) Validating a local Arterial Input Function method for improved perfusion quantification in stroke. J Cereb Blood Flow Metab: Off J Int Soc Cereb Blood Flow Metab 31:2189–2198CrossRef Willats L, Christensen S, Ma HK, Donnan GA, Connelly A, Calamante F (2011) Validating a local Arterial Input Function method for improved perfusion quantification in stroke. J Cereb Blood Flow Metab: Off J Int Soc Cereb Blood Flow Metab 31:2189–2198CrossRef
13.
Zurück zum Zitat Kosior RK, Kosior JC, Frayne R (2007) Improved dynamic susceptibility contrast (DSC)-MR perfusion estimates by motion correction. J Magn Reson Imaging 26:1167–1172CrossRefPubMed Kosior RK, Kosior JC, Frayne R (2007) Improved dynamic susceptibility contrast (DSC)-MR perfusion estimates by motion correction. J Magn Reson Imaging 26:1167–1172CrossRefPubMed
14.
Zurück zum Zitat Lorenz C, Benner T, Lopez CJ et al (2006) Effect of using local arterial input functions on cerebral blood flow estimation. J Magn Reson Imaging 24:57–65CrossRefPubMed Lorenz C, Benner T, Lopez CJ et al (2006) Effect of using local arterial input functions on cerebral blood flow estimation. J Magn Reson Imaging 24:57–65CrossRefPubMed
15.
Zurück zum Zitat Brunecker P, Endres M, Nolte CH et al (2008) Evaluation of an AIF correction algorithm for dynamic susceptibility contrast-enhanced perfusion MRI. Magn Reson Med: Off J Soc Magn Reson Med 60:102–110CrossRef Brunecker P, Endres M, Nolte CH et al (2008) Evaluation of an AIF correction algorithm for dynamic susceptibility contrast-enhanced perfusion MRI. Magn Reson Med: Off J Soc Magn Reson Med 60:102–110CrossRef
16.
Zurück zum Zitat Brunecker P, Villringer A, Schultze J et al (2007) Correcting saturation effects of the arterial input function in dynamic susceptibility contrast-enhanced MRI: a Monte Carlo simulation. Magn Reson Imaging 25:1300–1311CrossRefPubMed Brunecker P, Villringer A, Schultze J et al (2007) Correcting saturation effects of the arterial input function in dynamic susceptibility contrast-enhanced MRI: a Monte Carlo simulation. Magn Reson Imaging 25:1300–1311CrossRefPubMed
17.
Zurück zum Zitat Wu O, Ostergaard L, Weisskoff RM, Benner T, Rosen BR, Sorensen AG (2003) Tracer arrival timing-insensitive technique for estimating flow in MR perfusion-weighted imaging using singular value decomposition with a block-circulant deconvolution matrix. Magn Reson Med: Off J Soc Magn Reson Med 50:164–174CrossRef Wu O, Ostergaard L, Weisskoff RM, Benner T, Rosen BR, Sorensen AG (2003) Tracer arrival timing-insensitive technique for estimating flow in MR perfusion-weighted imaging using singular value decomposition with a block-circulant deconvolution matrix. Magn Reson Med: Off J Soc Magn Reson Med 50:164–174CrossRef
18.
Zurück zum Zitat Jenkinson M, Smith S (2001) A global optimisation method for robust affine registration of brain images. Med Image Anal 5:143–156CrossRefPubMed Jenkinson M, Smith S (2001) A global optimisation method for robust affine registration of brain images. Med Image Anal 5:143–156CrossRefPubMed
19.
Zurück zum Zitat Jenkinson M, Bannister P, Brady M, Smith S (2002) Improved optimization for the robust and accurate linear registration and motion correction of brain images. NeuroImage 17:825–841CrossRefPubMed Jenkinson M, Bannister P, Brady M, Smith S (2002) Improved optimization for the robust and accurate linear registration and motion correction of brain images. NeuroImage 17:825–841CrossRefPubMed
20.
Zurück zum Zitat Tourdias T, Renou P, Sibon I et al (2011) Final cerebral infarct volume is predictable by MR imaging at 1 week. AJNR Am J Neuroradiol 32:352–358CrossRefPubMed Tourdias T, Renou P, Sibon I et al (2011) Final cerebral infarct volume is predictable by MR imaging at 1 week. AJNR Am J Neuroradiol 32:352–358CrossRefPubMed
21.
Zurück zum Zitat Parsons MW, Yang Q, Barber PA et al (2001) Perfusion magnetic resonance imaging maps in hyperacute stroke: relative cerebral blood flow most accurately identifies tissue destined to infarct. Stroke; J Cereb Circ 32:1581–1587CrossRef Parsons MW, Yang Q, Barber PA et al (2001) Perfusion magnetic resonance imaging maps in hyperacute stroke: relative cerebral blood flow most accurately identifies tissue destined to infarct. Stroke; J Cereb Circ 32:1581–1587CrossRef
22.
Zurück zum Zitat Zaro-Weber O, Moeller-Hartmann W, Heiss WD, Sobesky J (2010) MRI perfusion maps in acute stroke validated with 15O-water positron emission tomography. Stroke; J Cereb Circ 41:443–449CrossRef Zaro-Weber O, Moeller-Hartmann W, Heiss WD, Sobesky J (2010) MRI perfusion maps in acute stroke validated with 15O-water positron emission tomography. Stroke; J Cereb Circ 41:443–449CrossRef
23.
Zurück zum Zitat van Osch MJ, Vonken EJ, Viergever MA, van der Grond J, Bakker CJ (2003) Measuring the arterial input function with gradient echo sequences. Magn Reson Med: Off J Soc Magn Reson Med 49:1067–1076CrossRef van Osch MJ, Vonken EJ, Viergever MA, van der Grond J, Bakker CJ (2003) Measuring the arterial input function with gradient echo sequences. Magn Reson Med: Off J Soc Magn Reson Med 49:1067–1076CrossRef
24.
Zurück zum Zitat Krings T, Reinges MH, Erberich S et al (2001) Functional MRI for presurgical planning: problems, artefacts, and solution strategies. J Neurol Neurosurg Psychiatry 70:749–760CrossRefPubMedPubMedCentral Krings T, Reinges MH, Erberich S et al (2001) Functional MRI for presurgical planning: problems, artefacts, and solution strategies. J Neurol Neurosurg Psychiatry 70:749–760CrossRefPubMedPubMedCentral
25.
Zurück zum Zitat Oakes TR, Johnstone T, Ores Walsh KS et al (2005) Comparison of fMRI motion correction software tools. NeuroImage 28:529–543CrossRefPubMed Oakes TR, Johnstone T, Ores Walsh KS et al (2005) Comparison of fMRI motion correction software tools. NeuroImage 28:529–543CrossRefPubMed
26.
Zurück zum Zitat Sorensen AG, Copen WA, Ostergaard L et al (1999) Hyperacute stroke: simultaneous measurement of relative cerebral blood volume, relative cerebral blood flow, and mean tissue transit time. Radiology 210:519–527CrossRefPubMed Sorensen AG, Copen WA, Ostergaard L et al (1999) Hyperacute stroke: simultaneous measurement of relative cerebral blood volume, relative cerebral blood flow, and mean tissue transit time. Radiology 210:519–527CrossRefPubMed
27.
Zurück zum Zitat Zaro-Weber O, Livne M, Martin SZ et al (2015) Comparison of the 2 Most Popular Deconvolution Techniques for the Detection of Penumbral Flow in Acute Stroke. Stroke; J Cereb Circ 46:2795–2799CrossRef Zaro-Weber O, Livne M, Martin SZ et al (2015) Comparison of the 2 Most Popular Deconvolution Techniques for the Detection of Penumbral Flow in Acute Stroke. Stroke; J Cereb Circ 46:2795–2799CrossRef
28.
Zurück zum Zitat Meijs M, Christensen S, Lansberg MG, Albers GW, Calamante F (2015) Analysis of perfusion MRI in stroke: To deconvolve, or not to deconvolve. Magn Reson Med: Off J Soc Magn Reson Med. doi:10.1002/mrm.26024 Meijs M, Christensen S, Lansberg MG, Albers GW, Calamante F (2015) Analysis of perfusion MRI in stroke: To deconvolve, or not to deconvolve. Magn Reson Med: Off J Soc Magn Reson Med. doi:10.​1002/​mrm.​26024
29.
Zurück zum Zitat Galinovic I, Brunecker P, Ostwaldt AC, Soemmer C, Hotter B, Fiebach JB (2011) Fully automated postprocessing carries a risk of substantial overestimation of perfusion deficits in acute stroke magnetic resonance imaging. Cerebrovasc Dis 31:408–413, Basel, Switzerland CrossRefPubMed Galinovic I, Brunecker P, Ostwaldt AC, Soemmer C, Hotter B, Fiebach JB (2011) Fully automated postprocessing carries a risk of substantial overestimation of perfusion deficits in acute stroke magnetic resonance imaging. Cerebrovasc Dis 31:408–413, Basel, Switzerland CrossRefPubMed
30.
Zurück zum Zitat Galinovic I, Ostwaldt A-C, Soemmer C et al (2011) Search for a map and threshold in perfusion MRI to accurately predict tissue fate: a protocol for assessing lesion growth in patients with persistent vessel occlusion. Cerebrovasc Dis 32:186–193, Basel, Switzerland CrossRefPubMed Galinovic I, Ostwaldt A-C, Soemmer C et al (2011) Search for a map and threshold in perfusion MRI to accurately predict tissue fate: a protocol for assessing lesion growth in patients with persistent vessel occlusion. Cerebrovasc Dis 32:186–193, Basel, Switzerland CrossRefPubMed
31.
Zurück zum Zitat Calamante F, Christensen S, Desmond PM, Østergaard L, Davis SM, Connelly A (2010) The physiological significance of the time-to-maximum (Tmax) parameter in perfusion MRI. Stroke; J Cereb Circ 41:1169–1174CrossRef Calamante F, Christensen S, Desmond PM, Østergaard L, Davis SM, Connelly A (2010) The physiological significance of the time-to-maximum (Tmax) parameter in perfusion MRI. Stroke; J Cereb Circ 41:1169–1174CrossRef
32.
Zurück zum Zitat Kudo K, Sasaki M, Østergaard L et al (2011) Susceptibility of Tmax to tracer delay on perfusion analysis: quantitative evaluation of various deconvolution algorithms using digital phantoms. J Cereb Blood Flow Metab: Off J Int Soc Cereb Blood Flow Metab 31:908–912CrossRef Kudo K, Sasaki M, Østergaard L et al (2011) Susceptibility of Tmax to tracer delay on perfusion analysis: quantitative evaluation of various deconvolution algorithms using digital phantoms. J Cereb Blood Flow Metab: Off J Int Soc Cereb Blood Flow Metab 31:908–912CrossRef
33.
Zurück zum Zitat Brown TA, Luby M, Shah J, Giannakidis D, Latour LL (2015) Magnetic resonance imaging in acute ischemic stroke patients with mild symptoms: an opportunity to standardize intravenous thrombolysis. J Stroke Cerebrovasc Dis 24:1832–1840CrossRefPubMedPubMedCentral Brown TA, Luby M, Shah J, Giannakidis D, Latour LL (2015) Magnetic resonance imaging in acute ischemic stroke patients with mild symptoms: an opportunity to standardize intravenous thrombolysis. J Stroke Cerebrovasc Dis 24:1832–1840CrossRefPubMedPubMedCentral
Metadaten
Titel
Optimising MR perfusion imaging: comparison of different software-based approaches in acute ischaemic stroke
verfasst von
Lars-Arne Schaafs
David Porter
Heinrich J. Audebert
Jochen B. Fiebach
Kersten Villringer
Publikationsdatum
06.02.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
European Radiology / Ausgabe 11/2016
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-016-4244-3

Weitere Artikel der Ausgabe 11/2016

European Radiology 11/2016 Zur Ausgabe

Update Radiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.