Skip to main content
Top
Published in: European Radiology 12/2012

01-12-2012 | Neuro

Acute stroke: a comparison of different CT perfusion algorithms and validation of ischaemic lesions by follow-up imaging

Authors: Benjamin Abels, J. Pablo Villablanca, Bernd F. Tomandl, Michael Uder, Michael M. Lell

Published in: European Radiology | Issue 12/2012

Login to get access

Abstract

Objectives

To compare ischaemic lesions predicted by different CT perfusion (CTP) post-processing techniques and validate CTP lesions compared with final lesion size in stroke patients.

Methods

Fifty patients underwent CT, CTP and CT angiography. Quantitative values and colour maps were calculated using least mean square deconvolution (LMSD), maximum slope (MS) and conventional singular value decomposition deconvolution (SVDD) algorithms. Quantitative results, core/penumbra lesion sizes and Alberta Stroke Programme Early CT Score (ASPECTS) were compared among the algorithms; lesion sizes and ASPECTS were compared with final lesions on follow-up MRI + MRA or CT + CTA as a reference standard, accounting for recanalisation status.

Results

Differences in quantitative values and lesion sizes were statistically significant, but therapeutic decisions based on ASPECTS and core/penumbra ratios would have been the same in all cases. CTP lesion sizes were highly predictive of final infarct size: Coefficients of determination (R 2) for CTP versus follow-up lesion sizes in the recanalisation group were 0.87, 0.82 and 0.61 (P < 0.001) for LMSD, MS and SVDD, respectively, and 0.88, 0.87 and 0.76 (P < 0.001), respectively, in the non-recanalisation group.

Conclusions

Lesions on CT perfusion are highly predictive of final infarct. Different CTP post-processing algorithms usually lead to the same clinical decision, but for assessing lesion size, LMSD and MS appear superior to SVDD.

Key Points

Following an acute stroke, CT perfusion imaging can help predict lesion evolution.
Delay-insensitive deconvolution and maximum slope approach are superior to delay-sensitive deconvolution regarding accuracy.
Different CT perfusion post-processing algorithms usually lead to the same clinical decision.
CT perfusion offers new insights into the evolution of stroke.
Appendix
Available only for authorised users
Literature
1.
go back to reference Miles KA, Hayball M, Dixon AK (1991) Colour perfusion imaging: a new application of computed tomography. Lancet 337:643–645PubMedCrossRef Miles KA, Hayball M, Dixon AK (1991) Colour perfusion imaging: a new application of computed tomography. Lancet 337:643–645PubMedCrossRef
2.
go back to reference Hopyan J, Ciarallo A, Dowlatshahi D et al (2010) Certainty of stroke diagnosis: incremental benefit with CT perfusion over noncontrast CT and CT angiography. Radiology 255:142–153PubMedCrossRef Hopyan J, Ciarallo A, Dowlatshahi D et al (2010) Certainty of stroke diagnosis: incremental benefit with CT perfusion over noncontrast CT and CT angiography. Radiology 255:142–153PubMedCrossRef
3.
go back to reference Kloska SP, Nabavi DG, Gaus C et al (2004) Acute stroke assessment with CT: do we need multimodal evaluation? Radiology 233:79–86PubMedCrossRef Kloska SP, Nabavi DG, Gaus C et al (2004) Acute stroke assessment with CT: do we need multimodal evaluation? Radiology 233:79–86PubMedCrossRef
4.
go back to reference Wintermark M, Fischbein NJ, Smith WS, Ko NU, Quist M, Dillon WP (2005) Accuracy of dynamic perfusion CT with deconvolution in detecting acute hemispheric stroke. AJNR Am J Neuroradiol 26:104–112PubMed Wintermark M, Fischbein NJ, Smith WS, Ko NU, Quist M, Dillon WP (2005) Accuracy of dynamic perfusion CT with deconvolution in detecting acute hemispheric stroke. AJNR Am J Neuroradiol 26:104–112PubMed
5.
go back to reference Roberts HC, Dillon WP, Furlan AJ et al (2002) Computed tomographic findings in patients undergoing intra-arterial thrombolysis for acute ischemic stroke due to middle cerebral artery occlusion: results from the PROACT II trial. Stroke 33:1557–1565PubMedCrossRef Roberts HC, Dillon WP, Furlan AJ et al (2002) Computed tomographic findings in patients undergoing intra-arterial thrombolysis for acute ischemic stroke due to middle cerebral artery occlusion: results from the PROACT II trial. Stroke 33:1557–1565PubMedCrossRef
6.
go back to reference Higashida RT, Furlan AJ, Roberts H et al (2003) Trial design and reporting standards for intra-arterial cerebral thrombolysis for acute ischemic stroke. Stroke 34:e109–e137PubMedCrossRef Higashida RT, Furlan AJ, Roberts H et al (2003) Trial design and reporting standards for intra-arterial cerebral thrombolysis for acute ischemic stroke. Stroke 34:e109–e137PubMedCrossRef
7.
go back to reference König M, Kraus M, Theek C, Klotz E, Gehlen W, Heuser L (2001) Quantitative assessment of the ischemic brain by means of perfusion-related parameters derived from perfusion CT. Stroke 32:431–437CrossRef König M, Kraus M, Theek C, Klotz E, Gehlen W, Heuser L (2001) Quantitative assessment of the ischemic brain by means of perfusion-related parameters derived from perfusion CT. Stroke 32:431–437CrossRef
8.
go back to reference Wintermark M, Flanders AE, Velthuis B et al (2006) Perfusion-CT assessment of infarct core and penumbra: receiver operating characteristic curve analysis in 130 patients suspected of acute hemispheric stroke. Stroke 37:979–985PubMedCrossRef Wintermark M, Flanders AE, Velthuis B et al (2006) Perfusion-CT assessment of infarct core and penumbra: receiver operating characteristic curve analysis in 130 patients suspected of acute hemispheric stroke. Stroke 37:979–985PubMedCrossRef
9.
go back to reference Shih LC, Saver JL, Alger JR et al (2003) Perfusion-weighted magnetic resonance imaging thresholds identifying core, irreversibly infarcted tissue. Stroke 34:1425–1430PubMedCrossRef Shih LC, Saver JL, Alger JR et al (2003) Perfusion-weighted magnetic resonance imaging thresholds identifying core, irreversibly infarcted tissue. Stroke 34:1425–1430PubMedCrossRef
10.
go back to reference Kluytmans M, van Everdingen KJ, Kappelle LJ, Ramos LM, Viergever MA, van der Grond J (2000) Prognostic value of perfusion- and diffusion-weighted MR imaging in first 3 days of stroke. Eur Radiol 10:1434–1441PubMedCrossRef Kluytmans M, van Everdingen KJ, Kappelle LJ, Ramos LM, Viergever MA, van der Grond J (2000) Prognostic value of perfusion- and diffusion-weighted MR imaging in first 3 days of stroke. Eur Radiol 10:1434–1441PubMedCrossRef
11.
go back to reference Wintermark M, Rowley HA, Lev MH (2009) Acute stroke triage to intravenous thrombolysis and other therapies with advanced CT or MR imaging: pro CT. Radiology 251:619–626PubMedCrossRef Wintermark M, Rowley HA, Lev MH (2009) Acute stroke triage to intravenous thrombolysis and other therapies with advanced CT or MR imaging: pro CT. Radiology 251:619–626PubMedCrossRef
12.
go back to reference Wintermark M, Albers GW, Alexandrov AV et al (2008) Acute stroke imaging research roadmap. AJNR Am J Neuroradiol 29:e23–e30PubMedCrossRef Wintermark M, Albers GW, Alexandrov AV et al (2008) Acute stroke imaging research roadmap. AJNR Am J Neuroradiol 29:e23–e30PubMedCrossRef
13.
go back to reference Kudo K, Sasaki M, Yamada K et al (2010) Differences in CT perfusion maps generated by different commercial software: quantitative analysis by using identical source data of acute stroke patients. Radiology 254:200–209PubMedCrossRef Kudo K, Sasaki M, Yamada K et al (2010) Differences in CT perfusion maps generated by different commercial software: quantitative analysis by using identical source data of acute stroke patients. Radiology 254:200–209PubMedCrossRef
14.
go back to reference Adams HP Jr, del Zoppo G, Alberts MJ et al (2007) Guidelines for the early management of adults with ischemic stroke: a guideline from the American Heart Association/American Stroke Association Stroke Council, Clinical Cardiology Council, Cardiovascular Radiology and Intervention Council, and the Atherosclerotic Peripheral Vascular Disease and Quality of Care Outcomes in Research Interdisciplinary Working Groups: The American Academy of Neurology affirms the value of this guideline as an educational tool for neurologists. Circulation 115:e478–e534PubMedCrossRef Adams HP Jr, del Zoppo G, Alberts MJ et al (2007) Guidelines for the early management of adults with ischemic stroke: a guideline from the American Heart Association/American Stroke Association Stroke Council, Clinical Cardiology Council, Cardiovascular Radiology and Intervention Council, and the Atherosclerotic Peripheral Vascular Disease and Quality of Care Outcomes in Research Interdisciplinary Working Groups: The American Academy of Neurology affirms the value of this guideline as an educational tool for neurologists. Circulation 115:e478–e534PubMedCrossRef
15.
go back to reference Del Zoppo GJ, Saver JL, Jauch EC, Adams HP Jr (2009) Expansion of the time window for treatment of acute ischemic stroke with intravenous tissue plasminogen activator: a science advisory from the American Heart Association/American Stroke Association. Stroke 40:2945–2948PubMedCrossRef Del Zoppo GJ, Saver JL, Jauch EC, Adams HP Jr (2009) Expansion of the time window for treatment of acute ischemic stroke with intravenous tissue plasminogen activator: a science advisory from the American Heart Association/American Stroke Association. Stroke 40:2945–2948PubMedCrossRef
16.
go back to reference Abels B, Klotz E, Tomandl BF, Kloska SP, Lell MM (2010) Perfusion CT in acute ischemic stroke: a qualitative and quantitative comparison of deconvolution and maximum slope approach. Am J Neuroradiol 31:1690–1698PubMedCrossRef Abels B, Klotz E, Tomandl BF, Kloska SP, Lell MM (2010) Perfusion CT in acute ischemic stroke: a qualitative and quantitative comparison of deconvolution and maximum slope approach. Am J Neuroradiol 31:1690–1698PubMedCrossRef
17.
go back to reference Klotz E, Konig M (1999) Perfusion measurements of the brain: using dynamic CT for the quantitative assessment of cerebral ischemia in acute stroke. Eur J Radiol 30:170–184PubMedCrossRef Klotz E, Konig M (1999) Perfusion measurements of the brain: using dynamic CT for the quantitative assessment of cerebral ischemia in acute stroke. Eur J Radiol 30:170–184PubMedCrossRef
18.
go back to reference Østergaard 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 36:715–725 Østergaard 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 36:715–725
19.
go back to reference Pexman JH, Barber PA, Hill MD et al (2001) Use of the Alberta Stroke Program Early CT Score (ASPECTS) for assessing CT scans in patients with acute stroke. AJNR Am J Neuroradiol 22:1534–1542PubMed Pexman JH, Barber PA, Hill MD et al (2001) Use of the Alberta Stroke Program Early CT Score (ASPECTS) for assessing CT scans in patients with acute stroke. AJNR Am J Neuroradiol 22:1534–1542PubMed
20.
go back to reference Ferreira RM, Lev MH, Goldmakher GV et al (2010) Arterial input function placement for accurate CT perfusion map construction in acute stroke. Am J Roentgenol 194:1330–1336CrossRef Ferreira RM, Lev MH, Goldmakher GV et al (2010) Arterial input function placement for accurate CT perfusion map construction in acute stroke. Am J Roentgenol 194:1330–1336CrossRef
21.
go back to reference Eastwood JD, Lev MH, Azhari T et al (2002) CT perfusion scanning with deconvolution analysis: pilot study in patients with acute middle cerebral artery stroke. Radiology 222:227–236PubMedCrossRef Eastwood JD, Lev MH, Azhari T et al (2002) CT perfusion scanning with deconvolution analysis: pilot study in patients with acute middle cerebral artery stroke. Radiology 222:227–236PubMedCrossRef
22.
go back to reference Wintermark M, Reichhart M, Thiran JP et al (2002) Prognostic accuracy of cerebral blood flow measurement by perfusion computed tomography, at the time of emergency room admission, in acute stroke patients. Ann Neurol 51:417–432PubMedCrossRef Wintermark M, Reichhart M, Thiran JP et al (2002) Prognostic accuracy of cerebral blood flow measurement by perfusion computed tomography, at the time of emergency room admission, in acute stroke patients. Ann Neurol 51:417–432PubMedCrossRef
23.
go back to reference Schramm P, Schellinger PD, Klotz E et al (2004) Comparison of perfusion computed tomography and computed tomography angiography source images with perfusion-weighted imaging and diffusion-weighted imaging in patients with acute stroke of less than 6 hours’ duration. Stroke 35:1652–1658PubMedCrossRef Schramm P, Schellinger PD, Klotz E et al (2004) Comparison of perfusion computed tomography and computed tomography angiography source images with perfusion-weighted imaging and diffusion-weighted imaging in patients with acute stroke of less than 6 hours’ duration. Stroke 35:1652–1658PubMedCrossRef
24.
go back to reference Schaefer PW, Barak ER, Kamalian S et al (2008) Quantitative assessment of core/penumbra mismatch in acute stroke: CT and MR perfusion imaging are strongly correlated when sufficient brain volume is imaged. Stroke 39:2986–2992PubMedCrossRef Schaefer PW, Barak ER, Kamalian S et al (2008) Quantitative assessment of core/penumbra mismatch in acute stroke: CT and MR perfusion imaging are strongly correlated when sufficient brain volume is imaged. Stroke 39:2986–2992PubMedCrossRef
25.
go back to reference Dani KA, Thomas RG, Chappell FM et al (2011) Computed tomography and magnetic resonance perfusion imaging in ischemic stroke: definitions and thresholds. Ann Neurol 70:384–401PubMedCrossRef Dani KA, Thomas RG, Chappell FM et al (2011) Computed tomography and magnetic resonance perfusion imaging in ischemic stroke: definitions and thresholds. Ann Neurol 70:384–401PubMedCrossRef
26.
go back to reference Kloska SP, Dittrich R, Fischer T et al (2007) Perfusion CT in acute stroke: prediction of vessel recanalization and clinical outcome in intravenous thrombolytic therapy. Eur Radiol 17:2491–2498PubMedCrossRef Kloska SP, Dittrich R, Fischer T et al (2007) Perfusion CT in acute stroke: prediction of vessel recanalization and clinical outcome in intravenous thrombolytic therapy. Eur Radiol 17:2491–2498PubMedCrossRef
27.
go back to reference Dorn F, Muenzel D, Meier R, Poppert H, Rummeny EJ, Huber A (2011) Brain perfusion CT for acute stroke using a 256-slice CT: improvement of diagnostic information by large volume coverage. Eur Radiol 21:1803–1810PubMedCrossRef Dorn F, Muenzel D, Meier R, Poppert H, Rummeny EJ, Huber A (2011) Brain perfusion CT for acute stroke using a 256-slice CT: improvement of diagnostic information by large volume coverage. Eur Radiol 21:1803–1810PubMedCrossRef
28.
go back to reference Buckler AJ, Bresolin L, Dunnick NR et al (2011) Quantitative imaging test approval and biomarker qualification: interrelated but distinct activities. Radiology 259:875–884PubMedCrossRef Buckler AJ, Bresolin L, Dunnick NR et al (2011) Quantitative imaging test approval and biomarker qualification: interrelated but distinct activities. Radiology 259:875–884PubMedCrossRef
Metadata
Title
Acute stroke: a comparison of different CT perfusion algorithms and validation of ischaemic lesions by follow-up imaging
Authors
Benjamin Abels
J. Pablo Villablanca
Bernd F. Tomandl
Michael Uder
Michael M. Lell
Publication date
01-12-2012
Publisher
Springer-Verlag
Published in
European Radiology / Issue 12/2012
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-012-2529-8

Other articles of this Issue 12/2012

European Radiology 12/2012 Go to the issue