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.
Similar content being viewed by others
Abbreviations
- ASPECTS:
-
Alberta Stroke Programme Early CT Score
- CBF:
-
cerebral blood flow
- CBV:
-
cerebral blood volume
- CTA:
-
CT angiography
- CTP:
-
CT perfusion
- DC:
-
deconvolution
- DWI:
-
diffusion-weighted imaging
- FLAIR:
-
fluid attenuation inversion recovery
- LMSD:
-
least mean square deconvolution
- MIP:
-
maximum intensity projection
- MRS:
-
modified Rankin scale
- MS:
-
maximum slope
- MTT:
-
mean transit time
- NIHSS:
-
National Institutes of Health Stroke Scale
- NPV:
-
negative predictive value
- NVT:
-
non-viable tissue
- PPV:
-
positive predictive value
- PWI:
-
perfusion-weighted imaging
- SVDD:
-
singular value decomposition deconvolution
- STARD:
-
Standards for Reporting of Diagnostic Accuracy Studies
- TAR:
-
tissue at risk
- ToF-MRA:
-
time-of-flight MR angiography
- TTD:
-
time to drain
- TTP:
-
time to peak
References
Miles KA, Hayball M, Dixon AK (1991) Colour perfusion imaging: a new application of computed tomography. Lancet 337:643–645
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 255:142–153
Kloska SP, Nabavi DG, Gaus C et al (2004) Acute stroke assessment with CT: do we need multimodal evaluation? Radiology 233:79–86
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 26:104–112
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 33:1557–1565
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–e137
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 32:431–437
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 37:979–985
Shih LC, Saver JL, Alger JR et al (2003) Perfusion-weighted magnetic resonance imaging thresholds identifying core, irreversibly infarcted tissue. Stroke 34:1425–1430
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 10:1434–1441
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 251:619–626
Wintermark M, Albers GW, Alexandrov AV et al (2008) Acute stroke imaging research roadmap. AJNR Am J Neuroradiol 29:e23–e30
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 254:200–209
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–e534
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 40:2945–2948
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 31:1690–1698
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 30:170–184
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
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 22:1534–1542
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 194:1330–1336
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 222:227–236
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 51:417–432
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 35:1652–1658
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 39:2986–2992
Dani KA, Thomas RG, Chappell FM et al (2011) Computed tomography and magnetic resonance perfusion imaging in ischemic stroke: definitions and thresholds. Ann Neurol 70:384–401
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 17:2491–2498
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 21:1803–1810
Buckler AJ, Bresolin L, Dunnick NR et al (2011) Quantitative imaging test approval and biomarker qualification: interrelated but distinct activities. Radiology 259:875–884
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
ESM 1
(DOC 89 kb)
Rights and permissions
About this article
Cite this article
Abels, B., Villablanca, J.P., Tomandl, B.F. et al. Acute stroke: a comparison of different CT perfusion algorithms and validation of ischaemic lesions by follow-up imaging. Eur Radiol 22, 2559–2567 (2012). https://doi.org/10.1007/s00330-012-2529-8
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00330-012-2529-8