Literature DB >> 32573337

Effect of computed tomography perfusion post-processing algorithms on optimal threshold selection for final infarct volume prediction.

Ryan A Rava1,2, Kenneth V Snyder2,3, Maxim Mokin4, Muhammad Waqas2,3, Ariana B Allman1,2, Jillian L Senko1,2, Alexander R Podgorsak1,2,5, Mohammad Mahdi Shiraz Bhurwani1,2, Jason M Davies2,3,6, Elad I Levy2,3, Adnan H Siddiqui2,3, Ciprian N Ionita1,2.   

Abstract

In acute ischemic stroke (AIS) patients, eligibility for endovascular intervention is commonly determined through computed tomography perfusion (CTP) analysis by quantifying ischemic tissue using perfusion parameter thresholds. However, thresholds are not uniform across all analysis methods due to dependencies on patient demographics and computational algorithms. This study aimed to investigate optimal perfusion thresholds for quantifying infarct and penumbra volumes using two post-processing CTP algorithms: Vitrea Bayesian and singular value decomposition plus (SVD+). We utilized 107 AIS patients (67 non-intervention patients and 40 successful reperfusion of thrombolysis in cerebral infarction (2b/3) patients). Infarct volumes were predicted for both post-processing algorithms through contralateral hemisphere comparisons using absolute time-to-peak (TTP) and relative regional cerebral blood volume (rCBV) thresholds ranging from +2.8 seconds to +9.3 seconds and -0.23 to -0.56 respectively. Optimal thresholds were determined by minimizing differences between predicted CTP and 24-hour fluid-attenuation inversion recovery magnetic resonance imaging infarct. Optimal thresholds were tested on 60 validation patients (30 intervention and 30 non-intervention) and compared using RAPID CTP software. Among the 67 non-intervention and 40 intervention patients, the following optimal thresholds were determined: intervention Bayesian: TTP = +4.8 seconds, rCBV = -0.29; intervention SVD+: TTP = +5.8 seconds, rCBV = -0.29; non-intervention Bayesian: TTP = +5.3 seconds, rCBV = -0.32; non-intervention SVD+: TTP = +6.3 seconds, rCBV = -0.26. When comparing SVD+ and Bayesian post-processing algorithms, optimal thresholds for TTP were significantly different for intervention and non-intervention patients. rCBV optimal thresholds were equal for intervention patients and significantly different for non-intervention patients. Comparison with commercially utilized software indicated similar performance.

Entities:  

Keywords:  Bayesian; CT perfusion; fluid-attenuation inversion recovery MRI; ischemic stroke; singular value decomposition plus

Mesh:

Substances:

Year:  2020        PMID: 32573337      PMCID: PMC7416348          DOI: 10.1177/1971400920934122

Source DB:  PubMed          Journal:  Neuroradiol J        ISSN: 1971-4009


  25 in total

1.  Bayesian hemodynamic parameter estimation by bolus tracking perfusion weighted imaging.

Authors:  Timothé Boutelier; Koshuke Kudo; Fabrice Pautot; Makoto Sasaki
Journal:  IEEE Trans Med Imaging       Date:  2012-03-06       Impact factor: 10.048

2.  Achieving comparable perfusion results across vendors. The next step in standardizing stroke care: a technical report.

Authors:  Girish Bathla; Kaustubh Limaye; Bruno Policeni; Ernst Klotz; Markus Juergens; Colin Derdeyn
Journal:  J Neurointerv Surg       Date:  2019-05-22       Impact factor: 5.836

3.  Perfusion imaging in acute ischemic stroke: let us improve the science before changing clinical practice.

Authors:  Mayank Goyal; Bijoy K Menon; Colin P Derdeyn
Journal:  Radiology       Date:  2013-01       Impact factor: 11.105

4.  Thresholds for infarction vary between gray matter and white matter in acute ischemic stroke: A CT perfusion study.

Authors:  Chushuang Chen; Andrew Bivard; Longting Lin; Christopher R Levi; Neil J Spratt; Mark W Parsons
Journal:  J Cereb Blood Flow Metab       Date:  2017-11-27       Impact factor: 6.200

5.  Significance of hyperintense vessels on FLAIR MRI in acute stroke.

Authors:  S Kamran; V Bates; R Bakshi; P Wright; W Kinkel; R Miletich
Journal:  Neurology       Date:  2000-07-25       Impact factor: 9.910

6.  Predictive Value of RAPID Assessed Perfusion Thresholds on Final Infarct Volume in SWIFT PRIME (Solitaire With the Intention for Thrombectomy as Primary Endovascular Treatment).

Authors:  Maxim Mokin; Elad I Levy; Jeffrey L Saver; Adnan H Siddiqui; Mayank Goyal; Alain Bonafé; Christophe Cognard; Reza Jahan; Gregory W Albers
Journal:  Stroke       Date:  2017-03-10       Impact factor: 7.914

Review 7.  Endovascular treatment of acute ischemic stroke: the end or just the beginning?

Authors:  Maxim Mokin; Alexander A Khalessi; J Mocco; Giuseppe Lanzino; Travis M Dumont; Ricardo A Hanel; Demetrius K Lopes; Richard D Fessler; Andrew J Ringer; Bernard R Bendok; Erol Veznedaroglu; Adnan H Siddiqui; L Nelson Hopkins; Elad I Levy
Journal:  Neurosurg Focus       Date:  2014-01       Impact factor: 4.047

8.  Early diffusion-weighted imaging reversal after endovascular reperfusion is typically transient in patients imaged 3 to 6 hours after onset.

Authors:  Manabu Inoue; Michael Mlynash; Soren Christensen; Hayley M Wheeler; Matus Straka; Aaryani Tipirneni; Stephanie M Kemp; Greg Zaharchuk; Jean-Marc Olivot; Roland Bammer; Maarten G Lansberg; Gregory W Albers
Journal:  Stroke       Date:  2014-02-20       Impact factor: 7.914

9.  Perfusion-CT assessment of infarct core and penumbra: receiver operating characteristic curve analysis in 130 patients suspected of acute hemispheric stroke.

Authors:  Max Wintermark; Adam E Flanders; Birgitta Velthuis; Reto Meuli; Maarten van Leeuwen; Dorit Goldsher; Carissa Pineda; Joaquin Serena; Irene van der Schaaf; Annet Waaijer; James Anderson; Gary Nesbit; Igal Gabriely; Victoria Medina; Ana Quiles; Scott Pohlman; Marcel Quist; Pierre Schnyder; Julien Bogousslavsky; William P Dillon; Salvador Pedraza
Journal:  Stroke       Date:  2006-03-02       Impact factor: 7.914

10.  New parametric imaging method with fluorescein angiograms for detecting areas of capillary nonperfusion.

Authors:  Young Jae Kim; Chang Bu Jeong; Jeong-Min Hwang; Hee Kyung Yang; Seung Hyun Lee; Kwang Gi Kim
Journal:  Healthc Inform Res       Date:  2014-07-31
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1.  Stepwise improvement in limb shaking achieved by staged angioplasty for severe carotid stenosis.

Authors:  Kento Takahara; Takenori Akiyama; Keisuke Yoshida; Hiroki Yamada; Yumiko Oishi; Yuki Kuranari; Masahiro Katsumata; Masahiro Toda
Journal:  Neuroradiol J       Date:  2021-08-11

2.  Investigation of convolutional neural networks using multiple computed tomography perfusion maps to identify infarct core in acute ischemic stroke patients.

Authors:  Ryan A Rava; Alexander R Podgorsak; Muhammad Waqas; Kenneth V Snyder; Maxim Mokin; Elad I Levy; Jason M Davies; Adnan H Siddiqui; Ciprian N Ionita
Journal:  J Med Imaging (Bellingham)       Date:  2021-02-10

3.  Use of a convolutional neural network to identify infarct core using computed tomography perfusion parameters.

Authors:  Ryan A Rava; Alexander R Podgorsak; Muhammad Waqas; Kenneth V Snyder; Elad I Levy; Jason M Davies; Adnan H Siddiqui; Ciprian N Ionita
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2021-02-15

4.  Positive predictive value and stroke workflow outcomes using automated vessel density (RAPID-CTA) in stroke patients: One year experience.

Authors:  Julie Adhya; Charles Li; Laura Eisenmenger; Russell Cerejo; Ashis Tayal; Michael Goldberg; Warren Chang
Journal:  Neuroradiol J       Date:  2021-04-28

5.  Enhancing performance of a computed tomography perfusion software for improved prediction of final infarct volume in acute ischemic stroke patients.

Authors:  Ryan A Rava; Kenneth V Snyder; Maxim Mokin; Muhammad Waqas; Alexander R Podgorsak; Ariana B Allman; Jillian Senko; Mohammad Mahdi Shiraz Bhurwani; Yiemeng Hoi; Jason M Davies; Elad I Levy; Adnan H Siddiqui; Ciprian N Ionita
Journal:  Neuroradiol J       Date:  2021-01-21
  5 in total

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