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AJNR Awards, New Junior Editors, and more. Read the latest AJNR updates

Research ArticleNeurointervention
Open Access

Quantification of Blood Velocity with 4D Digital Subtraction Angiography Using the Shifted Least-Squares Method

Y. Wu, G. Shaughnessy, C.A. Hoffman, E.L. Oberstar, S. Schafer, T. Schubert, K.L. Ruedinger, B.J. Davis, C.A. Mistretta, C.M. Strother and M.A. Speidel
American Journal of Neuroradiology September 2018, DOI: https://doi.org/10.3174/ajnr.A5793
Y. Wu
aFrom the Departments of Medical Physics (Y.W., G.S., C.A.H., C.A.M., M.A.S.)
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G. Shaughnessy
aFrom the Departments of Medical Physics (Y.W., G.S., C.A.H., C.A.M., M.A.S.)
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C.A. Hoffman
aFrom the Departments of Medical Physics (Y.W., G.S., C.A.H., C.A.M., M.A.S.)
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E.L. Oberstar
bBiomedical Engineering (E.L.O., K.L.R., B.J.D.)
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S. Schafer
eSiemens Healthineers (S.S.), USA
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T. Schubert
cRadiology (C.A.M., C.M.S., T.S.)
fDepartment of Radiology and Nuclear Medicine (T.S.), Basel University Hospital, Basel, Switzerland.
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K.L. Ruedinger
bBiomedical Engineering (E.L.O., K.L.R., B.J.D.)
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B.J. Davis
bBiomedical Engineering (E.L.O., K.L.R., B.J.D.)
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C.A. Mistretta
aFrom the Departments of Medical Physics (Y.W., G.S., C.A.H., C.A.M., M.A.S.)
bBiomedical Engineering (E.L.O., K.L.R., B.J.D.)
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C.M. Strother
cRadiology (C.A.M., C.M.S., T.S.)
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M.A. Speidel
aFrom the Departments of Medical Physics (Y.W., G.S., C.A.H., C.A.M., M.A.S.)
dMedicine (M.A.S.), University of Wisconsin, Madison, Wisconsin
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Abstract

BACKGROUND AND PURPOSE: 4D-DSA provides time-resolved 3D-DSA volumes with high temporal and spatial resolutions. The purpose of this study is to investigate a shifted least squares method to estimate the blood velocity from the 4D DSA images. Quantitative validation was performed using a flow phantom with an ultrasonic flow probe as ground truth. Quantification of blood velocity in human internal carotid arteries was compared with measurements generated from 3D phase-contrast MR imaging.

MATERIALS AND METHODS: The centerlines of selected vascular segments and the time concentration curves of each voxel along the centerlines were determined from the 4D-DSA dataset. The temporal shift required to achieve a minimum difference between any point and other points along the centerline of a segment was calculated. The temporal shift as a function of centerline point position was fit to a straight line to generate the velocity. The proposed shifted least-squares method was first validated using a flow phantom study. Blood velocities were also estimated in the 14 ICAs of human subjects who had both 4D-DSA and phase-contrast MR imaging studies. Linear regression and correlation analysis were performed on both the phantom study and clinical study, respectively.

RESULTS: Mean velocities of the flow phantom calculated from 4D-DSA matched very well with ultrasonic flow probe measurements with 11% relative root mean square error. Mean blood velocities of ICAs calculated from 4D-DSA correlated well with phase-contrast MR imaging measurements with Pearson correlation coefficient r = 0.835.

CONCLUSIONS: The availability of 4D-DSA provides the opportunity to use the shifted least-squares method to estimate velocity in vessels within a 3D volume.

ABBREVIATIONS:

PC
phase-contrast
SBR
sideband ratio
TCC
time concentration curve
VIPR
vastly undersampled isotropic projection reconstruction

Footnotes

  • Disclosures: Gabe Shaughnessy—RELATED: Grant: National Institutes of Health.* Erick L. Oberstar—RELATED: Grant: University of Wisconsin, Madison, Comments: National Institutes of Health Grant R01HL116567*. Sebastian Schafer—UNRELATED: Employment: Siemens Healthineers, Comments: full-time employee. Michael A. Speidel—RELATED: Grant: Siemens Healthineers, Comments: Partial support was received from a research grant*; UNRELATED: Patents (Planned, Pending or Issued): Wisconsin Alumni Research Foundation, Comments: I am a coinventor on a Wisconsin Alumni Research Foundation patent (pending) on resolving artifacts in 4D angiographic data. Money of the patents was paid to Wisconsin Alumni Research Foundation. Charles A. Mistretta—RELATED: Grant: National Institute of Biomedical Imaging and Bioengineering, Comments: Strother/Mistretta R01 on 4DDSA*;UNRELATED: Patents (Planned, Pending or Issued): Wisconsin Alumni Research Foundation. Charles M. Strother—RELATED: Grant: University of Wisconsin School of Medicine and Public Health*; UNRELATED: Patents (Planned, Pending or Issued): Wisconsin Alumni Research Foundation, Comments: I have a pending IP for flow quantification; the IP is assigned to the Wisconsin Alumni Research Foundation. *Money paid to the institution.

  • This work was supported by the National Institutes of Health Center for Scientific Review 2R01HL116567 and Siemens Healthineers.

  • The concepts and information presented in this article are based on research and are not commercially available.

  • © 2018 by American Journal of Neuroradiology

Indicates open access to non-subscribers at www.ajnr.org

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Cite this article
Y. Wu, G. Shaughnessy, C.A. Hoffman, E.L. Oberstar, S. Schafer, T. Schubert, K.L. Ruedinger, B.J. Davis, C.A. Mistretta, C.M. Strother, M.A. Speidel
Quantification of Blood Velocity with 4D Digital Subtraction Angiography Using the Shifted Least-Squares Method
American Journal of Neuroradiology Sep 2018, DOI: 10.3174/ajnr.A5793

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Quantification of Blood Velocity with 4D Digital Subtraction Angiography Using the Shifted Least-Squares Method
Y. Wu, G. Shaughnessy, C.A. Hoffman, E.L. Oberstar, S. Schafer, T. Schubert, K.L. Ruedinger, B.J. Davis, C.A. Mistretta, C.M. Strother, M.A. Speidel
American Journal of Neuroradiology Sep 2018, DOI: 10.3174/ajnr.A5793
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