Advanced image reconstruction strategies for 4D prostate DCE-MRI

Steps toward clinical practicality

Eric G. Stinson, Eric A. Borisch, Adam T. Froemming, Akira Kawashima, Phillip M. Young, Brent A. Warndahl, Roger C. Grimm, Armando Manduca, Stephen J Riederer, Joshua D Trazasko

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Dynamic contrast-enhanced (DCE) MRI is an important tool for the detection and characterization of primary and recurring prostate cancer. Advanced reconstruction strategies (e.g., sparse or low-rank regression) provide improved depiction of contrast dynamics and pharmacokinetic parameters; however, the high computation cost of reconstructing 4D (3D+time, 50+ frames) datasets typically inhibits their routine clinical use. Here, a novel alternating direction method-of-multipliers (ADMM) optimization strategy is described that enables these methods to be executed in ∠5 minutes, and thus within the standard clinical workflow. After overviewing the mechanics of this approach, high-performance implementation strategies will be discussed and demonstrated through clinical cases.

Original languageEnglish (US)
Title of host publicationProceedings of SPIE - The International Society for Optical Engineering
PublisherSPIE
Volume9597
ISBN (Print)9781628417630, 9781628417630
DOIs
StatePublished - 2015
EventWavelets and Sparsity XVI - San Diego, United States
Duration: Aug 10 2015Aug 12 2015

Other

OtherWavelets and Sparsity XVI
CountryUnited States
CitySan Diego
Period8/10/158/12/15

Fingerprint

Image Reconstruction
image reconstruction
Image reconstruction
Magnetic resonance imaging
Pharmacokinetics
Rank Regression
Method of multipliers
Alternating Direction Method
Mechanics
Prostate Cancer
multipliers
Work Flow
regression analysis
High Performance
cancer
costs
Costs
optimization
Optimization
Strategy

Keywords

  • ADMM
  • Clinical Practicality
  • DCE-MRI
  • Sparse Reconstruction

ASJC Scopus subject areas

  • Applied Mathematics
  • Computer Science Applications
  • Electrical and Electronic Engineering
  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics

Cite this

Stinson, E. G., Borisch, E. A., Froemming, A. T., Kawashima, A., Young, P. M., Warndahl, B. A., ... Trazasko, J. D. (2015). Advanced image reconstruction strategies for 4D prostate DCE-MRI: Steps toward clinical practicality. In Proceedings of SPIE - The International Society for Optical Engineering (Vol. 9597). [959704] SPIE. https://doi.org/10.1117/12.2188527

Advanced image reconstruction strategies for 4D prostate DCE-MRI : Steps toward clinical practicality. / Stinson, Eric G.; Borisch, Eric A.; Froemming, Adam T.; Kawashima, Akira; Young, Phillip M.; Warndahl, Brent A.; Grimm, Roger C.; Manduca, Armando; Riederer, Stephen J; Trazasko, Joshua D.

Proceedings of SPIE - The International Society for Optical Engineering. Vol. 9597 SPIE, 2015. 959704.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Stinson, EG, Borisch, EA, Froemming, AT, Kawashima, A, Young, PM, Warndahl, BA, Grimm, RC, Manduca, A, Riederer, SJ & Trazasko, JD 2015, Advanced image reconstruction strategies for 4D prostate DCE-MRI: Steps toward clinical practicality. in Proceedings of SPIE - The International Society for Optical Engineering. vol. 9597, 959704, SPIE, Wavelets and Sparsity XVI, San Diego, United States, 8/10/15. https://doi.org/10.1117/12.2188527
Stinson EG, Borisch EA, Froemming AT, Kawashima A, Young PM, Warndahl BA et al. Advanced image reconstruction strategies for 4D prostate DCE-MRI: Steps toward clinical practicality. In Proceedings of SPIE - The International Society for Optical Engineering. Vol. 9597. SPIE. 2015. 959704 https://doi.org/10.1117/12.2188527
Stinson, Eric G. ; Borisch, Eric A. ; Froemming, Adam T. ; Kawashima, Akira ; Young, Phillip M. ; Warndahl, Brent A. ; Grimm, Roger C. ; Manduca, Armando ; Riederer, Stephen J ; Trazasko, Joshua D. / Advanced image reconstruction strategies for 4D prostate DCE-MRI : Steps toward clinical practicality. Proceedings of SPIE - The International Society for Optical Engineering. Vol. 9597 SPIE, 2015.
@inproceedings{1ea814770e0348659b98c6179500aea7,
title = "Advanced image reconstruction strategies for 4D prostate DCE-MRI: Steps toward clinical practicality",
abstract = "Dynamic contrast-enhanced (DCE) MRI is an important tool for the detection and characterization of primary and recurring prostate cancer. Advanced reconstruction strategies (e.g., sparse or low-rank regression) provide improved depiction of contrast dynamics and pharmacokinetic parameters; however, the high computation cost of reconstructing 4D (3D+time, 50+ frames) datasets typically inhibits their routine clinical use. Here, a novel alternating direction method-of-multipliers (ADMM) optimization strategy is described that enables these methods to be executed in ∠5 minutes, and thus within the standard clinical workflow. After overviewing the mechanics of this approach, high-performance implementation strategies will be discussed and demonstrated through clinical cases.",
keywords = "ADMM, Clinical Practicality, DCE-MRI, Sparse Reconstruction",
author = "Stinson, {Eric G.} and Borisch, {Eric A.} and Froemming, {Adam T.} and Akira Kawashima and Young, {Phillip M.} and Warndahl, {Brent A.} and Grimm, {Roger C.} and Armando Manduca and Riederer, {Stephen J} and Trazasko, {Joshua D}",
year = "2015",
doi = "10.1117/12.2188527",
language = "English (US)",
isbn = "9781628417630",
volume = "9597",
booktitle = "Proceedings of SPIE - The International Society for Optical Engineering",
publisher = "SPIE",

}

TY - GEN

T1 - Advanced image reconstruction strategies for 4D prostate DCE-MRI

T2 - Steps toward clinical practicality

AU - Stinson, Eric G.

AU - Borisch, Eric A.

AU - Froemming, Adam T.

AU - Kawashima, Akira

AU - Young, Phillip M.

AU - Warndahl, Brent A.

AU - Grimm, Roger C.

AU - Manduca, Armando

AU - Riederer, Stephen J

AU - Trazasko, Joshua D

PY - 2015

Y1 - 2015

N2 - Dynamic contrast-enhanced (DCE) MRI is an important tool for the detection and characterization of primary and recurring prostate cancer. Advanced reconstruction strategies (e.g., sparse or low-rank regression) provide improved depiction of contrast dynamics and pharmacokinetic parameters; however, the high computation cost of reconstructing 4D (3D+time, 50+ frames) datasets typically inhibits their routine clinical use. Here, a novel alternating direction method-of-multipliers (ADMM) optimization strategy is described that enables these methods to be executed in ∠5 minutes, and thus within the standard clinical workflow. After overviewing the mechanics of this approach, high-performance implementation strategies will be discussed and demonstrated through clinical cases.

AB - Dynamic contrast-enhanced (DCE) MRI is an important tool for the detection and characterization of primary and recurring prostate cancer. Advanced reconstruction strategies (e.g., sparse or low-rank regression) provide improved depiction of contrast dynamics and pharmacokinetic parameters; however, the high computation cost of reconstructing 4D (3D+time, 50+ frames) datasets typically inhibits their routine clinical use. Here, a novel alternating direction method-of-multipliers (ADMM) optimization strategy is described that enables these methods to be executed in ∠5 minutes, and thus within the standard clinical workflow. After overviewing the mechanics of this approach, high-performance implementation strategies will be discussed and demonstrated through clinical cases.

KW - ADMM

KW - Clinical Practicality

KW - DCE-MRI

KW - Sparse Reconstruction

UR - http://www.scopus.com/inward/record.url?scp=84951335153&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84951335153&partnerID=8YFLogxK

U2 - 10.1117/12.2188527

DO - 10.1117/12.2188527

M3 - Conference contribution

SN - 9781628417630

SN - 9781628417630

VL - 9597

BT - Proceedings of SPIE - The International Society for Optical Engineering

PB - SPIE

ER -