A combined statistical and biomechanical model for estimation of intra-operative prostate deformation

Ashraf Mohamed; Christos Davatzikos; Russell Taylor

doi:10.1007/3-540-45787-9_57

A combined statistical and biomechanical model for estimation of intra-operative prostate deformation

Ashraf Mohamed, Christos Davatzikos, Russell Taylor

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

43 Scopus citations

Abstract

An approach for estimating the deformation of the prostate caused by transrectal ultrasound (TRUS) probe insertion is presented. This work is particularly useful during brachytherapy procedures, in which planning for radioactive seed insertion is performed on preoperative scans, and significant deformation of the prostate can occur during the procedure. The approach makes use of a patient specific biomechanical model to run simulations for TRUS probe insertion, extract the main modes of the deformation of the prostate, and use this information to establish a deformable registration between 2 orthogonal cross-sectional ultrasound images and the preoperative prostate. In the work presented here, the approach is tested on an anatomy-realistic biomechanical phantom for the prostate and results are reported for 5 test simulations. More than 73% of maximum deformation of the prostate was recovered, with the estimation error mostly attributed to the relatively small number of biomechanical simulations used for training.

Original language	English (US)
Title of host publication	Medical Image Computing and Computer-Assisted Intervention - 5th International Conference, MICCAI 2002, Proceedings
Editors	Takeyoshi Dohi, Ron Kikinis
Publisher	Springer Verlag
Pages	452-460
Number of pages	9
ISBN (Print)	3540442251
DOIs	https://doi.org/10.1007/3-540-45787-9_57
State	Published - Jan 1 2002
Event	5th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2002 - Tokyo, Japan Duration: Sep 25 2002 → Sep 28 2002

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	2489
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Other

Other	5th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2002
Country/Territory	Japan
City	Tokyo
Period	9/25/02 → 9/28/02

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/3-540-45787-9_57

Cite this

Mohamed, A., Davatzikos, C., & Taylor, R. (2002). A combined statistical and biomechanical model for estimation of intra-operative prostate deformation. In T. Dohi, & R. Kikinis (Eds.), Medical Image Computing and Computer-Assisted Intervention - 5th International Conference, MICCAI 2002, Proceedings (pp. 452-460). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2489). Springer Verlag. https://doi.org/10.1007/3-540-45787-9_57

A combined statistical and biomechanical model for estimation of intra-operative prostate deformation. / Mohamed, Ashraf; Davatzikos, Christos; Taylor, Russell.

Medical Image Computing and Computer-Assisted Intervention - 5th International Conference, MICCAI 2002, Proceedings. ed. / Takeyoshi Dohi; Ron Kikinis. Springer Verlag, 2002. p. 452-460 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2489).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Mohamed, A, Davatzikos, C & Taylor, R 2002, A combined statistical and biomechanical model for estimation of intra-operative prostate deformation. in T Dohi & R Kikinis (eds), Medical Image Computing and Computer-Assisted Intervention - 5th International Conference, MICCAI 2002, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2489, Springer Verlag, pp. 452-460, 5th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2002, Tokyo, Japan, 9/25/02. https://doi.org/10.1007/3-540-45787-9_57

Mohamed A, Davatzikos C, Taylor R. A combined statistical and biomechanical model for estimation of intra-operative prostate deformation. In Dohi T, Kikinis R, editors, Medical Image Computing and Computer-Assisted Intervention - 5th International Conference, MICCAI 2002, Proceedings. Springer Verlag. 2002. p. 452-460. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/3-540-45787-9_57

Mohamed, Ashraf ; Davatzikos, Christos ; Taylor, Russell. / A combined statistical and biomechanical model for estimation of intra-operative prostate deformation. Medical Image Computing and Computer-Assisted Intervention - 5th International Conference, MICCAI 2002, Proceedings. editor / Takeyoshi Dohi ; Ron Kikinis. Springer Verlag, 2002. pp. 452-460 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{7f3f674f2b1642c9b1cac4e4db128764,

title = "A combined statistical and biomechanical model for estimation of intra-operative prostate deformation",

abstract = "An approach for estimating the deformation of the prostate caused by transrectal ultrasound (TRUS) probe insertion is presented. This work is particularly useful during brachytherapy procedures, in which planning for radioactive seed insertion is performed on preoperative scans, and significant deformation of the prostate can occur during the procedure. The approach makes use of a patient specific biomechanical model to run simulations for TRUS probe insertion, extract the main modes of the deformation of the prostate, and use this information to establish a deformable registration between 2 orthogonal cross-sectional ultrasound images and the preoperative prostate. In the work presented here, the approach is tested on an anatomy-realistic biomechanical phantom for the prostate and results are reported for 5 test simulations. More than 73% of maximum deformation of the prostate was recovered, with the estimation error mostly attributed to the relatively small number of biomechanical simulations used for training.",

author = "Ashraf Mohamed and Christos Davatzikos and Russell Taylor",

year = "2002",

month = jan,

day = "1",

doi = "10.1007/3-540-45787-9_57",

language = "English (US)",

isbn = "3540442251",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Verlag",

pages = "452--460",

editor = "Takeyoshi Dohi and Ron Kikinis",

booktitle = "Medical Image Computing and Computer-Assisted Intervention - 5th International Conference, MICCAI 2002, Proceedings",

note = "5th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2002 ; Conference date: 25-09-2002 Through 28-09-2002",

}

TY - GEN

T1 - A combined statistical and biomechanical model for estimation of intra-operative prostate deformation

AU - Mohamed, Ashraf

AU - Davatzikos, Christos

AU - Taylor, Russell

PY - 2002/1/1

Y1 - 2002/1/1

N2 - An approach for estimating the deformation of the prostate caused by transrectal ultrasound (TRUS) probe insertion is presented. This work is particularly useful during brachytherapy procedures, in which planning for radioactive seed insertion is performed on preoperative scans, and significant deformation of the prostate can occur during the procedure. The approach makes use of a patient specific biomechanical model to run simulations for TRUS probe insertion, extract the main modes of the deformation of the prostate, and use this information to establish a deformable registration between 2 orthogonal cross-sectional ultrasound images and the preoperative prostate. In the work presented here, the approach is tested on an anatomy-realistic biomechanical phantom for the prostate and results are reported for 5 test simulations. More than 73% of maximum deformation of the prostate was recovered, with the estimation error mostly attributed to the relatively small number of biomechanical simulations used for training.

AB - An approach for estimating the deformation of the prostate caused by transrectal ultrasound (TRUS) probe insertion is presented. This work is particularly useful during brachytherapy procedures, in which planning for radioactive seed insertion is performed on preoperative scans, and significant deformation of the prostate can occur during the procedure. The approach makes use of a patient specific biomechanical model to run simulations for TRUS probe insertion, extract the main modes of the deformation of the prostate, and use this information to establish a deformable registration between 2 orthogonal cross-sectional ultrasound images and the preoperative prostate. In the work presented here, the approach is tested on an anatomy-realistic biomechanical phantom for the prostate and results are reported for 5 test simulations. More than 73% of maximum deformation of the prostate was recovered, with the estimation error mostly attributed to the relatively small number of biomechanical simulations used for training.

UR - http://www.scopus.com/inward/record.url?scp=84944033206&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84944033206&partnerID=8YFLogxK

U2 - 10.1007/3-540-45787-9_57

DO - 10.1007/3-540-45787-9_57

M3 - Conference contribution

AN - SCOPUS:84944033206

SN - 3540442251

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 452

EP - 460

BT - Medical Image Computing and Computer-Assisted Intervention - 5th International Conference, MICCAI 2002, Proceedings

A2 - Dohi, Takeyoshi

A2 - Kikinis, Ron

PB - Springer Verlag

T2 - 5th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2002

Y2 - 25 September 2002 through 28 September 2002

ER -

A combined statistical and biomechanical model for estimation of intra-operative prostate deformation

Abstract

Publication series

Other

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this