Real-time prediction of respiratory motion based on local regression methods

Physics in Medicine and Biology

Volumn 52, Issue 23, 2007, Pages 7137-7152

  Ruan, D ^a   Fessler, J A ^a   Balter, J M ^a  

^a UNIVERSITY OF MICHIGAN   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DATA REDUCTION; DOSIMETRY; KALMAN FILTERS; MEAN SQUARE ERROR; RADIOTHERAPY; REGRESSION ANALYSIS; SAMPLING;

BREATHING PATTERNS; RESPIRATORY MOTION; TARGET MOTION;

RESPIRATORY SYSTEM;

ARTICLE; BREATHING PATTERN; IMAGING SYSTEM; LATENT PERIOD; LUNG TUMOR; NERVE CELL NETWORK; PRIORITY JOURNAL; REGRESSION ANALYSIS; RESPIRATORY FUNCTION;

COMPUTER SIMULATION; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; LUNG NEOPLASMS; MODELS, BIOLOGICAL; MOVEMENT; RADIOTHERAPY, CONFORMAL; REGRESSION ANALYSIS; RESPIRATORY MECHANICS;

EID: 36349027625     PISSN: 00319155     EISSN: 13616560     Source Type: Journal    
DOI: 10.1088/0031-9155/52/23/024     Document Type: Article

References (25)

1. Ahn S, Yi B, Suh Y, Kim J, Lee S, Shin S, Shin S and Choi E 2004 A feasibility study on the prediction of tumor location in the lung from skin motion Br. J. Radiol. 77 588-96
2. Cleveland W S 1979 Robust locally weighted regression and smoothing scatterplots J. Am. Stat. Assoc. 74 829-36
3. Gierga D P, Chen G T Y, Kung J H, Betke M, Lombardi J and Willett C G 2004 Quantification of respiration-induced abdominal tumor motion and its impact on IMRT dose distributions Int. J. Radiat. Oncol. Biol. Phys. 58 1584-95
4. Hoisak J D, Sixel K E, Tirona R, Cheung P C and Pignol P P 2004 Correlation of lung tumor motion with external surrogate indicator of respiration Int. J. Radiat. Oncol. Biol. Phys. 60 1298-306
5. Jiang S, Pope C, Jarrah K A, Kung J, Bortfeld T and Chen G 2003 An experimental investigation on intra-fractional organ motion effects in lung IMRT treatments Phys. Med. Biol. 48 1773-84
6. Keall P et al 2006 The management of respiratory motion in radiation oncology report of AAPM task group 76 Med. Phys. 33 3874-900
7. Koch N, Liu H H, Starkschall G, Jacobson M, Forster K, Liao Z, Komaki R and Stevens C W 2004 Evaluation of internal lung motion for respiratory-gated radiotherapy using MRI: I. Correlating internal lung motion with skin fiducial motion Int. J. Radiat. Oncol. Biol. Phys. 60 1459-72
8. Lippmann R P 1987 An introduction to computing with neural nets IEEE ASSP Mag. 4 4-22
9. Mageras G S et al 2004 Measurement of lung tumor motion using respiration-correlated CT Int. J. Radiat. Oncol. Biol. Phys. 60 933-41
10. Murphy K 2003 Kalman filter toolbox for Matlab http://www.ai.mit.edu/ murphyk/Software/Kalman/kalman.html
11. Murphy M and Dieterich S 2006 Comparative performance of linear and nonlinear neural networks to predict irregular breathing Phys. Med. Biol. 51 5903-14
12. Murphy M J 2004 Tracking moving organs in real time Semin. Radiat. Oncol. 14 91-100
13. Murphy M J, Jalden J and Isaksson M 2002 Adaptive filtering to predict lung tumor breathing motion during image-guided radiation therapy Proc. 16th Int. Congress on Computer-Assisted Radiology and Surgery pp 539-44
14. Nabney I and Bishop C 2003 Netlab neural network software http://www.ncrg.aston.ac.uk/netlab/
15. Ozhasoglu C and Murphy M 2002 Issues in respiratory motion compensation during external-beam radiotherapy Int. J. Oncol. Biol. Phys. 52 1389-99
16. Ruan D, Castanon D A, Sharp G and Jiang S 2003 Real-time tumor tracking with interactive multiple model filter CenSSIS
17. Ruan D, Fessler J A and Balter J M 2007 Mean position tracking of respiratory motion Med. Phys. submitted
18. Ruan D, Fessler J A, Balter J M and Sonke J-J 2006 Exploring breathing pattern irregularity with projection-based method Med. Phys. 33 2491-9
19. Schweikard A, Glosser G, Bodduluri M, Murphy M J and Adler J R 2000 Robotic motion compensation for respiratory movement during radiosurgery Comput. Aided Surg. 5 263-77
20. Schweikard A, Shiomi H and Adler J 2004 Respiration tracking in radiosurgery Med. Phys. 31 2738-41
21. Sharp G C, Jiang S B, Shimizu S and Shirato H 2004 Prediction of respiratory tumour motion for real-time image-guided radiotherapy Phys. Med. Biol. 49 425-40
22. Tsunashima Y, Sakae T, Shioyama Y, Kagei K, Terunuma T, Nohtomi A and Akine Y 2004 Correlation between the respiratory waveform measured using a respiratory sensor and 3D tumor motion in gated radiotherapy Int. J. Radiat. Oncol. Biol. Phys. 60 951-8
23. Vedam S S, Keall P J, Docef A, Todor D A, Kini V R and Mohan R 2004 Predicting respiratory motion for four-dimensional radiotherapy Med. Phys. 31 2274-83
24. Vedam S S, Kini V R, Keall P J, Ramakrishnan V, Mostafavi H and Mohan R 2003 Quantifying the predictability of diaphragm motion during respiration with a noninvasive external marker Med. Phys. 30 505-13
25. Wu H, Sharp G C, Salzberg B, Kaeli D, Shirato H and Jiang S B 2004 A finite state model for respiratory motion analysis in image guided radiation therapy Phys. Med. Biol. 49 5357-72