PMID- 19904028 OWN - NLM STAT- MEDLINE DCOM- 20100219 LR - 20240320 IS - 1361-6560 (Electronic) IS - 0031-9155 (Print) IS - 0031-9155 (Linking) VI - 54 IP - 23 DP - 2009 Dec 7 TI - Bayesian PET image reconstruction incorporating anato-functional joint entropy. PG - 7063-75 LID - 10.1088/0031-9155/54/23/002 [doi] AB - We developed a maximum a posterior (MAP) reconstruction method for positron emission tomography (PET) image reconstruction incorporating magnetic resonance (MR) image information, with the joint entropy between the PET and MR image features serving as the regularization constraint. A non-parametric method was used to estimate the joint probability density of the PET and MR images. Using realistically simulated PET and MR human brain phantoms, the quantitative performance of the proposed algorithm was investigated. Incorporation of the anatomic information via this technique, after parameter optimization, was seen to dramatically improve the noise versus bias tradeoff in every region of interest, compared to the result from using conventional MAP reconstruction. In particular, hot lesions in the FDG PET image, which had no anatomical correspondence in the MR image, also had improved contrast versus noise tradeoff.Corrections were made to figures 3, 4 and 6, and to the second paragraph of section 3.1 on 13 November 2009. The corrected electronic version is identical to the print version. FAU - Tang, Jing AU - Tang J AD - Department of Radiology, The Johns Hopkins University, Baltimore, MD 21287, USA. jtang18@jhmi.edu FAU - Rahmim, Arman AU - Rahmim A LA - eng GR - S10 RR023623/RR/NCRR NIH HHS/United States GR - S10 RR023623-01/RR/NCRR NIH HHS/United States PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20091111 PL - England TA - Phys Med Biol JT - Physics in medicine and biology JID - 0401220 SB - IM MH - Algorithms MH - Bayes Theorem MH - Brain/diagnostic imaging MH - Humans MH - Image Processing, Computer-Assisted/*methods MH - Magnetic Resonance Imaging MH - Phantoms, Imaging MH - Positron-Emission Tomography/*methods PMC - PMC3104509 MID - NIHMS291810 EDAT- 2009/11/12 06:00 MHDA- 2010/02/20 06:00 PMCR- 2011/05/31 CRDT- 2009/11/12 06:00 PHST- 2009/11/12 06:00 [entrez] PHST- 2009/11/12 06:00 [pubmed] PHST- 2010/02/20 06:00 [medline] PHST- 2011/05/31 00:00 [pmc-release] AID - S0031-9155(09)28656-8 [pii] AID - 10.1088/0031-9155/54/23/002 [doi] PST - ppublish SO - Phys Med Biol. 2009 Dec 7;54(23):7063-75. doi: 10.1088/0031-9155/54/23/002. Epub 2009 Nov 11.