TY - JOUR
AU - Lopes, Leonor
AU - Jiao, Fangyang
AU - Xue, Song
AU - Pyka, Thomas
AU - Krieger, Korbinian
AU - Ge, Jingjie
AU - Xu, Qian
AU - Fahmi, Rachid
AU - Spottiswoode, Bruce
AU - Soliman, Ahmed
AU - Buchert, Ralph
AU - Brendel, Matthias
AU - Hong, Jimin
AU - Guan, Yihui
AU - Bassetti, Claudio L A
AU - Rominger, Axel
AU - Zuo, Chuantao
AU - Shi, Kuangyu
AU - Wu, Ping
TI - Dopaminergic PET to SPECT domain adaptation: a cycle GAN translation approach.
JO - European journal of nuclear medicine and molecular imaging
VL - 52
IS - 3
SN - 1619-7070
CY - Heidelberg [u.a.]
PB - Springer-Verl.
M1 - DZNE-2025-00229
SP - 851 - 863
PY - 2025
AB - Dopamine transporter imaging is routinely used in Parkinson's disease (PD) and atypical parkinsonian syndromes (APS) diagnosis. While [11C]CFT PET is prevalent in Asia with a large APS database, Europe relies on [123I]FP-CIT SPECT with limited APS data. Our aim was to develop a deep learning-based method to convert [11C]CFT PET images to [123I]FP-CIT SPECT images, facilitating multicenter studies and overcoming data scarcity to promote Artificial Intelligence (AI) advancements.A CycleGAN was trained on [11C]CFT PET (n = 602, 72
KW - Humans
KW - Tomography, Emission-Computed, Single-Photon: methods
KW - Positron-Emission Tomography: methods
KW - Parkinson Disease: diagnostic imaging
KW - Parkinson Disease: metabolism
KW - Image Processing, Computer-Assisted: methods
KW - Male
KW - Female
KW - Dopamine: metabolism
KW - Deep Learning
KW - Middle Aged
KW - Dopamine Plasma Membrane Transport Proteins: metabolism
KW - Aged
KW - Tropanes
KW - CFT PET (Other)
KW - Cycle GAN (Other)
KW - Domain adaptation (Other)
KW - FP-CIT SPECT (Other)
KW - Parkinson’s disease (Other)
KW - Dopamine (NLM Chemicals)
KW - Dopamine Plasma Membrane Transport Proteins (NLM Chemicals)
KW - 2-carbomethoxy-8-(3-fluoropropyl)-3-(4-iodophenyl)tropane (NLM Chemicals)
KW - Tropanes (NLM Chemicals)
LB - PUB:(DE-HGF)16
C6 - pmid:39557690
DO - DOI:10.1007/s00259-024-06961-x
UR - https://pub.dzne.de/record/276157
ER -