JuSpace: A tool for spatial correlation analyses of magnetic resonance imaging data with nuclear imaging derived neurotransmitter maps

. 2021 Feb 15 ; 42 (3) : 555-566. [epub] 20201020

Jazyk angličtina Země Spojené státy americké Médium print-electronic

Typ dokumentu časopisecké články, práce podpořená grantem

Perzistentní odkaz   https://www.medvik.cz/link/pmid33079453

Recent studies have shown that drug-induced spatial alteration patterns in resting state functional activity as measured using magnetic resonance imaging (rsfMRI) are associated with the distribution of specific receptor systems targeted by respective compounds. Based on this approach, we introduce a toolbox (JuSpace) allowing for cross-modal correlation of MRI-based measures with nuclear imaging derived estimates covering various neurotransmitter systems including dopaminergic, serotonergic, noradrenergic, and GABAergic (gamma-aminobutric acid) neurotransmission. We apply JuSpace to two datasets covering Parkinson's disease patients (PD) and risperidone-induced changes in rsfMRI and cerebral blood flow (CBF). Consistently with the predominant neurodegeneration of dopaminergic and serotonergic system in PD, we find significant spatial associations between rsfMRI activity alterations in PD and dopaminergic (D2) and serotonergic systems (5-HT1b). Risperidone induced CBF alterations were correlated with its main targets in serotonergic and dopaminergic systems. JuSpace provides a biologically meaningful framework for linking neuroimaging to underlying neurotransmitter information.

Zobrazit více v PubMed

Aickin, M. (2010). Invalid permutation tests. International Journal of Mathematics and Mathematical Sciences, 2010, 1–10.

Aiello, M. , Salvatore, E. , Cachia, A. , Pappatà, S. , Cavaliere, C. , Prinster, A. , … Quarantelli, M. (2015). Relationship between simultaneously acquired resting‐state regional cerebral glucose metabolism and functional MRI: A PET/MR hybrid scanner study. NeuroImage, 113, 111–121. PubMed

Alakurtti, K. , Johansson, J. J. , Joutsa, J. , Laine, M. , Bäckman, L. , Nyberg, L. , & Rinne, J. O. (2015). Long‐term test‐retest reliability of striatal and extrastriatal dopamine D2/3 receptor binding: Study with ((11)C)raclopride and high‐resolution PET. Journal of Cerebral Blood Flow and Metabolism, 35, 1199–1205. PubMed PMC

Beliveau, V. , Ganz, M. , Feng, L. , Ozenne, B. , Højgaard, L. , Fisher, P. M. , … Knudsen, G. M. (2017). A high‐resolution in vivo atlas of the human brain's serotonin system. Journal of Neuroscience, 37, 2830–2836. PubMed PMC

Bernhardt, B. C. , Bernasconi, N. , Concha, L. , & Bernasconi, A. (2010). Cortical thickness analysis in temporal lobe epilepsy reproducibility and relation to outcome. Neurology, 74, 1776–1784. PubMed

Bloudek, L. M. , Spackman, D. E. , Blankenburg, M. , & Sullivan, S. D. (2011). Review and meta‐analysis of biomarkers and diagnostic imaging in Alzheimer's disease. Journal of Alzheimer's Disease, 26, 627–645. PubMed

Bohanna, I. , Georgiou‐Karistianis, N. , Hannan, A. J. , & Egan, G. F. (2008). Magnetic resonance imaging as an approach towards identifying neuropathological biomarkers for Huntington's disease. Brain Research Reviews, 58, 209–225. PubMed

Booij, J. , Tissingh, G. , Boer, G. J. , Speelman, J. D. , Stoof, J. C. , Janssen, A. G. , … Van Royen, E. A. (1997). (123I) FP‐CIT SPECT shows a pronounced decline of striatal dopamine transporter labelling in early and advanced Parkinson's disease. Journal of Neurology, Neurosurgery & Psychiatry, 62, 133–140. PubMed PMC

Drysdale, A. T. , Grosenick, L. , Downar, J. , Dunlop, K. , Mansouri, F. , Meng, Y. , … Liston, C. (2017). Resting‐state connectivity biomarkers define neurophysiological subtypes of depression. Nature Medicine, 23, 28–38. PubMed PMC

Dukart, J. , Holiga, Š. , Chatham, C. , Hawkins, P. , Forsyth, A. , McMillan, R. , … Sambataro, F. (2018). Cerebral blood flow predicts differential neurotransmitter activity. Scientific Reports, 8, 4074. PubMed PMC

Feng, J. , Cai, X. , Zhao, J. , & Yan, Z. (2001). Serotonin receptors modulate GABAA receptor channels through activation of anchored protein kinase C in prefrontal cortical neurons. The Journal of Neuroscience, 21, 6502–6511. PubMed PMC

Friston, K. J. , Holmes, A. P. , Worsley, K. J. , Poline, J.‐P. , Frith, C. D. , & Frackowiak, R. S. (1994). Statistical parametric maps in functional imaging: A general linear approach. Human Brain Mapping, 2, 189–210.

Gómez, F. J. G. , Huertas, I. , Ramírez, J. A. L. , & Solís, D. G. (2018). Elaboración de una plantilla de SPM para la normalización de imágenes de PET con 18F‐DOPA. Imagen Diagnóstica, 9, 23–25.

Good, C. D. , Johnsrude, I. S. , Ashburner, J. , Henson, R. N. , Friston, K. J. , & Frackowiak, R. S. (2001). A voxel‐based morphometric study of ageing in 465 normal adult human brains. NeuroImage, 14, 21–36. PubMed

Hawkins, P. , Wood, T. C. , Vernon, A. C. , Bertolino, A. , Sambataro, F. , Dukart, J. , … Mehta, M. A. (2018). An investigation of regional cerebral blood flow and tissue structure changes after acute administration of antipsychotics in healthy male volunteers. Human Brain Mapping, 39, 319–331. PubMed PMC

Hesse, S. , Becker, G.‐A. , Rullmann, M. , Bresch, A. , Luthardt, J. , Hankir, M. K. , … Sabri, O. (2017). Central noradrenaline transporter availability in highly obese, non‐depressed individuals. European Journal of Nuclear Medicine and Molecular Imaging, 44, 1056–1064. PubMed PMC

Holiga, S. , Hipp, J. F. , Chatham, C. H. , Garces, P. , Spooren, W. , Logier D'Ardhuy, X. , … Dukart, J. (2019). Patients with autism spectrum disorders display reproducible functional connectivity alterations. Science Translational Medicine, 11, eaat9223. PubMed

Holiga, Š. , Sambataro, F. , Luzy, C. , Greig, G. , Sarkar, N. , Renken, R. J. , … Dukart, J. (2018). Test‐retest reliability of task‐based and resting‐state blood oxygen level dependence and cerebral blood flow measures. PLoS One, 13, e0206583. PubMed PMC

Kaller, S. , Rullmann, M. , Patt, M. , Becker, G.‐A. , Luthardt, J. , Girbardt, J. , … Sabri, O. (2017). Test‐retest measurements of dopamine D1‐type receptors using simultaneous PET/MRI imaging. European Journal of Nuclear Medicine and Molecular Imaging, 44, 1025–1032. PubMed

Lee, M. H. , Smyser, C. D. , & Shimony, J. S. (2013). Resting‐state fMRI: A review of methods and clinical applications. American Journal of Neuroradiology, 34, 1866–1872. PubMed PMC

Lehto, J. , Johansson, J. , Vuorilehto, L. , Luoto, P. , Arponen, E. , Scheinin, H. , … Scheinin, M. (2015). Sensitivity of (11 C) ORM‐13070 to increased extracellular noradrenaline in the CNS–a PET study in human subjects. Psychopharmacology, 232, 4169–4178. PubMed

Leuthardt, E. C. , Guzman, G. , Bandt, S. K. , Hacker, C. , Vellimana, A. K. , Limbrick, D. , … Benzinger, T. L. S. (2018). Integration of resting state functional MRI into clinical practice ‐ a large single institution experience. PLoS One, 13, e0198349 https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6014724/ PubMed PMC

Liu, Z. , Rolls, E. T. , Liu, Z. , Zhang, K. , Yang, M. , Du, J. , … Feng, J. (2019). Brain annotation toolbox: Exploring the functional and genetic associations of neuroimaging results. Bioinformatics, 35, 3771–3778. PubMed

Mawlawi, O. , Martinez, D. , Slifstein, M. , Broft, A. , Chatterjee, R. , Hwang, D.‐R. , … Van Heertum, R. (2001). Imaging human mesolimbic dopamine transmission with positron emission tomography: I. accuracy and precision of D2 receptor parameter measurements in ventral striatum. Journal of Cerebral Blood Flow & Metabolism, 21, 1034–1057. PubMed

McCann, U. D. , Szabo, Z. , Seckin, E. , Rosenblatt, P. , Mathews, W. B. , Ravert, H. T. , … Ricaurte, G. A. (2005). Quantitative PET studies of the serotonin transporter in MDMA users and controls using (11 C) McN5652 and (11 C) DASB. Neuropsychopharmacology, 30, 1741–1750. PubMed PMC

Meyer‐Lindenberg, A. , & Weinberger, D. R. (2006). Intermediate phenotypes and genetic mechanisms of psychiatric disorders. Nature Reviews Neuroscience, 7, 818–827. PubMed

Mikl, M. , Mareček, R. , Hluštík, P. , Pavlicová, M. , Drastich, A. , Chlebus, P. , … Krupa, P. (2008). Effects of spatial smoothing on fMRI group inferences. Magnetic Resonance Imaging, 26, 490–503. PubMed

Pagano, G. , Niccolini, F. , Fusar‐Poli, P. , & Politis, M. (2017). Serotonin transporter in Parkinson's disease: A meta‐analysis of positron emission tomography studies. Annals of Neurology, 81, 171–180. PubMed

Rizzo, G. , Veronese, M. , Expert, P. , Turkheimer, F. E. , & Bertoldo, A. (2016). MENGA: A new comprehensive tool for the integration of neuroimaging data and the Allen human brain Transcriptome atlas. PLoS One, 11, e0148744 https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4755531/ PubMed PMC

Savli, M. , Bauer, A. , Mitterhauser, M. , Ding, Y.‐S. , Hahn, A. , Kroll, T. , … Lanzenberger, R. (2012). Normative database of the serotonergic system in healthy subjects using multi‐tracer PET. NeuroImage, 63, 447–459. PubMed

Schotte, A. , Janssen, P. F. M. , Gommeren, W. , Luyten, W. H. M. L. , Van Gompel, P. , Lesage, A. S. , … Leysen, J. E. (1996). Risperidone compared with new and reference antipsychotic drugs: in vitro and in vivo receptor binding. Psychopharmacology, 124, 57–73. PubMed

Selvaggi, P. , Hawkins, P. C. T. , Dipasquale, O. , Rizzo, G. , Bertolino, A. , Dukart, J. , … Mehta, M. A. (2018). Increased cerebral blood flow after single dose of antipsychotics in healthy volunteers depends on dopamine D2 receptor density profiles. NeuroImage, 188, 774–784. PubMed

Smith, G. S. , Price, J. C. , Lopresti, B. J. , Huang, Y. , Simpson, N. , Holt, D. , … Nichols, T. (1998). Test–retest variability of serotonin 5‐HT2A receptor binding measured with positron emission tomography and (18F) altanserin in the human brain. Synapse, 30, 380–392. PubMed

Telesford, Q. K. , Morgan, A. R. , Hayasaka, S. , Simpson, S. L. , Barret, W. , Kraft, R. A. , … Laurienti, P. J. (2010). Reproducibility of graph metrics in fMRI networks. Frontiers in Neuroinformatics, 4, 117. PubMed PMC

Thompson, P. M. , Jahanshad, N. , Ching, C. R. , Salminen, L. E. , Thomopoulos, S. I. , Bright, J. , … Bruin, W. B. (2020). ENIGMA and global neuroscience: A decade of large‐scale studies of the brain in health and disease across more than 40 countries. Translational Psychiatry, 10, 1–28. PubMed PMC

Thompson, P. M. , Stein, J. L. , Medland, S. E. , Hibar, D. P. , Vasquez, A. A. , Renteria, M. E. , … Franke, B. (2014). The ENIGMA consortium: Large‐scale collaborative analyses of neuroimaging and genetic data. Brain Imaging and Behavior, 8, 153–182. PubMed PMC

Tzourio‐Mazoyer, N. , Landeau, B. , Papathanassiou, D. , Crivello, F. , Etard, O. , Delcroix, N. , … Joliot, M. (2002). Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single‐subject brain. NeuroImage, 15, 273–289. PubMed

Unterholzner, J. , Gryglewski, G. , Philippe, C. , Seiger, R. , Pichler, V. , Godbersen, G. M. , … Lanzenberger, R. (2020). Topologically guided prioritization of candidate gene transcripts Coexpressed with the 5‐HT1A receptor by combining in vivo PET and Allen human brain atlas data. Cerebral Cortex, 30, 3771–3780. PubMed PMC

van Erp T. G. M., Hibar D. P., Rasmussen J. M., Glahn D. C., Pearlson G. D., Andreassen O. A., … Turner J. A. (2016): Subcortical brain volume abnormalities in 2028 individuals with schizophrenia and 2540 healthy controls via the ENIGMA consortium. Molecular Psychiatry, 21, 547–553. PubMed PMC

Najít záznam

Citační ukazatele

Nahrávání dat ...

Možnosti archivace

Nahrávání dat ...