Academic Journal

Unveiling Functional-Metabolic Synergy in the Healthy Brain: Multivariate Integration of Dynamic [18F]FDG-PET and Resting-State fMRI.

Λεπτομέρειες βιβλιογραφικής εγγραφής
Τίτλος: Unveiling Functional-Metabolic Synergy in the Healthy Brain: Multivariate Integration of Dynamic [18F]FDG-PET and Resting-State fMRI.
Συγγραφείς: Tarricone C; Department of Information Engineering, University of Padova, Padova, Italy.; Padova Neuroscience Center, University of Padova, Padova, Italy., Vallini G; Department of Information Engineering, University of Padova, Padova, Italy., Baron G; Department of Information Engineering, University of Padova, Padova, Italy.; Defitech Chair of Clinical Neuroengineering, Neuro-X Institute (INX), École Polytechnique Fédérale de Lausanne (EPFL), Geneva, Switzerland.; Defitech Chair of Clinical Neuroengineering, INX, EPFL Valais, Sion, Switzerland., Facca M; Department of Information Engineering, University of Padova, Padova, Italy.; Padova Neuroscience Center, University of Padova, Padova, Italy., Silvestri E; Department of Information Engineering, University of Padova, Padova, Italy., Volpi T; Padova Neuroscience Center, University of Padova, Padova, Italy.; Department of Radiology and Biomedical Imaging, Yale University, New Haven, Connecticut, USA., Vlassenko AG; Neuroimaging Laboratories at the Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Missouri, USA., Goyal MS; Neuroimaging Laboratories at the Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Missouri, USA., Bertoldo A; Department of Information Engineering, University of Padova, Padova, Italy.; Padova Neuroscience Center, University of Padova, Padova, Italy.
Πηγή: Human brain mapping [Hum Brain Mapp] 2026 Oct 01; Vol. 47 (14), pp. e70651.
Τύπος έκδοσης: Journal Article
Γλώσσα: English
Στοιχεία περιοδικού: Publisher: Wiley Country of Publication: United States NLM ID: 9419065 Publication Model: Print Cited Medium: Internet ISSN: 1097-0193 (Electronic) Linking ISSN: 10659471 NLM ISO Abbreviation: Hum Brain Mapp Subsets: MEDLINE
Imprint Name(s): Publication: New York : Wiley
Original Publication: New York : Wiley-Liss, c1993-
Ιατρικοί όροι (MeSH): Magnetic Resonance Imaging*/methods , Positron-Emission Tomography*/methods , Brain*/metabolism , Brain*/diagnostic imaging , Connectome*/methods , Nerve Net*/diagnostic imaging , Nerve Net*/metabolism , Nerve Net*/physiology , Glucose*/metabolism, Humans ; Fluorodeoxyglucose F18 ; Male ; Female ; Adult ; Radiopharmaceuticals ; Multimodal Imaging
Περίληψη: Despite accounting for only 2% of body weight, the human brain requires significant amounts of glucose, even at rest, underscoring the importance of functional-metabolic relationships. Previous studies revealed moderate associations between resting-state fMRI functional connectivity (FC) and local metabolism via [18F]FDG-PET, yet much remains to be understood, particularly regarding their coupling between functional and metabolic networks. To this end, we employed multivariate Partial Least Squares Correlation (PLSC) to investigate the functional-metabolic relationship at both nodal and network levels. From dynamic [18F]FDG-PET data we estimated parameters describing glucose metabolism-delivery rate (K1), phosphorylation rate (k3), and fractional uptake (Ki)-and generated within-individual metabolic connectivity (MC) networks. FC was derived from fMRI data filtered into two frequency bands and summarized as region-wise strength to capture nodal characteristics. Our findings revealed that glucose delivery is linked with FC strength, particularly when fMRI signal frequencies include greater hemodynamic contributions. Even stronger functional-metabolic coupling occurs at the network level in the low-frequency fMRI band, with higher MC between sensory/attention and transmodal networks supporting stronger FC within sensory/attention areas. By leveraging PLSC, this work deepens our understanding of the functional-metabolic synergy in the healthy brain, providing new insights into its organization.
(© 2026 The Author(s). Human Brain Mapping published by Wiley Periodicals LLC.)
Σχόλια: Update of: bioRxiv. 2025 May 27:2025.05.21.655345. doi: 10.1101/2025.05.21.655345.. (PMID: 40501582)
References: Nature. 2008 Jun 12;453(7197):869-78. (PMID: 18548064)
Proc Natl Acad Sci U S A. 2023 Feb 14;120(7):e2212256120. (PMID: 36745794)
Curr Opin Neurobiol. 2012 Feb;22(1):144-53. (PMID: 21908183)
Sci Rep. 2023 Dec 7;13(1):21636. (PMID: 38062055)
Nutrition. 2024 Jan;117:112217. (PMID: 37826937)
Trends Cogn Sci. 2023 Apr;27(4):353-366. (PMID: 36621368)
Eur J Nucl Med Mol Imaging. 2024 Apr;51(5):1310-1322. (PMID: 38052927)
AJNR Am J Neuroradiol. 2001 Aug;22(7):1326-33. (PMID: 11498421)
Phys Med Biol. 2021 Mar 04;66(6):065009. (PMID: 33596555)
Proc Natl Acad Sci U S A. 2009 Jul 7;106(27):11096-101. (PMID: 19549837)
J Cereb Blood Flow Metab. 2016 May;36(5):903-16. (PMID: 26755443)
Nutrients. 2019 Aug 11;11(8):. (PMID: 31405195)
Commun Biol. 2025 Dec 4;9(1):5. (PMID: 41345236)
Rep Prog Phys. 2013 Sep;76(9):096601. (PMID: 24006360)
J Cereb Blood Flow Metab. 2025 Sep;45(9):1799-1815. (PMID: 40370305)
Trends Cogn Sci. 2013 Dec;17(12):627-40. (PMID: 24183779)
Neuroimage. 2017 Jul 1;154:174-187. (PMID: 28302591)
PLoS One. 2010 Oct 28;5(10):e13701. (PMID: 21060892)
Cereb Cortex. 2023 Feb 7;33(4):1476-1488. (PMID: 35441214)
Brain Connect. 2022 Aug;12(6):515-523. (PMID: 34636252)
Neuroimage. 1998 Nov;8(4):360-9. (PMID: 9811554)
Science. 2013 Nov 1;342(6158):1238411. (PMID: 24179229)
J Cereb Blood Flow Metab. 2021 Jul;41(7):1658-1668. (PMID: 33243071)
Neuroimage. 2006 Jul 15;31(4):1536-48. (PMID: 16632379)
PLoS Biol. 2023 Sep 25;21(9):e3002314. (PMID: 37747886)
Front Neurosci. 2019 Sep 04;13:900. (PMID: 31551676)
Neuroimage. 2022 Apr 15;250:118970. (PMID: 35124226)
J Nucl Med. 2004 Feb;45(2):192-201. (PMID: 14960635)
Sci Rep. 2021 Jan 21;11(1):1971. (PMID: 33479323)
NPJ Parkinsons Dis. 2023 Feb 17;9(1):28. (PMID: 36806219)
Cogn Neurodyn. 2008 Mar;2(1):1-5. (PMID: 19003468)
Nature. 2021 May;593(7858):244-248. (PMID: 33911283)
Neuroimage. 2007 Aug 1;37(1):90-101. (PMID: 17560126)
Eur J Nucl Med Mol Imaging. 2015 Mar;42(3):512-26. (PMID: 25573629)
Sci Rep. 2020 Sep 23;10(1):15546. (PMID: 32968086)
Cereb Cortex. 2021 May 10;31(6):2855-2867. (PMID: 33529320)
Brain Struct Funct. 2018 Apr;223(3):1369-1378. (PMID: 29134288)
Front Neurosci. 2020 Mar 25;14:252. (PMID: 32269510)
J Alzheimers Dis. 2010;20 Suppl 1:S51-62. (PMID: 20182032)
Science. 2006 Nov 24;314(5803):1249-50. (PMID: 17124311)
Proc Natl Acad Sci U S A. 2010 Oct 12;107(41):17757-62. (PMID: 20837536)
Brain Commun. 2025 Feb 18;7(1):fcaf075. (PMID: 40008331)
Neuroimage. 2013 Oct 15;80:105-24. (PMID: 23668970)
Neuroimage. 2017 May 15;152:437-449. (PMID: 28167349)
Proc Natl Acad Sci U S A. 2007 Dec 18;104(51):20546-51. (PMID: 18079290)
Neuroimage. 2003 Oct;20(2):870-88. (PMID: 14568458)
J Neurosci. 2014 Apr 30;34(18):6260-6. (PMID: 24790196)
J Neurosci. 2025 Jan 1;45(1):. (PMID: 39455255)
PLoS Comput Biol. 2005 Sep;1(4):e42. (PMID: 16201007)
J Appl Physiol (1985). 2021 Jun 1;130(6):1836-1847. (PMID: 33830816)
Neuroimage. 2015 Nov 15;122:1-5. (PMID: 26241684)
Neuroimage. 2012 Aug 15;62(2):782-90. (PMID: 21979382)
Neuroimage. 2007 Nov 1;38(2):306-20. (PMID: 17869543)
Neuroimage. 2020 Oct 15;220:117136. (PMID: 32634594)
Clin Neurol Neurosurg. 2022 Dec;223:107481. (PMID: 36308810)
Neuropsychol Rev. 2015 Sep;25(3):289-313. (PMID: 26248581)
Neuroimage. 2017 Apr 1;149:85-97. (PMID: 28143774)
Proc Natl Acad Sci U S A. 2013 Jan 29;110(5):1929-34. (PMID: 23319644)
J Cereb Blood Flow Metab. 1998 Jul;18(7):716-23. (PMID: 9663501)
Annu Rev Neurosci. 2015 Jul 8;38:433-47. (PMID: 25938726)
MAGMA. 2010 Dec;23(5-6):289-307. (PMID: 20972883)
Trends Neurosci. 2002 Dec;25(12):621-5. (PMID: 12446129)
Neuroimage. 2004;23 Suppl 1:S208-19. (PMID: 15501092)
Neuroimage. 2022 Apr 15;250:118923. (PMID: 35066157)
IEEE Trans Med Imaging. 2010 Jun;29(6):1310-20. (PMID: 20378467)
Cereb Cortex. 2023 Mar 10;33(6):2901-2911. (PMID: 35909217)
Neuroimage. 2002 Oct;17(2):825-41. (PMID: 12377157)
Neuroimage. 2011 May 15;56(2):455-75. (PMID: 20656037)
Neuroimage. 2010 Jan 15;49(2):1432-45. (PMID: 19782143)
Neuroimage. 2004;23 Suppl 1:S250-63. (PMID: 15501095)
Neuroimage. 2015 Jun;113:111-21. (PMID: 25791784)
Phys Med Biol. 2012 Nov 7;57(21):R119-59. (PMID: 23073343)
Front Hum Neurosci. 2012 Nov 06;6:301. (PMID: 23133413)
Proc Natl Acad Sci U S A. 2013 Aug 13;110(33):13642-7. (PMID: 23898179)
Brain Connect. 2015 Feb;5(1):23-34. (PMID: 24702246)
Biol Psychiatry Cogn Neurosci Neuroimaging. 2019 Oct;4(10):881-892. (PMID: 31171499)
J Cereb Blood Flow Metab. 2023 Nov;43(11):1905-1918. (PMID: 37377103)
Proc Natl Acad Sci U S A. 2016 Jan 12;113(2):428-33. (PMID: 26712010)
Phys Med Biol. 2016 Nov 21;61(22):7975-7993. (PMID: 27779136)
Med Phys. 2008 Apr;35(4):1299-309. (PMID: 18491524)
Philos Trans A Math Phys Eng Sci. 2016 May 13;374(2067):. (PMID: 27044997)
Neuroimage. 2011 Feb 1;54(3):2033-44. (PMID: 20851191)
AJR Am J Roentgenol. 2015 Jan;204(1):W76-85. (PMID: 25539279)
J Neurophysiol. 2010 Jan;103(1):297-321. (PMID: 19889849)
Nature. 2001 Jul 12;412(6843):150-7. (PMID: 11449264)
Neuroimage. 2022 Aug 15;257:119280. (PMID: 35525522)
Neuroimage. 2015 May 15;112:267-277. (PMID: 25770991)
Front Syst Neurosci. 2021 Jul 06;15:648860. (PMID: 34295226)
Hum Brain Mapp. 2024 Feb 1;45(2):e26604. (PMID: 38339890)
Nat Rev Neurosci. 2012 Apr 13;13(5):336-49. (PMID: 22498897)
Brain Connect. 2011;1(1):3-12. (PMID: 22432951)
Front Neurosci. 2019 Aug 14;13:787. (PMID: 31474815)
Nat Rev Neurosci. 2007 Sep;8(9):700-11. (PMID: 17704812)
Annu Rev Neurosci. 2006;29:449-76. (PMID: 16776593)
J Clin Hypertens (Greenwich). 2007 Dec;9(12):929-36. (PMID: 18046099)
Neuroimage. 2023 Jun;273:120010. (PMID: 36918136)
Proc Natl Acad Sci U S A. 2007 Aug 7;104(32):13170-5. (PMID: 17670949)
Sci Rep. 2024 Dec 30;14(1):32032. (PMID: 39738735)
Mol Neurobiol. 2021 Jun;58(6):2862-2873. (PMID: 33523358)
J Cereb Blood Flow Metab. 2009 Mar;29(3):441-63. (PMID: 19002199)
J Neurosci. 2023 Apr 5;43(14):2527-2536. (PMID: 36868855)
Sci Adv. 2023 Dec 15;9(50):eadi7632. (PMID: 38091393)
PET Clin. 2007 Apr;2(2):173-90. (PMID: 27157872)
Neuropsychopharmacology. 2022 Jan;47(1):90-103. (PMID: 34408276)
J Magn Reson Imaging. 2020 Jan;51(1):183-194. (PMID: 31044459)
PLoS Comput Biol. 2018 Dec 6;14(12):e1006612. (PMID: 30521528)
Br J Clin Pharmacol. 2018 Dec;84(12):2914-2922. (PMID: 30194849)
J Neurophysiol. 2011 Sep;106(3):1125-65. (PMID: 21653723)
NMR Biomed. 2019 Mar;32(3):e4061. (PMID: 30657208)
Sci Rep. 2021 Oct 25;11(1):20994. (PMID: 34697326)
Neuroimage. 2021 Dec 1;244:118543. (PMID: 34508893)
Grant Information: project MNESYS; National Recovery and Resilience Plan; R01 AG057536 United States AG NIA NIH HHS; R01 AG053503 United States AG NIA NIH HHS; DN. 1553 11.10.2022 Ministero dell'Università e della Ricerca
Contributed Indexing: Keywords: BOLD frequency bands; dynamic [18F]FDG‐PET; functional‐metabolic integration; hemodynamics; partial least squares correlation
Substance Nomenclature: 0Z5B2CJX4D (Fluorodeoxyglucose F18)
IY9XDZ35W2 (Glucose)
0 (Radiopharmaceuticals)
Entry Date(s): Date Created: 20260930 Date Completed: 20260930 Latest Revision: 20261006
Update Code: 20261006
PubMed Central ID: PMC13626976
DOI: 10.1002/hbm.70651
PMID: 42816435
Βάση Δεδομένων: MEDLINE
Περιγραφή
ISSN:1097-0193
DOI:10.1002/hbm.70651