Longitudinal reproducibility of default-mode network connectivity in healthy elderly participants: A multicentric resting-state fMRI study

被引:76
作者
Jovicich, Jorge [1 ]
Minati, Ludovico [1 ,36 ]
Marizzoni, Moira [2 ]
Marchitelli, Rocco [1 ]
Sala-Llonch, Roser [3 ,4 ]
Bartres-Faz, David [3 ,4 ]
Arnold, Jennifer [5 ]
Benninghoff, Jens [5 ]
Fiedler, Ute [5 ]
Roccatagliata, Luca [6 ,7 ,8 ]
Picco, Agnese [9 ]
Nobili, Flavio [9 ]
Blin, Oliver [10 ]
Bombois, Stephanie [11 ]
Lopes, Renaud [11 ]
Bordet, Regis [11 ]
Sein, Julien [12 ]
Ranjeva, Jean-Philippe [12 ]
Didic, Mira [13 ,14 ]
Gros-Dagnac, Helene [15 ,16 ]
Payoux, Pierre [15 ,16 ]
Zoccatelli, Giada [17 ]
Alessandrini, Franco [17 ]
Beltramello, Alberto [17 ]
Bargallo, Nuria [18 ,19 ]
Ferretti, Antonio [20 ,21 ]
Caulo, Massimo [20 ,21 ]
Aiello, Marco [22 ]
Cavaliere, Carlo [22 ]
Soricelli, Andrea [22 ,23 ]
Parnetti, Lucilla [24 ]
Tarducci, Roberto [25 ]
Floridi, Piero [35 ]
Tsolaki, Magda [26 ]
Constantinidis, Manos [27 ]
Drevelegas, Antonios [27 ,28 ]
Rossini, Paolo Maria [29 ,30 ]
Marra, Camillo [31 ]
Schoenknecht, Peter [41 ]
Hensch, Tilman [41 ]
Hoffmann, Karl-Titus [32 ]
Kuijer, Joost P. [40 ]
Visser, Pieter Jelle [37 ,38 ,39 ]
Barkhof, Frederik
Frisoni, Giovanni B. [2 ,33 ,34 ]
机构
[1] Univ Trento, Ctr Mind Brain Sci CIMEC, Rovereto, Italy
[2] IRCCS San Giovanni Dio FBF, LENITEM Lab Epidemiol Neuroimaging & Telemed, Brescia, Italy
[3] Univ Barcelona, Dept Psychiat & Clin Psychobiol, Barcelona, Spain
[4] IDIBAPS, Barcelona, Spain
[5] Univ Duisburg Essen, LVR Clin Psychiat & Psychotherapy, Inst & Clin, Essen, Germany
[6] IRCSS San Martino Univ Hosp, Dept Neuroradiol, Genoa, Italy
[7] IST, Genoa, Italy
[8] Univ Genoa, Dept Hlth Sci, Genoa, Italy
[9] Univ Genoa, Dept Neurosci Ophthalmol Genet & Mother Child Hlt, Genoa, Italy
[10] Aix Marseille Univ, CNRS, UMR 7289, Pharmacol,Assistance Publ,Hop Marseille, Marseille, France
[11] Univ Lille, INSERM, CHU Lille, Degenerat & Vasc Cognit Disorders U1171, Lille, France
[12] Aix Marseille Univ, CNRS, CRMBM CEMEREM, UMR 7339, Marseille, France
[13] CHU Timone, APHM, Serv Neurol & Neuropsychol, Marseille, France
[14] Aix Marseille Univ, INSERM, INS UMR S 1106, F-13005 Marseille, France
[15] INSERM, UMR Imagerie Cerebrale & Handicaps Neurol 825, F-31024 Toulouse, France
[16] Univ Toulouse 3, UMR Imagerie Cerebrale & Handicaps Neurol 825, F-31024 Toulouse, France
[17] Gen Hosp, Dept Neuroradiol, Verona, Italy
[18] Hosp Clin Barcelona, Dept Neuroradiol, IDIBAPS, Barcelona, Spain
[19] Hosp Clin Barcelona, Magnet Resonance Image Core Facil, IDIBAPS, Barcelona, Spain
[20] Univ G dAnnunzio Chieti, Dept Neurosci Imaging & Clin Sci, Chieti, Italy
[21] Univ G dAnnunzio Chieti, Inst Adv Biomed Technol ITAB, Chieti, Italy
[22] IRCCS, SDN, Naples, Italy
[23] Univ Naples Parthenope, Naples, Italy
[24] Univ Perugia, Neurol Sect, Ctr Memory Disturbances, I-06100 Perugia, Italy
[25] Perugia Gen Hosp, Med Phys Unit, Perugia, Italy
[26] Aristotle Univ Thessaloniki, Dept Neurol 3, GR-54006 Thessaloniki, Greece
[27] Interbalkan Med Ctr Thessaloniki, Thessaloniki, Greece
[28] Aristotle Univ Thessaloniki, Dept Radiol, GR-54006 Thessaloniki, Greece
[29] Catholic Univ, Policlin Gemelli, Dept Geriatr Neurosci & Orthopaed, Rome, Italy
[30] IRCCS S Raffaele Pisana, Rome, Italy
[31] Catholic Univ, Ctr Neuropsychol Res, Rome, Italy
[32] Univ Hosp, Dept Neuroradiol, Leipzig, Germany
[33] Univ Hosp & Univ Geneva, Memory Clin, LANVIE, Geneva, Switzerland
[34] Univ Hosp & Univ Geneva, Lab Neuroimaging Aging, LANVIE, Geneva, Switzerland
[35] Perugia Gen Hosp, Neuroradiol Unit, Perugia, Italy
[36] Fdn IRCCS Ist Neurol Carlo Besta, Dept Sci, Milan, Italy
[37] Maastricht Univ, Dept Psychiat & Neuropsychol, Alzheimer Ctr Limburg, NL-6200 MD Maastricht, Netherlands
[38] Vrije Univ, Univ Med Ctr, Alzheimer Ctr, Amsterdam, Netherlands
[39] Vrije Univ, Univ Med Ctr, Dept Neurol, Amsterdam, Netherlands
[40] Vrije Univ Amsterdam, Dept Phys & Med Technol, Med Ctr, Amsterdam, Netherlands
[41] Univ Hosp, Dept Psychiat, Leipzig, Germany
关键词
Default Mode Network; Reproducibility; Functional connectivity; Multi-center; Multi-site MRI; INDEPENDENT COMPONENT ANALYSIS; TEST-RETEST RELIABILITY; SIGNAL-TO-NOISE; HUMAN BRAIN; FUNCTIONAL MRI; CLINICAL-APPLICATIONS; PHYSIOLOGICAL NOISE; DISEASE; OPTIMIZATION; CONNECTOMICS;
D O I
10.1016/j.neuroimage.2015.07.010
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
To date, limited data are available regarding the inter-site consistency of test-retest reproducibility of functional connectivity measurements, in particular with regard to integrity of the Default Mode Network (DMN) in elderly participants. We implemented a harmonized resting-state fMRI protocol on 13 clinical scanners at 3.0 T using vendor-provided sequences. Each site scanned a group of 5 healthy elderly participants twice, at least a week apart. We evaluated inter-site differences and test-retest reproducibility of both temporal signal-to-noise ratio (tSNR) and functional connectivity measurements derived from: i) seed-based analysis (SBA) with seed in the posterior cingulate cortex (PCC), ii) group independent component analysis (ICA) separately for each site (site ICA), and iii) consortium ICA, with group ICA across the whole consortium. Despite protocol harmonization, significant and quantitatively important inter-site differences remained in the tSNR of resting-state fMRI data; these were plausibly driven by hardware and pulse sequence differences across scanners which could not be harmonized. Nevertheless, the tSNR test-retest reproducibility in the consortium was high (ICC = 0.81). The DMN was consistently extracted across all sites and analysis methods. While significant inter-site differences in connectivity scores were found, there were no differences in the associated test-retest error. Overall, ICA measurements were more reliable than PCC-SBA, with site ICA showing higher reproducibility than consortium ICA. Across the DMN nodes, the PCC yielded the most reliable measurements (approximate to 4% test-retest error, ICC = 0.85), the medial frontal cortex the least reliable (approximate to 12%, ICC = 0.82) and the lateral parietal cortices were in between (site ICA). Altogether these findings support usage of harmonized multisite studies of resting-state functional connectivity to characterize longitudinal effects in studies that assess disease progression and treatment response. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:442 / 454
页数:13
相关论文
共 58 条
[1]   The Effect of Model Order Selection in Group PICA [J].
Abou-Elseoud, Ahmed ;
Starck, Tuomo ;
Remes, Jukka ;
Nikkinen, Juha ;
Tervonen, Osmo ;
Kiviniemi, Vesa .
HUMAN BRAIN MAPPING, 2010, 31 (08) :1207-1216
[2]   Disruption of large-scale brain systems in advanced aging [J].
Andrews-Hanna, Jessica R. ;
Snyder, Abraham Z. ;
Vincent, Justin L. ;
Lustig, Cindy ;
Head, Denise ;
Raichle, Marcus E. ;
Buckner, Randy L. .
NEURON, 2007, 56 (05) :924-935
[3]  
[Anonymous], PLOS ONE
[4]   The role of default network deactivation in cognition and disease [J].
Anticevic, Alan ;
Cole, Michael W. ;
Murray, John D. ;
Corlett, Philip R. ;
Wang, Xiao-Jing ;
Krystal, John H. .
TRENDS IN COGNITIVE SCIENCES, 2012, 16 (12) :584-592
[5]   Biomarkers and surrogate endpoints: Preferred definitions and conceptual framework [J].
Atkinson, AJ ;
Colburn, WA ;
DeGruttola, VG ;
DeMets, DL ;
Downing, GJ ;
Hoth, DF ;
Oates, JA ;
Peck, CC ;
Schooley, RT ;
Spilker, BA ;
Woodcock, J ;
Zeger, SL .
CLINICAL PHARMACOLOGY & THERAPEUTICS, 2001, 69 (03) :89-95
[6]   Human brain networks in health and disease [J].
Bassett, Danielle S. ;
Bullmore, Edward T. .
CURRENT OPINION IN NEUROLOGY, 2009, 22 (04) :340-347
[7]   Investigations into resting-state connectivity using independent component analysis [J].
Beckmann, CF ;
DeLuca, M ;
Devlin, JT ;
Smith, SM .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2005, 360 (1457) :1001-1013
[8]   Improved BOLD detection in the medial temporal region using parallel imaging and voxel volume reduction [J].
Bellgowan, PSF ;
Bandettini, PA ;
van Gelderen, P ;
Martin, A ;
Bodurka, J .
NEUROIMAGE, 2006, 29 (04) :1244-1251
[9]   The effect of scan length on the reliability of resting-state fMRI connectivity estimates [J].
Birn, Rasmus M. ;
Molloy, Erin K. ;
Patriat, Remi ;
Parker, Taurean ;
Meier, Timothy B. ;
Kirk, Gregory R. ;
Nair, Veena A. ;
Meyerand, M. Elizabeth ;
Prabhakaran, Vivek .
NEUROIMAGE, 2013, 83 :550-558
[10]   FUNCTIONAL CONNECTIVITY IN THE MOTOR CORTEX OF RESTING HUMAN BRAIN USING ECHO-PLANAR MRI [J].
BISWAL, B ;
YETKIN, FZ ;
HAUGHTON, VM ;
HYDE, JS .
MAGNETIC RESONANCE IN MEDICINE, 1995, 34 (04) :537-541