The spatial extent of the BOLD response
Abstract
Functional magnetic resonance imaging is routinely used to localize brain function, with multiple brain scans averaged together to reveal activation volumes. In this study, we examine the seldom-studied effect of multiple scan averaging on the extent of activation volume. Using restricted visual field stimulation, we obtained a large number of scan repetitions and analyzed changes in activation volume with progressively increased averaging and across single scans. Activation volume increased monotonically with averaging and failed to asymptote when as many as 22 scans were averaged together. Expansions in the spatial extent of activation were not random; rather, they were centered about activation loci that appear with little or no averaging. Using empirical and simulated data, changes with averaging in activation volumes and cross correlation coefficient distributions revealed the presence of considerably more activated voxels than commonly surmised. Many voxels have low SNR and remain undetected without extensive averaging. The primary source of such voxels was not downstream venous drainage since there was no significant and consistent delay difference between voxels activated at different averaging levels. Voxels with low SNR may reflect a diffuse subthreshold activity centered about spiking neurons, dephasing gradients from distal veins, or simply a blood flow response extending beyond the locus of neuronal firing. Across single scans, as much as twofold changes in activation volume were observed. These changes were not correlated with the order of scan acquisition, subject task performance, or signal and noise properties of activated voxels. Instead, they may reflect subtle changes between overlapping noise and signal frequency components.
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Activity in the anterior insular cortex is common in studies of cognitive control and inhibitory processing and in studies of reward sensitivity.
“Indeed, activity in the AIC is a common feature in studies of cognitive control and inhibitory processing [7, 46–50] and reward sensitivity [8, 9].”
From The role of the anterior insula in adolescent decision making (2014) · cites this paper as [49]
Cites
Distributed hierarchical processing in the primate cerebral cortex
Felleman, D. J., & Van Essen, D. C. (1991) · Cerebral Cortex · doi:10.1093/cercor/1.1.1 · Cited by 7,783 · see citing works
Co-planar stereotaxic atlas of the human brain
Laitinen, L. (1989) · Clinical Neurology and Neurosurgery · doi:10.1016/0303-8467(89)90128-5 · Cited by 7,565 · see citing works
Neurophysiological investigation of the basis of the fMRI signal
Logothetis, N. K., Pauls, J., Augath, M., Trinath, T., & Oeltermann, A. (2001) · Nature · doi:10.1038/35084005 · Cited by 6,542 · see citing works
Brain magnetic resonance imaging with contrast dependent on blood oxygenation.
Ogawa, S., Lee, T. M., Kay, A. R., & Tank, D. W. (1990) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.87.24.9868 · Cited by 6,483 · see citing works
Dynamic magnetic resonance imaging of human brain activity during primary sensory stimulation.
Kwong, K. K., Belliveau, J. W., Chesler, D. A., Goldberg, I. E., Weisskoff, R. M., Poncelet, B. P., Kennedy, D. N., Hoppel, B. E., Cohen, M. S., & Turner, R. (1992) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.89.12.5675 · Cited by 4,212 · see citing works
Preface: Cerebral Cortex Has Come of Age
Goldman, P. S., & RAKIC, P. T. (1991) · Cerebral Cortex · doi:10.1093/cercor/1.1.1-a · Cited by 3,412 · see citing works
Linear Systems Analysis of Functional Magnetic Resonance Imaging in Human V1
Boynton, G., Engel, S., Glover, G., & Heeger, D. (1996) · Journal of Neuroscience · doi:10.1523/jneurosci.16-13-04207.1996 · Cited by 2,522 · see citing works
Oxygenation‐sensitive contrast in magnetic resonance image of rodent brain at high magnetic fields
Ogawa, S., Lee, T., Nayak, A. S., & Glynn, P. (1990) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910140108 · Cited by 2,269 · see citing works
Time course EPI of human brain function during task activation
Bandettini, P. A., Wong, E. C., Hinks, R. S., Tikofsky, R. S., & Hyde, J. S. (1992) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910250220 · Cited by 1,935 · see citing works
Self-citationCommon blood flow changes across visual tasks: II. Decreases in cerebral cortex
Shulman, G. L., Fiez, J. A., Corbetta, M., Buckner, R. L., Miezin, F. M., Raichle, M. E., & Petersen, S. E. (1997) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1997.9.5.648 · Cited by 1,890 · see citing works
Functional MRI evidence for adult motor cortex plasticity during motor skill learning
Kami, A., Meyer, G., Jezzard, P., Adams, M. M., Turner, R., & Ungerleider, L. G. (1995) · Nature · doi:10.1038/377155a0 · Cited by 1,883 · see citing works
Dynamics of blood flow and oxygenation changes during brain activation: the Balloon model
Buxton, R. B., Wong, E. C., & Frank, L. R. (1998) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910390602 · Cited by 1,665 · see citing works
Retinotopic organization in human visual cortex and the spatial precision of functional MRI
Engel, S. A. (1997) · Cerebral Cortex · doi:10.1093/cercor/7.2.181 · Cited by 1,606 · see citing works
Brain magnetic resonance imaging with contrast-dependent oxygenation
Ogawa, S. (1990) · Medical Entomology and Zoology · Cited by 1,367 · see citing works
Magistretti, P. J., Pellerin, L., Rothman, D. L., & Shulman, R. G. (1999) · Science · doi:10.1126/science.283.5401.496 · Cited by 1,170 · see citing works
Concurrent processing streams in monkey visual cortex
DeYoe, E. A., & Essen, D. C. V. (1988) · Trends in Neurosciences · doi:10.1016/0166-2236(88)90130-0 · Cited by 1,118 · see citing works
Self-citationHaxby, J., Horwitz, B., Ungerleider, L. G., Maisog, J. M., Pietrini, P., & Grady, C. (1994) · Journal of Neuroscience · doi:10.1523/jneurosci.14-11-06336.1994 · Cited by 1,065 · see citing works
Calibrated functional MRI: Mapping the dynamics of oxidative metabolism
Davis, T. L., Kwong, K. K., Weisskoff, R. M., & Rosen, B. R. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.4.1834 · Cited by 1,054 · see citing works
Mechanisms of Directed Attention in the Human Extrastriate Cortex as Revealed by Functional MRI
Kästner, S., Weerd, P. D., Desimone, R., & Ungerleider, L. G. (1998) · Science · doi:10.1126/science.282.5386.108 · Cited by 948 · see citing works
A physiological correlate of the 'spotlight' of visual attention
Brefczynski, J. A., & DeYoe, E. A. (1999) · Nature Neuroscience · doi:10.1038/7280 · Cited by 723 · see citing works
Self-citationParametric Analysis of fMRI Data Using Linear Systems Methods
Cohen, M. S. (1997) · NeuroImage · doi:10.1006/nimg.1997.0278 · Cited by 723 · see citing works
The Representation of the Visual Field in Human Striate Cortex
Horton, J. C. (1991) · Archives of Ophthalmology · doi:10.1001/archopht.1991.01080060080030 · Cited by 715 · see citing works
The Retinotopy of Visual Spatial Attention
Tootell, R. B. H., Hadjikhani, N. K., Hall, E., Marrett, S., Vanduffel, W., Vaughan, J. T., & Dale, A. M. (1998) · Neuron · doi:10.1016/s0896-6273(00)80659-5 · Cited by 714 · see citing works
Functional MRI reveals spatially specific attentional modulation in human primary visual cortex
Somers, D. C., Dale, A. M., Seiffert, A. E., & Tootell, R. B. H. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.4.1663 · Cited by 652 · see citing works
Grinvald, A., Lieke, E. E., Rd, F., & Hildesheim, R. (1994) · Journal of Neuroscience · doi:10.1523/jneurosci.14-05-02545.1994 · Cited by 632 · see citing works
Nonlinear event‐related responses in fMRI
Friston, K. J., Josephs, O., Rees, G. E., & Turner, R. (1998) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910390109 · Cited by 629 · see citing works
Coupling of brain activity and cerebral blood flow: basis of functional neuroimaging.
Villringer, A., & Dirnagl, U. (1995) · PubMed · Cited by 573 · see citing works
Dynamic functional imaging of relative cerebral blood volume during rat forepaw stimulation
Mandeville, J. B., Marota, J. J. A., Kosofsky, B. E., Keltner, J. R., Weissleder, R., Rosen, B. R., & Weisskoff, R. M. (1998) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910390415 · Cited by 551 · see citing works
Das, A., & Gilbert, C. D. (1995) · Nature · doi:10.1038/375780a0 · Cited by 446 · see citing works
Menon, R. S., Ogawa, S., Tank, D. W., & Uǧurbil, K. (1993) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910300317 · Cited by 412 · see citing works
Functional magnetic resonance imaging (FMRI) of the human brain
DeYoe, E. A., Bandettini, P. A., Jay Neitz, A., Miller, D. A., & Winans, P. (1994) · Journal of Neuroscience Methods · doi:10.1016/0165-0270(94)90191-0 · Cited by 395 · see citing works
Self-citationHigh-resolution mapping of iso-orientation columns by fMRI
Kim, D., Duong, T. Q., & Kim, S. (2000) · Nature Neuroscience · doi:10.1038/72109 · Cited by 393 · see citing works
Lai, S., Hopkins, A. L., Haacke, E. M., Li, D., Wasserman, B. A., Buckley, P., Friedman, L., Meltzer, H., Hedera, P., & Friedland, R. (1993) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910300318 · Cited by 390 · see citing works
Farzaneh, F., Riederer, S. J., & Pelc, N. J. (1990) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910140112 · Cited by 369 · see citing works
Nonlinear Aspects of the BOLD Response in Functional MRI
Vazquez, A. L., & Noll, D. C. (1998) · NeuroImage · doi:10.1006/nimg.1997.0316 · Cited by 364 · see citing works
Variability in fMRI: An Examination of Intersession Differences
McGonigle, D. J., Howseman, A., Athwal, B. S., Friston, K. J., Frackowiak, R. S. J., & Holmes, A. P. (2000) · NeuroImage · doi:10.1006/nimg.2000.0562 · Cited by 351 · see citing works
Localized cerebral blood flow response at submillimeter columnar resolution
Duong, T. Q., Kim, D., Uǧurbil, K., & Kim, S. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.191101098 · Cited by 342 · see citing works
Spatial integration and cortical dynamics.
Gilbert, C. D., Das, A., Ito, M., Kapadia, M., & Westheimer, G. (1996) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.93.2.615 · Cited by 329 · see citing works
Lee, A. T.-J., Glover, G. H., & Meyer, C. H. (1995) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910330602 · Cited by 321 · see citing works
Reduction of physiological fluctuations in fMRI using digital filters
Biswal, B. B., DeYoe, E. A., & Hyde, J. S. (1996) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910350114 · Cited by 305 · see citing works
Self-citationWoolsey, T. A., Rovainen, C. M., Cox, S. B., Henegar, M. H., Liang, G. E., Liu, D., Moskalenko, Y. E., Sui, J., & Wei, L. (1996) · Cerebral Cortex · doi:10.1093/cercor/6.5.647 · Cited by 276 · see citing works
Kim, S., Rostrup, E., Larsson, H. B. W., Ogawa, S., & Paulson, O. B. (1999) · Magnetic Resonance in Medicine · doi:10.1002/(sici)1522-2594(199906)41:6 · Cited by 267 · see citing works
Beauchamp, M. S., Cox, R. W., & DeYoe, E. A. (1997) · Journal of Neurophysiology · doi:10.1152/jn.1997.78.1.516 · Cited by 262 · see citing works
Self-citationShulman, G. L., Corbetta, M., Buckner, R. L., Fiez, J. A., Miezin, F. M., Raichle, M. E., & Petersen, S. E. (1997) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1997.9.5.624 · Cited by 251 · see citing works
Apparent diffusion tensor measurements in myelin-deficient rat spinal cords
Gulani, V., WEBB, A. G., Duncan, I. D., & Lauterbur, P. C. (2001) · Magnetic Resonance in Medicine · doi:10.1002/1522-2594(200102)45:2 · Cited by 249 · see citing works
Spatial Heterogeneity of the Nonlinear Dynamics in the FMRI BOLD Response
Birn, R. M., Saad, Z. S., & Bandettini, P. A. (2001) · NeuroImage · doi:10.1006/nimg.2001.0873 · Cited by 240 · see citing works
Self-citationKim, S., & Uǧurbil, K. (1997) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910380110 · Cited by 220 · see citing works
Buxton, R. B. (2001) · NeuroImage · doi:10.1006/nimg.2001.0814 · Cited by 211 · see citing works
Seitz, R., & Roland, P. E. (1992) · Acta Neurologica Scandinavica · doi:10.1111/j.1600-0404.1992.tb08055.x · Cited by 205 · see citing works
Nonlinear temporal dynamics of the cerebral blood flow response
Miller, K. L., Luh, W., Liu, T. T., Martı́nez, A., Obata, T., Wong, E. C., Frank, L. R., & Buxton, R. B. (2001) · Human Brain Mapping · doi:10.1002/hbm.1020 · Cited by 200 · see citing works
Cox, S. B., Woolsey, T. A., & Rovainen, C. M. (1993) · Journal of Cerebral Blood Flow & Metabolism · doi:10.1038/jcbfm.1993.113 · Cited by 198 · see citing works
Water diffusion, T2, and compartmentation in frog sciatic nerve
Peled, S., Cory, D. G., Raymond, S. A., Kirschner, D. A., & Jolesz, F. A. (1999) · Magnetic Resonance in Medicine · doi:10.1002/(sici)1522-2594(199911)42:5 · Cited by 189 · see citing works
Manoach, D. S., Halpern, E. F., Kramer, T. S., Chang, Y., GOFF, D. C., Rauch, S. L., Kennedy, D. N., & Gollub, R. L. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.6.955 · Cited by 173 · see citing works
Analysis and use of FMRI response delays
Saad, Z. S., ROPELLA, K. M., Cox, R. W., & DeYoe, E. A. (2001) · Human Brain Mapping · doi:10.1002/hbm.1026 · Cited by 172 · see citing works
Self-citationFunctional MRI for presurgical planning: problems, artefacts, and solution strategies
Krings, T. (2001) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.70.6.749 · Cited by 171 · see citing works
Magistretti, P. J. (2000) · Brain Research · doi:10.1016/s0006-8993(00)02945-0 · Cited by 153 · see citing works
Brief visual stimulation allows mapping of ocular dominance in visual cortex using fMRI
Goodyear, B. G., & Menon, R. S. (2001) · Human Brain Mapping · doi:10.1002/hbm.1053 · Cited by 142 · see citing works
Hansen, J. L., Hogg, R. V., & Ledolter, J. (1988) · Technometrics · doi:10.1080/00401706.1988.10488408 · Cited by 141 · see citing works
Functional MRI of the human brain
Segebarth, C. M., Belle, V., Delon‐Martin, C., Massarelli, R., Jean Decety, A., Bas, J. L., Décorps, M., & Benabid, A. L. (1994) · Neuroreport · doi:10.1097/00001756-199403000-00019 · Cited by 137 · see citing works
Arthurs, O. J., Williams, E. J., Carpenter, T. A., Pickard, J. D., & Boniface, S. J. (2000) · Neuroscience · doi:10.1016/s0306-4522(00)00511-x · Cited by 135 · see citing works
History and future directions of human brain mapping and functional neuroimaging
Savoy, R. L. (2001) · Acta Psychologica · doi:10.1016/s0001-6918(01)00018-x · Cited by 132 · see citing works
Test-retest analysis with functional MR of the activated area in the human visual cortex.
Rombouts, S. A. R. B., Barkhof, F., Hoogenraad, F. G. C., Sprenger, M., Valk, J., & Scheltens, P. (1997) · PubMed Central · Cited by 130 · see citing works
From neuron to BOLD: new connections
Bandettini, P. A., & Ungerleider, L. G. (2001) · Nature Neuroscience · doi:10.1038/nn0901-864 · Cited by 122 · see citing works
Self-citationEstimating test‐retest reliability in functional MR imaging I: Statistical methodology
Genovese, C. R., Noll, D. C., & Eddy, W. F. (1997) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910380319 · Cited by 120 · see citing works
Noll, D. C., Genovese, C. R., Nystrom, L. E., Vazquez, A. L., Forman, S. D., Eddy, W. F., & Cohen, J. D. (1997) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910380320 · Cited by 111 · see citing works
Mulkern, R. V., Zengingönül, H. P., Robertson, R. L., Bogner, P., Zou, K. H., Guðbjartsson, H., Guttmann, C. R. G., Holtzman, D. H., Kyriakos, W. E., Jolesz, F. A., et al. (2000) · Magnetic Resonance in Medicine · doi:10.1002/1522-2594(200008)44:2 · Cited by 109 · see citing works
Heß, A., Stiller, D., Kaulisch, T., Heil, P. F., & Scheich, H. (2000) · Journal of Neuroscience · doi:10.1523/jneurosci.20-09-03328.2000 · Cited by 102 · see citing works
The effects of single-trial averaging upon the spatial extent of fMRI activation
Huettel, S. A., & McCarthy, G. (2001) · Neuroreport · doi:10.1097/00001756-200108080-00025 · Cited by 94 · see citing works
Classification of human liposarcoma and lipoma using ex vivo proton NMR spectroscopy
Millis, K. K., Weybright, P., Campbell, N., Fletcher, J. A., Fletcher, C. D. �., Cory, D. G., & Singer, S. (1999) · Magnetic Resonance in Medicine · doi:10.1002/(sici)1522-2594(199902)41:2 · Cited by 92 · see citing works
Functional MRI bold signal coincides with electrical activity in the rat whisker barrels
Yang, X., Hyder, F., & Shulman, R. G. (1997) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910380604 · Cited by 79 · see citing works
An investigation of the impulse functions for the nonlinear BOLD response in functional MRI
Liu, H., & Gao, J. (2000) · Magnetic Resonance Imaging · doi:10.1016/s0730-725x(00)00214-9 · Cited by 68 · see citing works
Saad, Z. S., DeYoe, E. A., & ROPELLA, K. M. (2003) · NeuroImage · doi:10.1016/s1053-8119(02)00024-1 · Cited by 60 · see citing works
Self-citationTakashima, I., Kajiwara, R., & Iijima, T. (2001) · Neuroreport · doi:10.1097/00001756-200109170-00027 · Cited by 55 · see citing works
Buonocore, M. H., & Maddock, R. J. (1997) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910380314 · Cited by 46 · see citing works
Understanding Functional Neuroimaging Methods Based on Neurovascular Coupling
Villringer, A. (1997) · Advances in experimental medicine and biology · doi:10.1007/978-1-4899-0056-2_20 · Cited by 42 · see citing works
Kinahan, P. E., & Noll, D. C. (1999) · NeuroImage · doi:10.1006/nimg.1998.0420 · Cited by 39 · see citing works
Moskalenko, Y. E., Dowling, J. L., Liu, D., Rovainen, C. M., Semernia, V., & Woolsey, T. A. (1996) · International Journal of Psychophysiology · doi:10.1016/0167-8760(95)00042-9 · Cited by 32 · see citing works
Brain water diffusion in normal and creatine-supplemented rats during transient global ischemia
Wick, M., Fujimori, H., Michaelis, T., & Frahm, J. (1999) · Magnetic Resonance in Medicine · doi:10.1002/(sici)1522-2594(199910)42:4 · Cited by 25 · see citing works
T2 vertebral bone marrow changes after space flight
LeBlanc, A., Lin, C., Evans, H., Shackelford, L. C., Martin, C., & Hedrick, T. D. (1999) · Magnetic Resonance in Medicine · doi:10.1002/(sici)1522-2594(199903)41:3 · Cited by 12 · see citing works
Bush (1998) · doi:10.1002/(sici)1097-0193(1998)6:4
Biswal (1997) · doi:10.1002/(sici)1099-1492(199706/08)10:4/5
Self-citationHigh-resolution intersubject averaging and a coordinate system for the cortical surface
Fischl, B., Sereno, M. I., Tootell, R. B. H., & Dale, A. M. (1999) · Human Brain Mapping · doi:10.1002/(sici)1097-0193(1999)8:4
Flagged first, then by citations
4 of the 86 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Swann, N. C., Cai, W., Conner, C. R., Pieters, T. A., Claffey, M. P., George, J. S., Aron, A. R., & Tandon, N. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2011.09.049 · Cited by 459 · see citing works
Murphy, K., Bodurka, J., & Bandettini, P. A. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.09.032 · Cited by 396 · see citing works
Self-citationGonzález-Castillo, J., Saad, Z. S., Handwerker, D. A., Inati, S., Brenowitz, N., & Bandettini, P. A. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1121049109 · Cited by 327 · see citing works
Self-citationHester, R., Fassbender, C., & Garavan, H. (2004) · Cerebral Cortex · doi:10.1093/cercor/bhh059 · Cited by 347 · see citing works
Hester, R., Foxe, J. J., Molholm, S., Shpaner, M., & Garavan, H. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.04.035 · Cited by 306 · see citing works
Impaired Error Awareness and Anterior Cingulate Cortex Hypoactivity in Chronic Cannabis Users
Hester, R., Nestor, L. J., & Garavan, H. (2009) · Neuropsychopharmacology · doi:10.1038/npp.2009.67 · Cited by 294 · see citing works
Reading vascular changes in brain imaging: is dendritic calcium the key?
Lauritzen, M. (2004) · Nature reviews. Neuroscience · doi:10.1038/nrn1589 · Cited by 266 · see citing works
A Sliding Time-Window ICA Reveals Spatial Variability of the Default Mode Network in Time
Kiviniemi, V. J., Vire, T., Remes, J. J., Elseoud, A. A., Starck, T., Tervonen, O. A., & Nikkinen, J. (2011) · Brain Connectivity · doi:10.1089/brain.2011.0036 · Cited by 250 · see citing works
Motor control in basal ganglia circuits using fMRI and brain atlas approaches
Lehéricy, S., Bardinet, É., Tremblay, L., de Moortele, P. V., Pochon, J.-B. F., Dormont, D., Kim, D., Yelnik, J., & Uǧurbil, K. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi089 · Cited by 251 · see citing works
Dunn, A. K., Devor, A., Dale, A. M., & Boas, D. A. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.04.024 · Cited by 285 · see citing works
Neural correlates of high and craving during cocaine self-administration using BOLD fMRI
Risinger, R. C., Salmeron, B. J., Ross, T. J., Amen, S. L., Sanfilipo, M., Hoffmann, R. G., Bloom, A. S., Garavan, H., & Stein, E. A. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.03.030 · Cited by 234 · see citing works
Bagshaw, A. P., Aghakhani, Y., Bénar, C., Kobayashi, E., Hawco, C. S., Dubeau, F., Pike, G. B., & Gotman, J. (2004) · Human Brain Mapping · doi:10.1002/hbm.20024 · Cited by 228 · see citing works
Statistical Criteria in fMRI Studies of Multisensory Integration
Beauchamp, M. S. (2005) · Neuroinformatics · doi:10.1385/ni:3:2:093 · Cited by 227 · see citing works
The Statistical Analysis of Functional MRI Data
Lazar, N. A. (2008) · Statistics in the health sciences · doi:10.1007/978-0-387-78191-4 · Cited by 196 · see citing works
Neurophysiologic correlates of fMRI in human motor cortex
Hermes, D., Miller, K. J., Vansteensel, M. J., Aarnoutse, E. J., Leijten, F. S. S., & Ramsey, N. F. (2011) · Human Brain Mapping · doi:10.1002/hbm.21314 · Cited by 185 · see citing works
Age-related changes in brain activation during a delayed item recognition task
Zarahn, E., Rakitin, B., Abela, D., Flynn, J., & Stern, Y. (2007) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2006.03.002 · Cited by 179 · see citing works
Conner, C. R., Ellmore, T. M., Pieters, T. A., Disano, M. A., & Tandon, N. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.1457-11.2011 · Cited by 172 · see citing works
An empirical investigation into the number of subjects required for an event-related fMRI study
Murphy, K., & Garavan, H. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.02.005 · Cited by 154 · see citing works
Enduring representational plasticity after somatosensory stimulation
Wu, C. W. ‐., van Gelderen, P., Hanakawa, T., Yaseen, Z., & Cohen, L. G. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.05.055 · Cited by 133 · see citing works
The role of the anterior insula in adolescent decision making
Smith, A. R., Steinberg, L., & Chein, J. (2014) · Developmental Neuroscience · doi:10.1159/000358918 · Cited by 110 · see citing works
Anatomic and electro-physiologic connectivity of the language system: A combined DTI-CCEP study
Conner, C. R., Ellmore, T. M., Disano, M. A., Pieters, T. A., Potter, A. W., & Tandon, N. (2011) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2011.07.008 · Cited by 118 · see citing works
Are Neuroimages Like Photographs of the Brain?
Roskies, A. L. (2007) · Philosophy of Science · doi:10.1086/525627 · Cited by 101 · see citing works
Cholinergic Enhancement Reduces Spatial Spread of Visual Responses in Human Early Visual Cortex
Silver, M. A., Shenhav, A., & D'Esposito, M. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.038 · Cited by 100 · see citing works
Pieters, T. A., Conner, C. R., & Tandon, N. (2013) · Journal of neurosurgery · doi:10.3171/2013.2.jns121450 · Cited by 87 · see citing works
Swann, N. C., Tandon, N., Pieters, T. A., & Aron, A. R. (2012) · Cerebral Cortex · doi:10.1093/cercor/bhs245 · Cited by 80 · see citing works
Anxiety, respiration, and cerebral blood flow: implications for functional brain imaging
Giardino, N. D., Friedman, S. D., & Dager, S. R. (2007) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2006.11.001 · Cited by 79 · see citing works
Neuroimaging predictors of cognitive performance across a standardized neurocognitive battery.
Roalf, D. R., Ruparel, K., Gur, R. E., Bilker, W. B., Gerraty, R. T., Elliott, M. A., Gallagher, R. S., Almasy, L. A., Pogue‐Geile, M. F., Prasad, K. M. R., et al. (2013) · Neuropsychology · doi:10.1037/neu0000011 · Cited by 78 · see citing works
Dick, F., Saygın, A. P., Galati, G., Pitzalis, S., Bentrovato, S., D’Amico, S., Wilson, S. M., Bates, E. A., & Pizzamiglio, L. (2007) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2007.19.5.799 · Cited by 70 · see citing works
Murphy, K., & Garavan, H. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.05.007 · Cited by 54 · see citing works
Schilling, K. G., Li, M., Rheault, F., Gao, Y., Cai, L. Y., Zhao, Y., Xu, L., Ding, Z., Anderson, A. W., Landman, B. A., et al. (2023) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2219666120 · Cited by 50 · see citing works
3D mapping of somatotopic reorganization with small animal functional MRI
Yu, X., Wang, S., Chen, D.-Y., Dodd, S. J., Goloshevsky, A. G., & Koretsky, A. P. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.09.021 · Cited by 44 · see citing works
Electroencephalography-correlated functional MR imaging studies of epileptic activity
Lemieux, L. (2004) · Neuroimaging Clinics of North America · doi:10.1016/j.nic.2004.04.009 · Cited by 43 · see citing works
Marsman, J.-B., Renken, R. J., Velichkovsky, B. M., Hooymans, J. M. M., & Cornelissen, F. W. (2011) · Human Brain Mapping · doi:10.1002/hbm.21211 · Cited by 42 · see citing works
Complex spatio-temporal dynamics of fMRI BOLD: A study of motor learning
Duff, E. P., Xiong, J., Wang, B., Cunnington, R., Fox, P. T., & Egan, G. F. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.09.006 · Cited by 41 · see citing works
Weiler, M., Agosta, F., Canu, E., Copetti, M., Magnani, G., Marcone, A., Pagani, E., Balthazar, M. L. F., Comı, G., Falini, A., et al. (2015) · Journal of Alzheimer s Disease · doi:10.3233/jad-150196 · Cited by 40 · see citing works
Non-invasive detection of high gamma band activity during motor imagery
Smith, M. M., Weaver, K. E., Grabowski, T. J., Rao, R. P. N., & Darvas, F. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00817 · Cited by 38 · see citing works
Regional variation in neurovascular coupling and why we still lack a Rosetta Stone
Ekstrom, A. D. (2020) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2019.0634 · Cited by 33 · see citing works
Friedman, L., Turner, J. A., Stern, H. S., Mathalon, D. H., Trondsen, L. C., & Potkin, S. G. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2007.12.040 · Cited by 34 · see citing works
González-Castillo, J., Hoy, C. W., Handwerker, D. A., Roopchansingh, V., Inati, S., Saad, Z. S., Cox, R. W., & Bandettini, P. A. (2014) · Cerebral Cortex · doi:10.1093/cercor/bhu148 · Cited by 33 · see citing works
Self-citationDawson, D. A., Cha, K., Lewis, L. B., Mendola, J. D., & Shmuel, A. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.11.006 · Cited by 32 · see citing works
Tracking spatial dynamics of functional connectivity during a task
Wu, L., Caprihan, A., & Calhoun, V. D. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.118310 · Cited by 25 · see citing works
MDMA use is associated with increased spatial BOLD fMRI visual cortex activation in human MDMA users
Cowan, R. L., Haga, E., Frederick, B. B., Dietrich, M. S., Vimal, R. L. P., Lukas, S. E., & Renshaw, P. F. (2006) · Pharmacology Biochemistry and Behavior · doi:10.1016/j.pbb.2006.04.024 · Cited by 26 · see citing works
The efficiency of fMRI region of interest analysis methods for detecting group differences
Hutchison, J. L., Hubbard, N. A., Brigante, R. M., Turner, M. P., Sandoval, T. I., Hillis, G. A. J., Weaver, T. P., & Rypma, B. (2014) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2014.01.012 · Cited by 22 · see citing works
Massive Modulation of Brain Areas After Mechanical Pain Stimulation: A Time-Resolved fMRI Study
Cauda, F., Costa, T., Diano, M., Sacco, K., Duca, S., Geminiani, G. C., & Torta, D. M. E. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht153 · Cited by 21 · see citing works
Impaired error awareness in healthy older adults: an age group comparison study
Sim, J., Brown, F. L., O’Connell, R. G., & Hester, R. (2020) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2020.08.001 · Cited by 20 · see citing works
Functional Magnetic Resonance Imaging (fMRI) and Expert Testimony
Kulich, R. J., Maciewicz, R. J., & Scrivani, S. J. (2009) · Pain Medicine · doi:10.1111/j.1526-4637.2009.00567.x · Cited by 17 · see citing works
Denslow, S., Lomarev, M. P., Bohning, D. E., Mu, Q., & George, M. S. (2004) · Cognitive and Behavioral Neurology · doi:10.1097/01.wnn.0000117864.42205.6d · Cited by 15 · see citing works
Goloshevsky, A. G., Wu, C. W. ‐., Dodd, S. J., & Koretsky, A. P. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.04.002 · Cited by 15 · see citing works
Chung, S., Sohn, J., Lee, B., Tack, G., Yi, J., You, J.-H., Kwon, J.-H., Kim, H., & Lee, S.-Y. (2007) · Neuroscience Letters · doi:10.1016/j.neulet.2007.03.014 · Cited by 13 · see citing works
Yin, H., Liu, Y., Li, M., & Hu, D. (2010) · Brain Research Bulletin · doi:10.1016/j.brainresbull.2010.12.004 · Cited by 12 · see citing works
Deep EEG source localization via EMD-based fMRI high spatial frequency
Moradi, N., Goodyear, B. G., & Sotero, R. C. (2024) · PLoS ONE · doi:10.1371/journal.pone.0299284 · Cited by 10 · see citing works
Comparing extent of activation: a robust permutation approach
Gamalo, M. A., Ombao, H., & Jennings, J. R. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.09.037 · Cited by 10 · see citing works
Effects of EPI readout bandwidth on measured activation map and BOLD response in fMRI experiments
Zou, P., Hutchins, S. B., Dutkiewicz, R. M., Li, C., & Ogg, R. J. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.01.004 · Cited by 9 · see citing works
Locally Measured Neuronal Correlates of Functional MRI Signals
Shmuel, A. (2009) · Springer eBooks · doi:10.1007/978-3-540-87919-0_4 · Cited by 8 · see citing works
Habecker, E. L., Daniels, M. A., & Renshaw, P. F. (2009) · Neuromethods · doi:10.1007/978-1-60327-919-2_21 · Cited by 5 · see citing works
An iterative two-threshold analysis for single-subject functional MRI of the human brain
Auer, T., Schweizer, R., & Frahm, J. (2011) · European Radiology · doi:10.1007/s00330-011-2184-5 · Cited by 5 · see citing works
Locally Measured Neuronal Correlates of Functional MRI Signals
Shmuel, A., & Maier, A. (2015) · Biological magnetic resonance · doi:10.1007/978-1-4899-7591-1_6 · Cited by 4 · see citing works
Nennig, E., Heiland, S., Rasche, D., Sartor, K. J., & Stippich, C. (2007) · The Neuroradiology Journal · doi:10.1177/197140090702000204 · Cited by 4 · see citing works
HOW MANY FMRI SCANS ARE NECESSARY AND SUFFICIENT FOR RESTING BRAIN CONNECTIVITY ANALYSIS?
Dash, D., Sao, A. K., Wang, J., & Biswal, B. B. (2018) · IEEE Global Conference on Signal and Information Processing · doi:10.1109/globalsip.2018.8646415 · Cited by 3 · see citing works
Carr, S. J. A., Chen, W., Fondran, J. R., Friel, H., Sánchez‐Gonzalez, J., Zhang, J., & Tatsuoka, C. M. (2021) · Frontiers in Neuroscience · doi:10.3389/fnins.2021.643740 · Cited by 2 · see citing works
Garavan, H., & Murphy, K. (2009) · Neuromethods · doi:10.1007/978-1-60327-919-2_5 · Cited by 2 · see citing works
Spontaneous blood oxygen fluctuation in awake and sedated brain cortex – a BOLD fMRI study
Vesa, K. (2004) · Cited by 2 · see citing works
Mishra, A., Wang, F., Chen, L. M., & Gore, J. C. (2025) · Human Brain Mapping · doi:10.1002/hbm.70193 · Cited by 1 · see citing works
Garavan, H., & Murphy, K. (2016) · Neuromethods · doi:10.1007/978-1-4939-5611-1_5 · Cited by 1 · see citing works
Locally Measured Neuronal Correlates of Functional MRI Signals
Shmuel, A., & Maier, A. (2022) · Springer eBooks · doi:10.1007/978-3-031-07121-8_4 · Cited by 1 · see citing works
Functional Connectivity Of The Rodent Brain Using Optical Imaging
Guevara, E. (2013) · doi:10.13140/rg.2.1.2896.0480 · Cited by 1 · see citing works
Fang, S., Wang, J., Hsu, Y. H., Yl, W., Wai, Y., & Liu, H. (2006) · Biomedical Imaging and Intervention Journal · doi:10.2349/biij.2.3.e27
Study on Character of Negative Signals in Rat with Electrical Stimulation
Yin, H., Liu, Y., & Hu, D. (2010) · International Conference on Intelligent Computation Technology and Automation · doi:10.1109/icicta.2010.405
Investigation of spatio-temporal effects of fMRI visual field mapping techniques on V1
Janik, J. J. (2011) · e-Publications@Marquette (Marquette University)
Experimental design and analysis in functional MRI
Talavage, T. M. (2005) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2004.1404461
Habecker, E. L., Daniels, M. A., Canu, E., Rocca, M. A., Filippi, M., & Renshaw, P. F. (2016) · Neuromethods · doi:10.1007/978-1-4939-5611-1_22
MAGNETIC RESONANCE IMAGING OF CEREBROVASCULAR REACTIVITY USING GAS INHALATION CHALLENGES
Ravi, H. (2015) · UTA ResearchCommons (University of Texas Arlington)
Inter-subject phase synchronization and the dynamics of human cognitionPreprint
Bolt, T., Nomi, J. S., Vij, S. G., Chang, C. E., & Uddin, L. Q. (2017) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/167072
Wald, L. L. (2013) · Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature · doi:10.3410/f.717964008.793465774
(2019) · Elsevier eBooks · doi:10.1016/b978-0-12-816179-1.00042-6
Habecker, E. L., Daniels, M. A., Renshaw, P. F., Tripodi, C., Canu, E., Rocca, M. A., & Filippi, M. (2025) · Neuromethods · doi:10.1007/978-1-0716-4438-6_23
Garavan, H., Murphy, K., Valsasina, P., Rocca, M. A., & Filippi, M. (2025) · Neuromethods · doi:10.1007/978-1-0716-4438-6_5
- Authors
- Saad, Z. S., Ropella, K. M., DeYoe, E. A., & Bandettini, P. A.
- Affiliations
- Marquette University (US)
- Medical College of Wisconsin (US)
- National Institutes of Health (US)
- Corresponding author
- Saad, Ziad S
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2003-05
- Volume
- 19
- Issue
- 1
- Pages
- 132-144
- ISSN
- 1053-8119 (ISSN-L)
- OpenAlex
- W2014712720
- Cited by
- 78
- References
- 86
- Citations by year
- 2025: 3 · 2024: 1 · 2023: 1 · 2022: 1 · 2021: 2 · 2020: 2 · 2019: 1 · 2018: 1 · 2017: 1 · 2016: 2 · 2015: 3 · 2014: 4 · 2013: 5 · 2012: 3
- FWCI
- 5.89
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (5r01ey010244-08)
- National Institute of Mental Health (P01MH051358, MH 51358)
- National Eye Institute (EY10244)
- Topics
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
- Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced Neuroimaging Techniques and Applications
- Keywords
- BOLD signal, activation volume, signal-to-noise ratio, subthreshold activity, venous drainage, cross-correlation coefficient
- MeSH terms
- Brain, Brain Mapping, Cerebrovascular Circulation, Computer Simulation, Humans, Magnetic Resonance Imaging, Models, Neurological, Oxygen, Photic Stimulation, Visual Fields
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