Meta analysis of functional neuroimaging data via Bayesian spatial point processes

Journal of the American Statistical Association

Volumn 106, Issue 493, 2011, Pages 124-134

  Kang, Jian ^a   Johnson, Timothy D ^a   Nichols, Thomas E ^b   Wager, Tor D ^c  

^a UNIVERSITY OF MICHIGAN   (United States)

^b UNIVERSITY OF WARWICK   (United Kingdom)

^c UNIVERSITY OF COLORADO   (United States)

Author keywords

Bayesian hierarchical model; Emotion study; Latent process; Spatial birth death process; Spatial independent cluster process

Indexed keywords

EID: 79954452670     PISSN: 01621459     EISSN: None     Source Type: Journal    
DOI: 10.1198/jasa.2011.ap09735     Document Type: Article

References (24)

1. Baddeley, A., Møller, J., and Waagepetersen, R. (2000), Non- and Semi- Parametric Estimation of Interaction in Inhomogeneous Point Patterns," Statistica Neerlandica, 54, 329-350. [132]
2. Eickhoff, S. B., Laird, A. R., Grefkes, C., Wang, L. E., Zilles, K., and Fox, P. T. (2009), "Coordinate-Based Activation Likelihood Estimation Meta-Analysis of Neuroimaging Data: A Random-Effects Approach Based on Empirical Estimates of Spatial Uncertainty," Human Brain Mapping, 30, 2907-2926. [124,125,129]
3. Escobar, M. D., and West, M. (1995), "Bayesian Density Estimation and Infer- ence Using Mixtures," Journal of the American Statistical Association, 90, 577-588. [129]
4. Feng, C., Narayana, S., Lancaster, J. L., Jerabek, P. A., Arnow, T. L., Zhu, F., Tan, L. H., Fox, P. T., and Gao, J. (2004), "CBF Changes During Brain Activation: fMRI vs. PET," NeuroImage, 22, 443-446. [125]
5. Fox, P. T., Lancaster, J. L., Parsons, L. M., Xiong, J., and Zamarripa, F. (1997), "Functional Volumes Modeling: Theory and Preliminary Assessment," Hu- man Brain Mapping, 5, 306-311. [124]
6. Gelman, A., and Rubin, D. B. (1992), "Inference From Iterative Simulation Using Multiple Sequences," Statistical Science, 7, 457-472. [129]
7. Illian, J., Penttinen, A., Stoyan, H., and Stoyan, D. (2008), Statistical Analy- sis and Modelling of Spatial Point Patterns, West Sussex, England: Wiley. [125]
8. Illian, J. B., Møller, J., and Waagepetersen, R. P. (2009), "Hierarchical Spatial Point Process Analysis for a Plant Community With High Biodiversity," Environmental and Ecological Statistics, 16, 389-405. [132]
9. Jezzard, P., Matthews, P. M., and Smith, S. M. (eds.) (2001), Functional MRI: An Introduction to Methods, Oxford, England: Oxford University Press. [124]
10. Kober, H., Barrett, L. F., Joseph, J., Bliss-Moreau, E., Lindquist, K., and Wager, T. D. (2008), "Functional Grouping and Cortical-Subcortical Interactions in Emotion: A Meta-Analysis of Neuroimaging Studies," NeuroImage, 42, 998-1031. [124,128,129]
11. Mazziotta, J., Toga, A., Evans, A., Fox, P., Lancaster, J., Zilles, K., Woods, R., Paus, T., Simpson, G., Pike, B., Holmes, C., Collins, L., Thompson, P., MacDonald, D., Iacoboni, M., Schormann, T., Amunts, K., Palomero- Gallagher, N., Geyer, S., Parsons, L., Narr, K., Kabani, N., Le Goualher, G., Boomsma, D., Cannon, T., Kawashima, R., and Mazoyer, B. (2001), "A Probabilistic Atlas and Reference System for the Human Brain: Interna- tional Consortium for Brain Mapping (ICBM)," Philosophical Transactions of the Royal Society of London, Ser. B, 356, 1293-1322.[124]
12. Møller, J., and Waagepetersen, R. P. (2004), Statistical Inference and Simula- tion for Spatial Point Processes, Boca Raton, FL: Chapman & Hall/CRC. [125,126,133]
13. Møller, J., and Waagepetersen, R. P. (2007), "Modern Statistics for Spatial Point Processes" (with discus- sion), Scandinavian Journal of Statistics, 34, 643-711. [125,126]
14. Nielsen, F. A., and Hansen, L. K. (2002), "Modeling of Activation Data in the BrainMap Database: Detection of Outliers," Human Brain Mapping, 15, 146-156. [124]
15. Phelps, E. A., and LeDoux, J. E. (2005), "Contributions of the Amygdala to Emotion Processing: From Animal Models to Human Behavior," Neuron, 48,175-187. [129]
16. Press, S. J. (1982), Applied Multivariate Analysis (2nd ed.), New York: Dover. [129]
17. Radua, J., and Mataix-Cols, D. (2009), "Voxel-Wise Meta-Analysis of Grey Matter Changes in Obsessive-Compulsive Disorder," The British Journal of Psychiatry, 195, 393-402. [124]
18. Raichle, M. (2003), "Functional Brain Imaging and Human Brain Function," Journal of Neuroscience, 23, 3959-3962. [124]
19. Salimi-Khorshidi, G., Smith, S. M., Keltner, J. R., Wager, T. D., and Nichols, T. E. (2009), "Meta-Analysis of Neuroimaging Data: A Comparison of Image-Based and Coordinate-Based Pooling of Studies," NeuroImage, 45, 810-823. [124]
20. Thirion, B., Pinel, P., Mériaux, S., Roche, A., Dehaene, S., and Poline, J.-B. (2007), "Analysis of a Large fMRI Cohort: Statistical and Methodological Issues for Group Analyses," Neuroimage, 35, 105-120. [124]
21. Turkeltaub, P. E., Eden, G. F., Jones, K. M., and Zeffiro, T. A. (2002), "Meta- Analysis of the Functional Neuroanatomy of Single-Word Reading: Method and Validation," NeuroImage, 16, 765-780. [124]
22. van Lieshout, M. N. M., and Baddeley, A. J. (2002), "Extrapolating and Inter- polating Spatial Patterns," in Spatial Cluster Modelling, eds. A. B. Lawson and D. G. T. Denison, Boca Raton, FL: Chapman & Hall/CRC, chapter 4, pp. 61-86. [125]
23. Wager, T. D., Jonides, J., and Reading, S. (2004), "Neuroimaging Studies of Shifting Attention: A Meta-Analysis," NeuroImage, 22, 1679-1693. [124]
24. Wager, T. D., Lindquist, M., and Kaplan, L. (2007), "Meta-Analysis of Func- tional Neuroimaging Data: Current and Future Directions," Social Cogni- tive and Affective Neuroscience, 2, 150-158. [129]