Abstract
Mindfulness meditation is a complex psychological process that involves emotional, attentional and awareness practices. In this work, we predict the years of meditation experience of Buddhist monks using Multivariate Pattern Regression and functional connectivity analysis. 12 Buddhist monks underwent a meditation session according to two meditation styles while BOLD fMRI at 1.5 T was recorded. Functional connectivity matrices were calculated between functionally subdivided ROIs. Correlations were used as features for a Support Vector Regression with target the monks’ experience. Regression weights highlighted prominent connections and differentiated meditation styles.
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1. Lutz, A., Slagter, H. A., Dunne, J. D., & Davidson, R. J. (2008). Attention regulation and monitoring in meditation. Tr in Cog Sci, 12(4), 163–9.
2. Tang, Y.-Y., Hölzel, B. K., & Posner, M. I. (2015). The neuroscience of mindfulness meditation. Nat Rev Neurosci, 16(4), 213–225. doi:10.1038/nrn3916.
3. Haynes, J.-D., Adams, D. L., Sincich, L. C., et al. (2015). A Primer on Pattern-Based Approaches to fMRI: Principles, Pitfalls, and Perspectives. Neuron, 87(2), 257–70.
4. O’Toole, A. J., Jiang, F., Abdi, H., et al. (2007). Theoretical, statistical, and practical perspectives on pattern-based classification approaches to the analysis of functional neuroimaging data. J of Cogn Neurosc, 19(11), 1735–52.
5. Tosoni, A., Guidotti, R., Del Gratta, C et al. (2016). Preferential coding of eye/hand motor actions in the human ventral occipitotemporal cortex. Neuropsychologia, 93, 116–127.
6. Cichy, R. M., Pantazis, D., & Oliva, A. (2014). Resolving human object recognition in space and time. Nature Neuroscience, 17(3), 455–62.
7. Guidotti, R., Del Gratta, C., Baldassarre, A., et al. (2015). Visual Learning Induces Changes in Resting-State fMRI Multivariate Pattern of Information. Journal of Neuroscience, 35(27).
8. Richiardi, J., Eryilmaz, H., Schwartz, S., et al. (2010). Decoding brain states from fMRI connectivity graphs. NeuroImage, 56(2), 626–616.
9. Dosenbach, N. U. F., Nardos, B., Cohen, A. L., et al. (2010). Prediction of Individual Brain Maturity Using fMRI. Science, 329(5997), 1358–1361.
10. Manna, A., Raffone, A., Perrucci, M. G., et al. (2010). Neural correlates of focused attention and cognitive monitoring in meditation. Brain Research Bulletin, 82(1-2), 46–56.
11. Shirer, W. R., Ryali, S., Rykhlevskaia, E., et al. (2012). Decoding subject-driven cognitive states with whole-brain connectivity patterns. Cerebral Cortex, 22(1), 158–65.
12. Friederici, A. D., Rüschemeyer, S.-A., Hahne, A., et al. (2003). The Role of Left Inferior Frontal and Superior Temporal Cortex in Sentence Comprehension: Localizing Syntactic and Semantic Processes. Cerebral Cortex, 13(2), 170–177.
13. Vannest, J., Karunanayaka, P. R., Schmithorst, V., et al. (2009). Language networks in children: evidence from functional MRI studies. American Journal of Roentgenology, 192(5), 1190–6.
14. Tang, Y.-Y., Ma, Y., Fan, Y., et al. (2009). Central and autonomic nervous system interaction is altered by short-term meditation. PNAS, 106(22), 8865–70.
15. Wang, X., Xu, M., Song, Y., Li, X., et al. (2014). The network property of the thalamus in the default mode network is correlated with trait mindfulness. Neuroscience, 278, 291–301.
16. Leech, R., Braga, R., & Sharp, D. J. (2012). Echoes of the brain within the posterior cingulate cortex. The Journal of Neuroscience, 32(1), 215–222.
17. Hasenkamp, W., & Barsalou, L. W. (2012). Effects of Meditation Experience on Functional Connectivity of Distributed Brain Networks. Frontiers in Human Neuroscience, 6, 38.
18. Farb, N. A. S., Segal, Z. V, Mayberg, H., et al. (2007). Attending to the present: mindfulness meditation reveals distinct neural modes of self-reference. SCAN, 2(4), 313–22.
19. Vogeley, K., May, M., Ritzl, A., et al. (2004). Neural Correlates of First-Person Perspective as One Constituent of Human Self-Consciousness. Journal of Cognitive Neuroscience, 16(5), 817–827.
20. Sabatinelli, D., Fortune, E. E., Li, Q., et al. (2011). Emotional perception: Meta-analyses of face and natural scene processing. NeuroImage, 54(3), 2524–2533.
21. Radua, J., Phillips, M. L., Russell, T., et al. (2010). Neural response to specific components of fearful faces in healthy and schizophrenic adults. NeuroImage, 49(1), 939–946.
22. Dominguez-Borras, J., Trautmann, S.-A., Erhard, P., et al. (2009). Emotional Context Enhances Auditory Novelty Processing in Superior Temporal Gyrus. Cerebral Cortex, 19(7), 1521–1529.
23. Lee, T. M. C., Leung, M.-K., Hou, W.-K., et al. (2012). Distinct Neural Activity Associated with Focused-Attention Meditation and Loving-Kindness Meditation. PLoS ONE, 7(8), e40054.
24. Hartwigsen, G., Baumgaertner, A., Price, C. J., Koehnke, M., Ulmer, S., & Siebner, H. R. (2010). Phonological decisions require both the left and right supramarginal gyri. PNAS, 107(38), 16494–9.
25. Davidson, R. J. and Lutz, A. (2008) Buddha’s Brain: Neuroplasticity and Meditation. IEEE Signal Process Mag. 25(1): 176–174.
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Guidotti, R., Del Gratta, C., Perrucci, M.G., Romani, G.L., Raffone, A. (2018). Prediction of meditation experience using fMRI functional connectivity and multivariate pattern analysis. In: Eskola, H., Väisänen, O., Viik, J., Hyttinen, J. (eds) EMBEC & NBC 2017. EMBEC NBC 2017 2017. IFMBE Proceedings, vol 65. Springer, Singapore. https://doi.org/10.1007/978-981-10-5122-7_6
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DOI: https://doi.org/10.1007/978-981-10-5122-7_6
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