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Natl. Acad. Sci. U.S.A."],"published-print":{"date-parts":[[2022,11]]},"abstract":"<jats:p>\n                    The brain mechanisms of memory consolidation remain elusive. Here, we examine blood-oxygen-level-dependent (BOLD) correlates of image recognition through the scope of multiple influential systems consolidation theories. We utilize the longitudinal Natural Scenes Dataset, a 7-Tesla functional magnetic resonance imaging human study in which \u223c135,000 trials of image recognition were conducted over the span of a year among eight subjects. We find that early- and late-stage image recognition associates with both medial temporal lobe (MTL) and visual cortex when evaluating regional activations and a multivariate classifier. Supporting multiple-trace theory (MTT), parts of the MTL activation time course show remarkable fit to a 20-y-old MTT time-dynamical model predicting early trace intensity increases and slight subsequent interference (\n                    <jats:italic>R<\/jats:italic>\n                    <jats:sup>2<\/jats:sup>\n                    &gt; 0.90). These findings contrast a simplistic, yet common, view that memory traces are transferred from MTL to cortex. Next, we test the hypothesis that the MTL trace signature of memory consolidation should also reflect synaptic \u201cdesaturation,\u201d as evidenced by an increased signal-to-noise ratio. We find that the magnitude of relative BOLD enhancement among surviving memories is positively linked to the rate of removal (i.e., forgetting) of competing traces. Moreover, an image-feature and time interaction of MTL and visual cortex functional connectivity suggests that consolidation mechanisms improve the specificity of a distributed trace. These neurobiological effects do not replicate on a shorter timescale (within a session), implicating a prolonged, offline process. While recognition can potentially involve cognitive processes outside of memory retrieval (e.g., re-encoding), our work largely favors MTT and desaturation as perhaps complementary consolidative memory mechanisms.\n                  <\/jats:p>","DOI":"10.1073\/pnas.2123426119","type":"journal-article","created":{"date-parts":[[2022,10,24]],"date-time":"2022-10-24T15:13:40Z","timestamp":1666624420000},"update-policy":"https:\/\/doi.org\/10.1073\/pnas.cm10313","source":"Crossref","is-referenced-by-count":8,"title":["Multiple traces and altered signal-to-noise in systems consolidation: Evidence from the 7T fMRI Natural Scenes Dataset"],"prefix":"10.1073","volume":"119","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4672-0049","authenticated-orcid":false,"given":"Thomas J.","family":"Vanasse","sequence":"first","affiliation":[{"name":"Center for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin-Madison, Madison, WI 53719"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Melanie","family":"Boly","sequence":"additional","affiliation":[{"name":"Center for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin-Madison, Madison, WI 53719"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Emily J.","family":"Allen","sequence":"additional","affiliation":[{"name":"Center for Magnetic Resonance Research (CMRR), Department of Radiology, University of Minnesota, Minneapolis, MN 55455"},{"name":"Department of Psychology, University of Minnesota, Minneapolis, MN 55455"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yihan","family":"Wu","sequence":"additional","affiliation":[{"name":"Graduate Program in Cognitive Science, University of Minnesota, Minneapolis, MN 55455"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Thomas","family":"Naselaris","sequence":"additional","affiliation":[{"name":"Department of Neuroscience, University of Minnesota, Minneapolis, MN 55455"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kendrick","family":"Kay","sequence":"additional","affiliation":[{"name":"Center for Magnetic Resonance Research (CMRR), Department of Radiology, University of Minnesota, Minneapolis, MN 55455"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2563-677X","authenticated-orcid":false,"given":"Chiara","family":"Cirelli","sequence":"additional","affiliation":[{"name":"Center for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin-Madison, Madison, WI 53719"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3892-4087","authenticated-orcid":false,"given":"Giulio","family":"Tononi","sequence":"additional","affiliation":[{"name":"Center for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin-Madison, Madison, WI 53719"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"341","published-online":{"date-parts":[[2022,10,24]]},"reference":[{"key":"e_1_3_4_1_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuron.2011.06.037"},{"key":"e_1_3_4_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuron.2013.12.025"},{"key":"e_1_3_4_3_2","doi-asserted-by":"publisher","DOI":"10.3758\/s13423-021-01978-x"},{"key":"e_1_3_4_4_2","doi-asserted-by":"publisher","DOI":"10.1136\/jnnp.20.1.11"},{"key":"e_1_3_4_5_2","doi-asserted-by":"publisher","DOI":"10.1037\/0033-295X.99.2.195"},{"key":"e_1_3_4_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0959-4388(97)80010-4"},{"key":"e_1_3_4_7_2","doi-asserted-by":"publisher","DOI":"10.1017\/S1355617711000683"},{"key":"e_1_3_4_8_2","doi-asserted-by":"publisher","DOI":"10.1101\/lm.265906"},{"key":"e_1_3_4_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuropsychologia.2009.02.003"},{"key":"e_1_3_4_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neulet.2018.05.006"},{"key":"e_1_3_4_11_2","doi-asserted-by":"publisher","DOI":"10.1093\/sleepadvances\/zpab002"},{"key":"e_1_3_4_12_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41593-019-0467-3"},{"key":"e_1_3_4_13_2","doi-asserted-by":"publisher","DOI":"10.1152\/physrev.00032.2012"},{"key":"e_1_3_4_14_2","doi-asserted-by":"publisher","DOI":"10.1080\/17588928.2021.2021164"},{"key":"e_1_3_4_15_2","first-page":"1","article-title":"Time-dependent memory transformation along the hippocampal anterior\u2013posterior axis","volume":"9","author":"Dandolo L. 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