{"id":8457,"date":"2016-01-20T10:06:13","date_gmt":"2016-01-20T18:06:13","guid":{"rendered":"https:\/\/vermont.salk.edu\/?post_type=disclosure&#038;p=8457"},"modified":"2024-01-30T15:46:20","modified_gmt":"2024-01-30T23:46:20","slug":"memory-capacity-of-brain-is-10-times-more-than-previously-thought","status":"publish","type":"disclosure","link":"https:\/\/www.salk.edu\/es\/news-release\/memory-capacity-of-brain-is-10-times-more-than-previously-thought\/","title":{"rendered":"Memory capacity of brain is 10 times more than previously thought"},"content":{"rendered":"<p>LA JOLLA\u2014Salk researchers and collaborators have achieved critical insight into the size of neural connections, putting the memory capacity of the brain far higher than common estimates. The new work also answers a longstanding question as to how the brain is so energy efficient and could help engineers build computers that are incredibly powerful but also conserve energy.<\/p>\n<p>\u201cThis is a real bombshell in the field of neuroscience,\u201d says <a href=\"https:\/\/www.salk.edu\/es\/scientist\/terrence-sejnowski\/\">Terry Sejnowski<\/a>, Salk professor and co-senior author of the paper, which was published in <em><a href=\"http:\/\/dx.doi.org\/10.7554\/eLife.10778\" target=\"_blank\" rel=\"noopener\">eLife<\/a><\/em>. \u201cWe discovered the key to unlocking the design principle for how hippocampal neurons function with low energy but high computation power. Our new measurements of the brain\u2019s memory capacity increase conservative estimates by a factor of 10 to at least a petabyte, in the same ballpark as the World Wide Web.\u201d<\/p>\n<p>Our memories and thoughts are the result of patterns of electrical and chemical activity in the brain. A key part of the activity happens when branches of neurons, much like electrical wire, interact at certain junctions, known as synapses. An output \u2018wire\u2019 (an axon) from one neuron connects to an input \u2018wire\u2019 (a dendrite) of a second neuron. Signals travel across the synapse as chemicals called neurotransmitters to tell the receiving neuron whether to convey an electrical signal to other neurons. Each neuron can have thousands of these synapses with thousands of other neurons.<\/p>\n<p><iframe src=\"\/\/www.youtube.com\/embed\/maPN_4BF9x8\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u201cWhen we first reconstructed every dendrite, axon, glial process, and synapse from a volume of hippocampus the size of a single red blood cell, we were somewhat bewildered by the complexity and diversity amongst the synapses,\u201d says Kristen Harris, co-senior author of the work and professor of neuroscience at the <a href=\"http:\/\/www.utexas.edu\/\" target=\"_blank\" rel=\"noopener\">University of Texas, Austin<\/a>. \u201cWhile I had hoped to learn fundamental principles about how the brain is organized from these detailed reconstructions, I have been truly amazed at the precision obtained in the analyses of this report.\u201d<\/p>\n<p>Synapses are still a mystery, though their dysfunction can cause a range of <a href=\"https:\/\/www.salk.edu\/es\/science\/research\/neuroscience-and-neurological-disorders\/\">neurological diseases<\/a>. Larger synapses\u2014with more surface area and vesicles of neurotransmitters\u2014are stronger, making them more likely to activate their surrounding neurons than medium or small synapses.<\/p>\n<p>The Salk team, while building a 3D reconstruction of rat hippocampus tissue (the memory center of the brain), noticed something unusual. In some cases, a single axon from one neuron formed two synapses reaching out to a single dendrite of a second neuron, signifying that the first neuron seemed to be sending a duplicate message to the receiving neuron.<\/p>\n<p>At first, the researchers didn\u2019t think much of this duplicity, which occurs about 10 percent of the time in the hippocampus. But Tom Bartol, a Salk staff scientist, had an idea: if they could measure the difference between two very similar synapses such as these, they might glean insight into synaptic sizes, which so far had only been classified in the field as small, medium and large.<\/p>\n<figure id=\"attachment_8186\"  class=\"wp-caption alignright\"><img decoding=\"async\" class=\"img-responsive wp-image-8186 size-col-md-7\" src=\"https:\/\/www.salk.edu\/wp-content\/uploads\/2016\/01\/pair_c.elife_striking_image-553x332.jpg\" alt=\"pair_c.elife_striking_image\" \/><figcaption class=\"wp-caption-text\">In a computational reconstruction of brain tissue in the hippocampus, Salk scientists and UT-Austin scientists found the unusual occurrence of two synapses from the axon of one neuron (translucent black strip) forming onto two spines on the same dendrite of a second neuron (yellow). Separate terminals from one neuron&#8217;s axon are shown in synaptic contact with two spines (arrows) on the same dendrite of a second neuron in the hippocampus. The spine head volumes, synaptic contact areas (red), neck diameters (gray) and number of presynaptic vesicles (white spheres) of these two synapses are almost identical.<\/p>\n<p><a href=\"https:\/\/www.salk.edu\/wp-content\/uploads\/2016\/01\/pair_c.elife_striking_image.jpg\" target=\"_blank\" rel=\"noopener\">Haga clic aqu\u00ed<\/a> para obtener una imagen en alta resoluci\u00f3n.<\/p>\n<p>Cr\u00e9dito: Instituto Salk<\/figcaption><\/figure>\n<p>To do this, researchers used advanced microscopy and computational algorithms they had developed to image rat brains and reconstruct the connectivity, shapes, volumes and surface area of the brain tissue down to a nanomolecular level.<\/p>\n<p>The scientists expected the synapses would be roughly similar in size, but were surprised to discover the synapses were nearly identical.<\/p>\n<p>\u201cWe were amazed to find that the difference in the sizes of the pairs of synapses were very small, on average, only about eight percent different in size. No one thought it would be such a small difference. This was a curveball from nature,\u201d says Bartol.<\/p>\n<p>Because the memory capacity of neurons is dependent upon synapse size, this eight percent difference turned out to be a key number the team could then plug into their algorithmic models of the brain to measure how much information could potentially be stored in synaptic connections.<\/p>\n<p>It was known before that the range in sizes between the smallest and largest synapses was a factor of 60 and that most are small.<\/p>\n<p>But armed with the knowledge that synapses of all sizes could vary in increments as little as eight percent between sizes within a factor of 60, the team determined there could be about 26 categories of sizes of synapses, rather than just a few.<\/p>\n<p>\u201cOur data suggests there are 10 times more discrete sizes of synapses than previously thought,\u201d says Bartol. In computer terms, 26 sizes of synapses correspond to about 4.7 \u201cbits\u201d of information. Previously, it was thought that the brain was capable of just one to two bits for short and long memory storage in the hippocampus.<\/p>\n<p>\u201cThis is roughly an order of magnitude of precision more than anyone has ever imagined,\u201d says Sejnowski.<\/p>\n<p>What makes this precision puzzling is that hippocampal synapses are notoriously unreliable. When a signal travels from one neuron to another, it typically activates that second neuron only 10 to 20 percent of the time.<\/p>\n<p>\u201cWe had often wondered how the remarkable precision of the brain can come out of such unreliable synapses,\u201d says Bartol. One answer, it seems, is in the constant adjustment of synapses, averaging out their success and failure rates over time. The team used their new data and a statistical model to find out how many signals it would take a pair of synapses to get to that eight percent difference.<\/p>\n<p>The researchers calculated that for the smallest synapses, about 1,500 events cause a change in their size\/ability (20 minutes) and for the largest synapses, only a couple hundred signaling events (1 to 2 minutes) cause a change.<\/p>\n<p>\u201cThis means that every 2 or 20 minutes, your synapses are going up or down to the next size. The synapses are adjusting themselves according to the signals they receive,\u201d says Bartol.<\/p>\n<figure id=\"attachment_8189\"  class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"img-responsive wp-image-8189 size-col-md-10\" src=\"https:\/\/www.salk.edu\/wp-content\/uploads\/2016\/01\/Terry-Sejnowski_Cailey-Bromer_Tom-Bartol_IMG_9865-945x825.jpeg\" alt=\"Terry Sejnowski_Cailey Bromer_Tom Bartol_IMG_9865\" \/><figcaption class=\"wp-caption-text\">From left: Terry Sejnowski, Cailey Bromer and Tom Bartol<\/p>\n<p><a href=\"https:\/\/www.salk.edu\/wp-content\/uploads\/2016\/01\/Terry-Sejnowski_Cailey-Bromer_Tom-Bartol_IMG_9865.jpeg\" target=\"_blank\" rel=\"noopener\">Haga clic aqu\u00ed<\/a> para obtener una imagen en alta resoluci\u00f3n.<\/p>\n<p>Cr\u00e9dito: Instituto Salk<\/figcaption><\/figure>\n<p>\u201cOur prior work had hinted at the possibility that spines and axons that synapse together would be similar in size, but the reality of the precision is truly remarkable and lays the foundation for whole new ways to think about brains and computers,\u201d says Harris. \u201cThe work resulting from this collaboration has opened a new chapter in the search for learning and memory mechanisms.\u201d Harris adds that the findings suggest more questions to explore, for example, if similar rules apply for synapses in other regions of the brain and how those rules differ during development and as synapses change during the initial stages of learning.<\/p>\n<p>\u201cThe implications of what we found are far-reaching,\u201d adds Sejnowski. \u201cHidden under the apparent chaos and messiness of the brain is an underlying precision to the size and shapes of synapses that was hidden from us.\u201d<\/p>\n<p>The findings also offer a valuable explanation for the brain\u2019s surprising efficiency. The waking adult brain generates only about 20 watts of continuous power\u2014as much as a very dim light bulb. The Salk discovery could help computer scientists build ultraprecise, but energy-efficient, computers, particularly ones that employ \u201cdeep learning\u201d and artificial neural nets\u2014techniques capable of sophisticated learning and analysis, such as speech, object recognition and translation.<\/p>\n<p>\u201cThis trick of the brain absolutely points to a way to design better computers,\u201d says Sejnowski. \u201cUsing probabilistic transmission turns out to be as accurate and require much less energy for both computers and brains.\u201d<\/p>\n<p>Other authors on the paper were Cailey Bromer of the Salk Institute; Justin Kinney of the <a href=\"http:\/\/mcgovern.mit.edu\/\" target=\"_blank\" rel=\"noopener\">McGovern Institute for Brain Research<\/a>; and Michael A. Chirillo and Jennifer N. Bourne of the University of Texas, Austin.<\/p>\n<p>El trabajo cont\u00f3 con el apoyo de la <a href=\"http:\/\/www.nih.gov\/\" target=\"_blank\" rel=\"noopener\">NIH<\/a> and the <a href=\"http:\/\/www.hhmi.org\/\" target=\"_blank\" rel=\"noopener\">Howard Hughes Medical Institute<\/a>.<\/p>","protected":false},"featured_media":8449,"template":"","faculty":[114],"disease-research":[332,124],"class_list":["post-8457","disclosure","type-disclosure","status-publish","has-post-thumbnail","hentry","faculty-terrence-sejnowski","disease-research-computational-biology","disease-research-neuroscience-and-neurological-disorders"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Memory capacity of brain is 10 times more than previously thought - Salk Institute for Biological Studies<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.salk.edu\/es\/news-release\/memory-capacity-of-brain-is-10-times-more-than-previously-thought\/\" \/>\n<meta property=\"og:locale\" content=\"es_MX\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Memory capacity of brain is 10 times more than previously thought - Salk Institute for Biological Studies\" \/>\n<meta property=\"og:description\" content=\"LA JOLLA\u2014Salk researchers and collaborators have achieved critical insight into the size of neural connections, putting the memory capacity of the brain far higher than common estimates. 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