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The Blue Brain Project is a Swiss brain research initiative that aims to create a digital reconstruction of the mouse brain. The project was founded in May 2005 by the
Brain and Mind Institute A brain is an organ that serves as the center of the nervous system in all vertebrate and most invertebrate animals. It is located in the head, usually close to the sensory organs for senses such as vision. It is the most complex organ in a ver ...
of ''
École Polytechnique Fédérale de Lausanne École may refer to: * an elementary school in the French educational stages normally followed by secondary education establishments (collège and lycée) * École (river), a tributary of the Seine flowing in région Île-de-France * École, Savoi ...
'' (EPFL) in Switzerland. Its mission is to use biologically-detailed digital reconstructions and simulations of the mammalian brain to identify the fundamental principles of brain structure and function. The project is headed by the founding director
Henry Markram Henry John Markram (born 28 March 1962) is a South African-born Israeli neuroscientist, professor at the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland and director of the Blue Brain Project and founder of the Human Brain Pr ...
—who also launched the European
Human Brain Project The Human Brain Project (HBP) is a large ten-year scientific research project, based on exascale supercomputers, that aims to build a collaborative ICT-based scientific research infrastructure to allow researchers across Europe to advance knowl ...
—and is co-directed by Felix Schürmann, Adriana Salvatore and Sean Hill. Using a
Blue Gene Blue Gene is an IBM project aimed at designing supercomputers that can reach operating speeds in the petaFLOPS (PFLOPS) range, with low power consumption. The project created three generations of supercomputers, Blue Gene/L, Blue Gene/P, ...
supercomputer A supercomputer is a computer with a high level of performance as compared to a general-purpose computer. The performance of a supercomputer is commonly measured in floating-point operations per second ( FLOPS) instead of million instructio ...
running Michael Hines's
NEURON A neuron, neurone, or nerve cell is an electrically excitable cell that communicates with other cells via specialized connections called synapses. The neuron is the main component of nervous tissue in all animals except sponges and placozoa ...
, the simulation involves a biologically realistic model of
neuron A neuron, neurone, or nerve cell is an electrically excitable cell that communicates with other cells via specialized connections called synapses. The neuron is the main component of nervous tissue in all animals except sponges and placozoa ...
s and an empirically reconstructed model
connectome A connectome () is a comprehensive map of neural connections in the brain, and may be thought of as its "wiring diagram". An organism's nervous system is made up of neurons which communicate through synapses. A connectome is constructed by tr ...
. There are a number of collaborations, including the
Cajal Blue Brain The Blue Brain Project is a Swiss brain research initiative that aims to create a digital reconstruction of the mouse brain. The project was founded in May 2005 by the Brain and Mind Institute of ''École Polytechnique Fédérale de Lausanne'' (EP ...
, which is coordinated by the
Supercomputing and Visualization Center of Madrid The Supercomputing and Visualization Center of Madrid (CeSViMa), also called Madrid Supercomputing and Visualization Center (in Spanish, Centro de Supercomputación y Visualización de Madrid), depends on the computer science faculty of the Te ...
(CeSViMa), and others run by universities and independent laboratories.


Goal

The initial goal of the project, which was completed in December 2006, was the creation of a simulated rat neocortical column, which is considered by some researchers to be the smallest functional unit of the
neocortex The neocortex, also called the neopallium, isocortex, or the six-layered cortex, is a set of layers of the mammalian cerebral cortex involved in higher-order brain functions such as sensory perception, cognition, generation of motor commands, sp ...
, which is thought to be responsible for higher functions such as conscious thought. In humans, each column is about in length, has a diameter of and contains about 60,000 neurons. Rat neocortical columns are very similar in structure but contain only 10,000 neurons and 108
synapse In the nervous system, a synapse is a structure that permits a neuron (or nerve cell) to pass an electrical or chemical signal to another neuron or to the target effector cell. Synapses are essential to the transmission of nervous impulses from ...
s. Between 1995 and 2005, Markram mapped the types of neurons and their connections in such a column.


Progress

By 2005, the first cellular model was completed. The first artificial cellular neocortical column of 10,000 cells was built by 2008. By July 2011, a cellular mesocircuit of 100 neocortical columns with a million cells in total was built. A cellular rat brain had been planned for 2014 with 100 mesocircuits totalling a hundred million cells. A cellular human brain equivalent to 1,000 rat brains with a total of a hundred billion cells has been predicted to be possible by 2023. In November 2007, the project reported the end of the first phase, delivering a data-driven process for creating, validating, and researching the neocortical column. In 2015, scientists at École Polytechnique Fédérale de Lausanne (EPFL) developed a quantitative model of the previously unknown relationship between the
glial cell astrocyte Glia, also called glial cells (gliocytes) or neuroglia, are non-neuronal cells in the central nervous system (brain and spinal cord) and the peripheral nervous system that do not produce electrical impulses. They maintain homeostasis, form myel ...
s and neurons. This model describes the energy management of the brain through the function of the neuro-glial vascular unit (NGV). The additional layer of neuron-glial cells is being added to Blue Brain Project models to improve functionality of the system. In 2017, Blue Brain Project discovered that
neural clique Neural cliques are network-level memory coding units in the hippocampus. They are functionally organized in a categorical and hierarchical manner. Researchers investigating the role of neural cliques have gained insight into the process of storing ...
s connected to one another in up to eleven dimensions. The project's director suggested that the difficulty of understanding the brain is partly because the mathematics usually applied for studying networks cannot detect that many dimensions. The Blue Brain Project was able to model these networks using
algebraic topology Algebraic topology is a branch of mathematics that uses tools from abstract algebra to study topological spaces. The basic goal is to find algebraic invariants that classify topological spaces up to homeomorphism, though usually most classify ...
. In 2018, Blue Brain Project released it
first digital 3D brain cell atlas
which, according to ''
ScienceDaily ''Science Daily'' is an American website launched in 1995 that aggregates press releases and publishes lightly edited press releases (a practice called churnalism) about science, similar to Phys.org and EurekAlert!. The site was founded by ...
'', is like "going from hand-drawn maps to Google Earth", providing information about major cell types, numbers, and positions in 737 regions of the brain. In 2019, Idan Segev, one of the computational neuroscientists working on the Blue Brain Project, gave a talk titled: "Brain in the computer: what did I learn from simulating the brain." In his talk, he mentioned that the whole cortex for the mouse brain was complete and virtual EEG experiments would begin soon. He also mentioned that the model had become too heavy on the supercomputers they were using at the time, and that they were consequently exploring methods in which every neuron could be represented as a neural network (see citation for details). In 2022, scientists at the Blue Brain Project used algebraic topology to create an algorithm, Topological Neuronal Synthesis, that generates a large number of unique cells using only a few examples, synthesizing millions of unique neuronal morphologies. This allows them to replicate both healthy and diseased states of the brain. In a paper Kenari et al. were able to digitally synthesize dendritic morphologies from the mouse brain using this algorithm. They mapped entire brain regions from just a few reference cells. Since it is open source, this will enable the modelling of brain diseases and eventually, the algorithm could lead to digital twins of brains.


Software

The Blue Brain Project has developed a number of software to reconstruct and to simulate the mouse brain.


Blue Brain Nexus

Blue Brain Nexus is a data integration platform which uses a
knowledge graph The Google Knowledge Graph is a knowledge base from which Google serves relevant information in an infobox beside its search results. This allows the user to see the answer in a glance. The data is generated automatically from a variety of sou ...
to enable users to search, deposit, and organise data. It stands on the
FAIR data FAIR data are data which meet principles of findability, accessibility, interoperability, and reusability (FAIR). The acronym and principles were defined in a March 2016 paper in the journal '' Scientific Data'' by a consortium of scientists ...
principles to provide flexible data management solutions beyond neuroscience studies. It is an
open source software Open-source software (OSS) is computer software that is released under a license in which the copyright holder grants users the rights to use, study, change, and distribute the software and its source code to anyone and for any purpose. Open ...
and available for everyone on
GitHub GitHub, Inc. () is an Internet hosting service for software development and version control using Git. It provides the distributed version control of Git plus access control, bug tracking, software feature requests, task management, cont ...
.


BluePyOpt

BluePyOpt is a tool that is used to build electrical models of single neurons. For this, it uses
evolutionary algorithm In computational intelligence (CI), an evolutionary algorithm (EA) is a subset of evolutionary computation, a generic population-based metaheuristic optimization algorithm. An EA uses mechanisms inspired by biological evolution, such as reproduct ...
s to constrain the parameters to experimental electrophysiological data. Attempts to reconstruct single neurons using BluePyOpt are reported by Rosanna Migliore, and Stefano Masori. It is an
open source software Open-source software (OSS) is computer software that is released under a license in which the copyright holder grants users the rights to use, study, change, and distribute the software and its source code to anyone and for any purpose. Open ...
and available for everyone on
GitHub GitHub, Inc. () is an Internet hosting service for software development and version control using Git. It provides the distributed version control of Git plus access control, bug tracking, software feature requests, task management, cont ...
.


CoreNEURON

CoreNEURON is a supplemental tool to
NEURON A neuron, neurone, or nerve cell is an electrically excitable cell that communicates with other cells via specialized connections called synapses. The neuron is the main component of nervous tissue in all animals except sponges and placozoa ...
, which allows large scale simulation by boosting memory usage and computational speed. It is an
open source software Open-source software (OSS) is computer software that is released under a license in which the copyright holder grants users the rights to use, study, change, and distribute the software and its source code to anyone and for any purpose. Open ...
and available for everyone on
GitHub GitHub, Inc. () is an Internet hosting service for software development and version control using Git. It provides the distributed version control of Git plus access control, bug tracking, software feature requests, task management, cont ...
.


NeuroMorphoVis

NeuroMorphoVis is a visualisation tool for morphologies of neurons. It is an
open source software Open-source software (OSS) is computer software that is released under a license in which the copyright holder grants users the rights to use, study, change, and distribute the software and its source code to anyone and for any purpose. Open ...
and available for everyone on
GitHub GitHub, Inc. () is an Internet hosting service for software development and version control using Git. It provides the distributed version control of Git plus access control, bug tracking, software feature requests, task management, cont ...
.


SONATA

SONATA is a joint effort between Blue Brain Project and
Allen Institute for Brain Science The Allen Institute for Brain Science is a division of the Allen Institute, based in Seattle, Washington, that focuses on bioscience research. Founded in 2003, it is dedicated to accelerating the understanding of how the human brain works. W ...
, to develop a standard for data format, which realises a multiple platform working environment with greater computational memory and efficiency. It is an
open source software Open-source software (OSS) is computer software that is released under a license in which the copyright holder grants users the rights to use, study, change, and distribute the software and its source code to anyone and for any purpose. Open ...
and available for everyone on
GitHub GitHub, Inc. () is an Internet hosting service for software development and version control using Git. It provides the distributed version control of Git plus access control, bug tracking, software feature requests, task management, cont ...
.


Funding

The project is funded primarily by the Swiss government and the Future and Emerging Technologies (FET) Flagship grant from the
European Commission The European Commission (EC) is the executive of the European Union (EU). It operates as a cabinet government, with 27 members of the Commission (informally known as "Commissioners") headed by a President. It includes an administrative body ...
, and secondarily by grants and donations from private individuals. The EPFL bought the Blue Gene computer at a reduced cost because it was still a prototype and IBM was interested in exploring how applications would perform on the machine. BBP was viewed as a validation of the
Blue Gene Blue Gene is an IBM project aimed at designing supercomputers that can reach operating speeds in the petaFLOPS (PFLOPS) range, with low power consumption. The project created three generations of supercomputers, Blue Gene/L, Blue Gene/P, ...
supercomputer concept.


Related projects


Cajal Blue Brain

The
Cajal Blue Brain Project Cajal: * Santiago Ramón y Cajal, Spanish histologist, physician, pathologist * Fortún Garcés Cajal, medieval Spanish nobleman * Nicolae Cajal (1919–2004), Romanian Jewish physician, academic, politician, philanthropist * Cajal Institute, a n ...
is coordinated by the
Technical University of Madrid The Technical University of Madrid or sometimes called Polytechnic University of Madrid ( es, Universidad Politécnica de Madrid, UPM) is a public university, located in Madrid, Spain. It was founded in 1971 as the result of merging different Te ...
and uses the facilities of the
Supercomputing and Visualization Center of Madrid The Supercomputing and Visualization Center of Madrid (CeSViMa), also called Madrid Supercomputing and Visualization Center (in Spanish, Centro de Supercomputación y Visualización de Madrid), depends on the computer science faculty of the Te ...
and its supercomputer Magerit. The
Cajal Institute The Cajal Institute (IC) is a research center in neurobiology which belongs to the Spanish National Research Council (CSIC). The IC originates from the ''Laboratorio de Investigaciones Biológicas'', founded in 1900 by order of King Alfonso XII ...
also participates in this collaboration. The main lines of research currently being pursued at Cajal Blue Brain include neurological experimentation and computer simulations. Nanotechnology, in the form of a newly designed brain microscope, plays an important role in its research plans.


Documentary

Noah Hutton Noah ''Nukh''; am, ኖህ, ''Noḥ''; ar, نُوح '; grc, Νῶε ''Nôe'' () is the tenth and last of the pre-Flood patriarchs in the traditions of Abrahamic religions. His story appears in the Hebrew Bible (Book of Genesis, chapters 5– ...
created the documentary film ''In Silico'' over a 10-year period. The film was released in April 2021.The film covers the "shifting goals and landmarks" of the Blue Brain Project as well as the drama, "In the end, this isn’t about science. It’s about the universals of power, greed, ego, and fame."


See also

*
Artificial brain An artificial brain (or artificial mind) is software and hardware with cognitive abilities similar to those of the animal or human brain. Research investigating "artificial brains" and brain emulation plays three important roles in science: #An o ...
*
Artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech ...
*
Artificial neural network Artificial neural networks (ANNs), usually simply called neural networks (NNs) or neural nets, are computing systems inspired by the biological neural networks that constitute animal brains. An ANN is based on a collection of connected unit ...
*
BRAIN Initiative The White House BRAIN Initiative (Brain Research through Advancing Innovative Neurotechnologies) is a collaborative, public-private research initiative announced by the Obama administration on April 2, 2013, with the goal of supporting the devel ...
*
CoDi CoDi is a cellular automaton (CA) model for spiking neural networks (SNNs). CoDi is an acronym for Collect and Distribute, referring to the signals and spikes in a neural network. CoDi uses a von Neumann neighborhood modified for a three-dime ...
*
Cognitive architecture A cognitive architecture refers to both a theory about the structure of the human mind and to a computational instantiation of such a theory used in the fields of artificial intelligence (AI) and computational cognitive science. The formalized mod ...
* Cognitive science *
Computational neuroscience Computational neuroscience (also known as theoretical neuroscience or mathematical neuroscience) is a branch of neuroscience which employs mathematical models, computer simulations, theoretical analysis and abstractions of the brain to u ...
*
Google Brain Google Brain is a deep learning artificial intelligence research team under the umbrella of Google AI, a research division at Google dedicated to artificial intelligence. Formed in 2011, Google Brain combines open-ended machine learning research ...
*
Human Brain Project The Human Brain Project (HBP) is a large ten-year scientific research project, based on exascale supercomputers, that aims to build a collaborative ICT-based scientific research infrastructure to allow researchers across Europe to advance knowl ...
*
Neural network A neural network is a network or circuit of biological neurons, or, in a modern sense, an artificial neural network, composed of artificial neurons or nodes. Thus, a neural network is either a biological neural network, made up of biological ...
*
Neuroinformatics Neuroinformatics is the field that combines informatics and neuroscience. Neuroinformatics is related with neuroscience data and information processing by artificial neural networks. There are three main directions where neuroinformatics has to be ...
*
Noogenesis The noosphere (alternate spelling noösphere) is a philosophical concept developed and popularized by the Russian-Ukrainian Soviet biogeochemist Vladimir Vernadsky, and the French philosopher and Jesuit priest Pierre Teilhard de Chardin. Vernad ...
*
Outline of brain mapping The following outline is provided as an overview of and topical guide to brain mapping: Brain mapping – set of neuroscience techniques predicated on the mapping of (biological) quantities or properties onto spatial representations of the ...
* Outline of the human brain *
Project Joshua Blue Joshua Blue is a project under development by IBM that focuses on advancing the artificial intelligence field by designing and programming computers to emulate human mental functions. Goals According to researchers at IBM's Thomas J. Watson Res ...
* Simulation argument *
Simulated reality The simulation theory is the hypothesis that reality could be simulated—for example by quantum computer simulation—to a degree indistinguishable from "true" reality. It could contain conscious minds that may or may not know that they live i ...
*
Social simulation Social simulation is a research field that applies computational methods to study issues in the social sciences. The issues explored include problems in computational law, psychology, organizational behavior, sociology, political science, e ...
*
Whole brain emulation Mind uploading is a speculative process of whole brain emulation in which a brain scan is used to completely emulate the mental state of the individual in a digital computer. The computer would then run a simulation of the brain's information pr ...


References


Further reading

* * *
Blue Brain Project site
Lausanne.


NCS documentation

NEURON documentation


''
Der Spiegel ''Der Spiegel'' (, lit. ''"The Mirror"'') is a German weekly news magazine published in Hamburg. With a weekly circulation of 695,100 copies, it was the largest such publication in Europe in 2011. It was founded in 1947 by John Seymour Chaloner ...
'', 7 February 2007
Out of the Blue -- Can a thinking, remembering, decision-making, biologically accurate brain be built from a supercomputer?
''
Seed Magazine ''Seed'' (subtitled ''Science Is Culture''; originally ''Beneath the Surface'') is a defunct online science magazine published by Seed Media Group. The magazine looked at big ideas in science, important issues at the intersection of science and ...
'', March 2008
Reconstructing the Heart of Mammalian Intelligence
Henry Markram's Lecture, March 4, 2008.
The Blue Brain Project
Henry Markram's Lecture, Neuro Informatics 2008.
The Blue Brain Project
an Interview with Idan Segev.
Simulated brain closer to thought
BBC News 22 April 2009

Luke McKinney, July 2009 * ttp://www.ted.com/talks/henry_markram_supercomputing_the_brain_s_secrets.html Henry Ankara builds a brain in a supercomputerTED Conference. July 2009
Indian startup to help copy your brain on computers
Silicon India. 1 February 2010


External links


Blue Brain ProjectBlue Brain Portal
- Knowledge Space for Neuroscience
''Out of the Blue''
SEEDMAGAZINE.Com {{Portal bar, Switzerland Neuroinformatics IBM supercomputers Computational neuroscience Virtual reality organizations Cognitive modeling École Polytechnique Fédérale de Lausanne