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The Blue Brain Project was a Swiss brain research initiative that aimed to create a digital reconstruction of the mouse brain. The project was founded in May 2005 by the Brain Mind Institute of ''
École Polytechnique Fédérale de Lausanne The École Polytechnique Fédérale de Lausanne (, EPFL) is a public university, public research university in Lausanne, Switzerland, founded in 1969 with the mission to "train talented engineers in Switzerland". Like its sister institution E ...
'' (EPFL) in Switzerland. The project ended in December 2024. Its mission was to use biologically-detailed digital reconstructions and simulations of the mammalian brain to identify the fundamental principles of brain structure and function. The project was headed by the founding director Henry Markram—who also launched the European
Human Brain Project The Human Brain Project (HBP) was a €1-billion EU scientific research project that ran for ten years from 2013 to 2023. Using high-performance exascale supercomputers it built infrastructure that allowed researchers to advance knowledge in ...
—and was co-directed by Felix Schürmann, Adriana Salvatore and Sean Hill. Using a
Blue Gene Blue Gene was an IBM project aimed at designing supercomputers that can reach operating speeds in the petaFLOPS (PFLOPS) range, with relatively low power consumption. The project created three generations of supercomputers, Blue Gene/L, Blue ...
supercomputer A supercomputer is a type of 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 instruc ...
running Michael Hines's
NEURON A neuron (American English), neurone (British English), or nerve cell, is an membrane potential#Cell excitability, excitable cell (biology), cell that fires electric signals called action potentials across a neural network (biology), neural net ...
, the simulation involved a biologically realistic model of
neuron A neuron (American English), neurone (British English), or nerve cell, is an membrane potential#Cell excitability, excitable cell (biology), cell that fires electric signals called action potentials across a neural network (biology), neural net ...
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". These maps are available in varying levels of detail. A functional connectome shows connections between various brain ...
. There were a number of collaborations, including the
Cajal Blue Brain The Blue Brain Project was a Swiss brain research initiative that aimed to create a digital reconstruction of the mouse brain. The project was founded in May 2005 by the Brain Mind Institute of ''École Polytechnique Fédérale de Lausanne'' (EPFL ...
, which is coordinated by the Supercomputing and Visualization Center of Madrid (CeSViMa), and others run by universities and independent laboratories.


History

In 2006, the project made its first model of a neocortical column with simplified neurons. In November 2007, it completed an initial model of the rat neocortical column. This marked the end of the first phase, delivering a data-driven process for creating, validating, and researching the neocortical column. Neocortical columns are considered by some researchers to be the smallest functional units 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, ...
, and they are 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 Rats are various medium-sized, long-tailed rodents. Species of rats are found throughout the order Rodentia, but stereotypical rats are found in the genus ''Rattus''. Other rat genera include '' Neotoma'' (pack rats), '' Bandicota'' (bandicoo ...
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 allows a neuron (or nerve cell) to pass an electrical or chemical signal to another neuron or a target effector cell. Synapses can be classified as either chemical or electrical, depending o ...
s. In 2009, Henry Markram claimed that a "detailed, functional artificial human brain can be built within the next 10 years". He conceived the
Human Brain Project The Human Brain Project (HBP) was a €1-billion EU scientific research project that ran for ten years from 2013 to 2023. Using high-performance exascale supercomputers it built infrastructure that allowed researchers to advance knowledge in ...
, to which the Blue Brain Project contributed, and which became funded in 2013 by the European Union with up to $1.3 billion. In 2015, the project simulated part of a rat brain with 30,000 neurons. Also in 2015, scientists at
École Polytechnique Fédérale de Lausanne The École Polytechnique Fédérale de Lausanne (, EPFL) is a public university, public research university in Lausanne, Switzerland, founded in 1969 with the mission to "train talented engineers in Switzerland". Like its sister institution E ...
(EPFL) developed a quantitative model of the previously unknown relationship between the neurons and the
astrocytes Astrocytes (from Ancient Greek , , "star" and , , "cavity", "cell"), also known collectively as astroglia, are characteristic star-shaped glial cells in the brain and spinal cord. They perform many functions, including biochemical control of end ...
. This model describes the energy management of the brain through the function of the neuro-glial vascular unit (NGV). The additional layer of neuron and
glial cells Glia, also called glial cells (gliocytes) or neuroglia, are non-neuronal cells in the central nervous system (the brain and the spinal cord) and in the peripheral nervous system that do not produce electrical impulses. The neuroglia make up ...
is being added to Blue Brain Project models to improve functionality of the system. In 2017, Blue Brain Project discovered that neural cliques 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
neural network A neural network is a group of interconnected units called neurons that send signals to one another. Neurons can be either biological cells or signal pathways. While individual neurons are simple, many of them together in a network can perfor ...
s 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 invariant (mathematics), invariants that classification theorem, classify topological spaces up t ...
. In 2018, Blue Brain Project released its first digital 3D brain cell atlas which, according to ''
ScienceDaily ''ScienceDaily'' 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!. History The site was f ...
'', 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 neuroscientist Computational neuroscience (also known as theoretical neuroscience or mathematical neuroscience) is a branch of neuroscience which employs mathematics, computer science, theoretical analysis and abstractions of the brain to understand the ...
s 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 Electroencephalography (EEG) is a method to record an electrogram of the spontaneous electrical activity of the brain. The bio signals detected by EEG have been shown to represent the postsynaptic potentials of pyramidal neurons in the neoc ...
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 an
artificial neural network In machine learning, a neural network (also artificial neural network or neural net, abbreviated ANN or NN) is a computational model inspired by the structure and functions of biological neural networks. A neural network consists of connected ...
(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. All software tools mentioned below are
open source software Open-source software (OSS) is Software, computer software that is released under a Open-source license, license in which the copyright holder grants users the rights to use, study, change, and Software distribution, distribute the software an ...
and available for everyone on
GitHub GitHub () is a Proprietary software, proprietary developer platform that allows developers to create, store, manage, and share their code. It uses Git to provide distributed version control and GitHub itself provides access control, bug trackin ...
.


Blue Brain Nexus

Blue Brain Nexus is a data integration platform which uses a
knowledge graph In knowledge representation and reasoning, a knowledge graph is a knowledge base that uses a Graph (discrete mathematics), graph-structured data model or topology to represent and operate on data. Knowledge graphs are often used to store interl ...
to enable users to search, deposit, and organise data. It stands on the
FAIR data FAIR data is data which meets the FAIR 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 sc ...
principles to provide flexible data management solutions beyond neuroscience studies.


BluePyOpt

BluePyOpt is a tool that is used to build electrical models of single neurons. For this, it uses
evolutionary algorithm Evolutionary algorithms (EA) reproduce essential elements of the biological evolution in a computer algorithm in order to solve "difficult" problems, at least Approximation, approximately, for which no exact or satisfactory solution methods are k ...
s to constrain the parameters to experimental electrophysiological data. Attempts to reconstruct single neurons using BluePyOpt are reported by Rosanna Migliore, and Stefano Masori.


CoreNEURON

CoreNEURON is a supplemental tool to
NEURON A neuron (American English), neurone (British English), or nerve cell, is an membrane potential#Cell excitability, excitable cell (biology), cell that fires electric signals called action potentials across a neural network (biology), neural net ...
, which allows large scale simulation by boosting memory usage and computational speed.


NeuroMorphoVis

NeuroMorphoVis is a visualisation tool for morphologies of neurons.


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. Wit ...
, to develop a standard for data format, which realises a multiple platform working environment with greater computational memory and efficiency.


Funding

The project was funded primarily by the
Swiss government The Federal Council is the federal cabinet of the Swiss Confederation Switzerland, officially the Swiss Confederation, is a landlocked country located in west-central Europe. It is bordered by Italy to the south, France to the west ...
and the Future and Emerging Technologies (FET) Flagship grant from the
European Commission The European Commission (EC) is the primary Executive (government), executive arm of the European Union (EU). It operates as a cabinet government, with a number of European Commissioner, members of the Commission (directorial system, informall ...
, 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 was an IBM project aimed at designing supercomputers that can reach operating speeds in the petaFLOPS (PFLOPS) range, with relatively low power consumption. The project created three generations of supercomputers, Blue Gene/L, Blue ...
supercomputer concept.


Criticisms

Although the Blue Brain Project is often associated with the
Human Brain Project The Human Brain Project (HBP) was a €1-billion EU scientific research project that ran for ten years from 2013 to 2023. Using high-performance exascale supercomputers it built infrastructure that allowed researchers to advance knowledge in ...
(HBP), it is important to distinguish between the two. While the Blue Brain Project was a key participant of the HBP, much of the criticism regarding targets and management issues actually pertains to the
Human Brain Project The Human Brain Project (HBP) was a €1-billion EU scientific research project that ran for ten years from 2013 to 2023. Using high-performance exascale supercomputers it built infrastructure that allowed researchers to advance knowledge in ...
rather than the Blue Brain Project itself. Voices raised as early as September 2014 highlighted concerns over the trajectory of the Human Brain Project, noting challenges in meeting its high-level goals and questioning its organizational structure and the project's key promoter, Professor Henry Markram. In 2016, the HBP underwent a restructuring with resources originally earmarked for brain simulation redistributed to support a wider array of neuroscience research groups. Since then, scientists and engineers from the Blue Brain Project have contributed to various aspects of the HBP, including the Neuroinformatics, EBRAINS, Neurorobotics, and High-Performance Computing Platforms. This distinction is important because some of the criticism directed at the initial incarnation of HBP may have been misattributed to the Blue Brain Project due to their shared leadership and early involvement in the initiative.


Related projects


Cajal Blue Brain

The Cajal Blue Brain Project is coordinated by the
Technical University of Madrid The Technical University of Madrid or sometimes called Polytechnic University of Madrid (, UPM) is a public university, located in Madrid, Spain. It was founded in 1971 as the result of merging different Technical Schools of Engineering and Arc ...
led by Javier de Felipe and uses the facilities of the Supercomputing and Visualization Center of Madrid 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 BiolĂłgicas'', founded in 1900 by order of King Alfonso XI ...
also participates in this collaboration. The main lines of research currently being pursued at
Cajal Blue Brain The Blue Brain Project was a Swiss brain research initiative that aimed to create a digital reconstruction of the mouse brain. The project was founded in May 2005 by the Brain Mind Institute of ''École Polytechnique Fédérale de Lausanne'' (EPFL ...
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 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 intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
*
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 ...
* China Brain Project *
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 is 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. These formalized models ...
*
Cognitive science Cognitive science is the interdisciplinary, scientific study of the mind and its processes. It examines the nature, the tasks, and the functions of cognition (in a broad sense). Mental faculties of concern to cognitive scientists include percep ...
*
Google Brain Google Brain was a deep learning artificial intelligence research team that served as the sole AI branch of Google before being incorporated under the newer umbrella of Google AI, a research division at Google dedicated to artificial intelligence ...
* List of artificial intelligence projects *
Neuroinformatics Neuroinformatics is the emergent 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 ...
* OpenWorm * Outline of brain mapping * Outline of the human brain * Project Joshua Blue * Simulation argument *
Simulated reality A simulated reality is an approximation of reality created in a simulation, usually in a set of circumstances in which something is engineered to appear real when it is not. Most concepts invoking a simulated reality relate to some form of compu ...
*
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, econom ...
*
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 ...


References


Further reading

* * * *


External links


Blue Brain Project
Lausanne.
Blue Brain Portal
- Knowledge Space for Neuroscience. * {{YouTube, Bz5IUaRr8No, The Blue Brain Project: an Interview with Idan Segev.
Cajal Blue Brain Project



NCS documentation

Reconstructing the Heart of Mammalian Intelligence
Henry Markram's Lecture, March 4, 2008.

TED Conference. July 2009. Neuroinformatics IBM supercomputers Computational neuroscience Virtual reality organizations Cognitive modeling École Polytechnique Fédérale de Lausanne 2005 establishments in Switzerland Scientific organizations established in 2005 Mice