Literature DB >> 35098264

Simulating Large-scale Models of Brain Neuronal Circuits using Google Cloud Platform.

Subhashini Sivagnanam1, Wyatt Gorman2, Donald Doherty3, Samuel A Neymotin4, Stephan Fang2, Hermine Hovhannisyan2, William W Lytton5, Salvador Dura-Bernal6.   

Abstract

Biophysically detailed modeling provides an unmatched method to integrate data from many disparate experimental studies, and manipulate and explore with high precision the resultin brain circuit simulation. We developed a detailed model of the brain motor cortex circuits, simulating over 10,000 biophysically detailed neurons and 30 million synaptic connections. Optimization and evaluation of the cortical model parameters and responses was achieved via parameter exploration using grid search parameter sweeps and evolutionary algorithms. This involves running tens of thousands of simulations requiring significant computational resources. This paper describes our experience in setting up and using Google Compute Platform (GCP) with Slurm to run these large-scale simulations. We describe the best practices and solutions to the issues that arose during the process, and present preliminary results from running simulations on GCP.

Entities:  

Keywords:  Applied computing → Life and medical sciences; Brain modeling; Computational neuroscience; Computing methodologies → Modeling and simulation; Google Cloud Platform; Large-scale simulations

Year:  2020        PMID: 35098264      PMCID: PMC8796663          DOI: 10.1145/3311790.3399621

Source DB:  PubMed          Journal:  PEARC20 (2020)


  10 in total

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Authors:  Masao Ito
Journal:  Prog Brain Res       Date:  2005       Impact factor: 2.453

2.  Similar network activity from disparate circuit parameters.

Authors:  Astrid A Prinz; Dirk Bucher; Eve Marder
Journal:  Nat Neurosci       Date:  2004-11-21       Impact factor: 24.884

3.  Automated evolutionary optimization of ion channel conductances and kinetics in models of young and aged rhesus monkey pyramidal neurons.

Authors:  Timothy H Rumbell; Danel Draguljić; Aniruddha Yadav; Patrick R Hof; Jennifer I Luebke; Christina M Weaver
Journal:  J Comput Neurosci       Date:  2016-04-22       Impact factor: 1.621

4.  Interneuronal mechanisms of hippocampal theta oscillations in a full-scale model of the rodent CA1 circuit.

Authors:  Marianne J Bezaire; Ivan Raikov; Kelly Burk; Dhrumil Vyas; Ivan Soltesz
Journal:  Elife       Date:  2016-12-23       Impact factor: 8.140

5.  Optimizing computer models of corticospinal neurons to replicate in vitro dynamics.

Authors:  Samuel A Neymotin; Benjamin A Suter; Salvador Dura-Bernal; Gordon M G Shepherd; Michele Migliore; William W Lytton
Journal:  J Neurophysiol       Date:  2016-10-19       Impact factor: 2.714

6.  Visual physiology of the layer 4 cortical circuit in silico.

Authors:  Anton Arkhipov; Nathan W Gouwens; Yazan N Billeh; Sergey Gratiy; Ramakrishnan Iyer; Ziqiang Wei; Zihao Xu; Reza Abbasi-Asl; Jim Berg; Michael Buice; Nicholas Cain; Nuno da Costa; Saskia de Vries; Daniel Denman; Severine Durand; David Feng; Tim Jarsky; Jérôme Lecoq; Brian Lee; Lu Li; Stefan Mihalas; Gabriel K Ocker; Shawn R Olsen; R Clay Reid; Gilberto Soler-Llavina; Staci A Sorensen; Quanxin Wang; Jack Waters; Massimo Scanziani; Christof Koch
Journal:  PLoS Comput Biol       Date:  2018-11-12       Impact factor: 4.475

7.  Evolutionary algorithm optimization of biological learning parameters in a biomimetic neuroprosthesis.

Authors:  S Dura-Bernal; S A Neymotin; C C Kerr; S Sivagnanam; A Majumdar; J T Francis; W W Lytton
Journal:  IBM J Res Dev       Date:  2017-05-23       Impact factor: 1.889

8.  Inferring cortical function in the mouse visual system through large-scale systems neuroscience.

Authors:  Michael Hawrylycz; Costas Anastassiou; Anton Arkhipov; Jim Berg; Michael Buice; Nicholas Cain; Nathan W Gouwens; Sergey Gratiy; Ramakrishnan Iyer; Jung Hoon Lee; Stefan Mihalas; Catalin Mitelut; Shawn Olsen; R Clay Reid; Corinne Teeter; Saskia de Vries; Jack Waters; Hongkui Zeng; Christof Koch
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205

9.  Reconstruction and Simulation of Neocortical Microcircuitry.

Authors:  Henry Markram; Eilif Muller; Srikanth Ramaswamy; Michael W Reimann; Marwan Abdellah; Carlos Aguado Sanchez; Anastasia Ailamaki; Lidia Alonso-Nanclares; Nicolas Antille; Selim Arsever; Guy Antoine Atenekeng Kahou; Thomas K Berger; Ahmet Bilgili; Nenad Buncic; Athanassia Chalimourda; Giuseppe Chindemi; Jean-Denis Courcol; Fabien Delalondre; Vincent Delattre; Shaul Druckmann; Raphael Dumusc; James Dynes; Stefan Eilemann; Eyal Gal; Michael Emiel Gevaert; Jean-Pierre Ghobril; Albert Gidon; Joe W Graham; Anirudh Gupta; Valentin Haenel; Etay Hay; Thomas Heinis; Juan B Hernando; Michael Hines; Lida Kanari; Daniel Keller; John Kenyon; Georges Khazen; Yihwa Kim; James G King; Zoltan Kisvarday; Pramod Kumbhar; Sébastien Lasserre; Jean-Vincent Le Bé; Bruno R C Magalhães; Angel Merchán-Pérez; Julie Meystre; Benjamin Roy Morrice; Jeffrey Muller; Alberto Muñoz-Céspedes; Shruti Muralidhar; Keerthan Muthurasa; Daniel Nachbaur; Taylor H Newton; Max Nolte; Aleksandr Ovcharenko; Juan Palacios; Luis Pastor; Rodrigo Perin; Rajnish Ranjan; Imad Riachi; José-Rodrigo Rodríguez; Juan Luis Riquelme; Christian Rössert; Konstantinos Sfyrakis; Ying Shi; Julian C Shillcock; Gilad Silberberg; Ricardo Silva; Farhan Tauheed; Martin Telefont; Maria Toledo-Rodriguez; Thomas Tränkler; Werner Van Geit; Jafet Villafranca Díaz; Richard Walker; Yun Wang; Stefano M Zaninetta; Javier DeFelipe; Sean L Hill; Idan Segev; Felix Schürmann
Journal:  Cell       Date:  2015-10-08       Impact factor: 41.582

10.  Complex parameter landscape for a complex neuron model.

Authors:  Pablo Achard; Erik De Schutter
Journal:  PLoS Comput Biol       Date:  2006-07-21       Impact factor: 4.475

  10 in total
  2 in total

1.  Modernizing the NEURON Simulator for Sustainability, Portability, and Performance.

Authors:  Omar Awile; Pramod Kumbhar; Nicolas Cornu; Salvador Dura-Bernal; James Gonzalo King; Olli Lupton; Ioannis Magkanaris; Robert A McDougal; Adam J H Newton; Fernando Pereira; Alexandru Săvulescu; Nicholas T Carnevale; William W Lytton; Michael L Hines; Felix Schürmann
Journal:  Front Neuroinform       Date:  2022-06-27       Impact factor: 3.739

2.  Large-scale biophysically detailed model of somatosensory thalamocortical circuits in NetPyNE.

Authors:  Fernando S Borges; Joao V S Moreira; Lavinia M Takarabe; William W Lytton; Salvador Dura-Bernal
Journal:  Front Neuroinform       Date:  2022-09-22       Impact factor: 3.739

  2 in total

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