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Computational exploration of molecular receptive fields in the olfactory bulb reveals a glomerulus-centric chemical map

Jan Soelter, Jan Schumacher, Hartwig Spors, View ORCID ProfileMichael Schmuker
doi: https://doi.org/10.1101/489666
Jan Soelter
1Neuroinformatics & Theoretical Neuroscience, Freie Universität Berlin, Königin-Luise-Str. 1-3, 14195 Berlin.
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Jan Schumacher
2Max-Planck-Institute for Biophysics, Max-von-Laue-Str. 3, 60438 Frankfurt/Main, Germany
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Hartwig Spors
2Max-Planck-Institute for Biophysics, Max-von-Laue-Str. 3, 60438 Frankfurt/Main, Germany
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Michael Schmuker
1Neuroinformatics & Theoretical Neuroscience, Freie Universität Berlin, Königin-Luise-Str. 1-3, 14195 Berlin.
3Department of Computer Science, University of Hertfordshire, Hatfield, Hertfordshire AL10 9AB, United Kingdom.
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Abstract

Progress in olfaction is currently hampered by incomplete knowledge about chemical receptive ranges of primary receptors. Moreover, the chemical logic underlying the arrangement of computational units in the olfactory bulb has still not been resolved. We undertook a large-scale approach at characterising molecular receptive ranges (MRRs) of glomeruli innervated by the MOR18-2 olfactory receptor in the dorsal olfactory bulb (dOB). Guided by an iterative approach that combined biological screening and machine learning, we selected 214 odorants to characterise the response of MOR18-2 and its neighbouring glomeruli. We discovered several previously unknown odorants activating MOR18-2 glomeruli, and we obtained detailed MRRs of MOR18-2 glomeruli and their neighbours. Physico-chemical MRR descriptions revealed that the spatial layout of glomeruli follows a chemical logic. Our results confirm earlier findings that demonstrate a chemical map underlying glomerular arrangement in the dOB. Moreover, our novel methodology that combines machine learning and physiological measuremens lights the way towards future high-throughput studies to deorphan and characterise structure-activity relationships in olfaction.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted December 07, 2018.
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Computational exploration of molecular receptive fields in the olfactory bulb reveals a glomerulus-centric chemical map
Jan Soelter, Jan Schumacher, Hartwig Spors, Michael Schmuker
bioRxiv 489666; doi: https://doi.org/10.1101/489666
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Computational exploration of molecular receptive fields in the olfactory bulb reveals a glomerulus-centric chemical map
Jan Soelter, Jan Schumacher, Hartwig Spors, Michael Schmuker
bioRxiv 489666; doi: https://doi.org/10.1101/489666

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