2014
DOI: 10.1101/006346
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NBLAST: Rapid, sensitive comparison of neuronal structure and construction of neuron family databases

Abstract: Neural circuit mapping is generating datasets of 10,000s of labeled neurons. New computational tools are needed to search and organize these data. We present NBLAST, a sensitive and rapid algorithm, for measuring pairwise neuronal similarity. NBLAST considers both position and local geometry, decomposing neurons into short segments; matched segments are scored using a probabilistic scoring matrix defined by statistics of matches and non-matches.We validated NBLAST on a published dataset of 16,129 single Drosop… Show more

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Cited by 85 publications
(185 citation statements)
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References 55 publications
(94 reference statements)
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“…This effort uses serial-section electron microscopy combined with cell-type specific genetic tools to map synaptic connections between morphologically identifiable cell types [204, 205]. Cell types identified morphologically can then be matched with driver lines using new bioinformatic tools [206]. This effort to map synaptic connections using large-scale electron microscopy has focused on the brain thus far, but it is currently being extended to the VNC as well.…”
Section: The Role Of Drosophila In the Study Of Mechanosensory Procesmentioning
confidence: 99%
“…This effort uses serial-section electron microscopy combined with cell-type specific genetic tools to map synaptic connections between morphologically identifiable cell types [204, 205]. Cell types identified morphologically can then be matched with driver lines using new bioinformatic tools [206]. This effort to map synaptic connections using large-scale electron microscopy has focused on the brain thus far, but it is currently being extended to the VNC as well.…”
Section: The Role Of Drosophila In the Study Of Mechanosensory Procesmentioning
confidence: 99%
“…All annotated synapses in this wiring diagram fulfill the four following criteria of mature synapses In this study we validate the reconstructions as previously described 11;55 , a method successfully employed in multiple studies 11;55-60 . Briefly, in Drosophila, as in other insects, the gross morphology of many neurons is stereotyped and individual neurons are uniquely identifiable based on morphology [61][62][63] . Furthermore, the nervous system in insects is largely bilaterally symmetric and homologous neurons are reproducibly found on the left and the right side of the animal.…”
Section: Circuit Mapping and Electron Microscopymentioning
confidence: 99%
“…9, Supplementary Table 1, and Supplementary Data 1 and 2 ), PACT and PARS provide a means for efficiently acquiring information on the spatial position of neurons within large tissue volumes at high resolution. For this information to be applied to mapping the connectome 59 , however, these gigabytes or even terabytes of raw image data (e.g., for a whole mouse brain at 25× magnification) must be converted into a complex network of neuron projection pathways and neural contacts, a feat that poses substantial demands on both storage hardware and image analysis software. Many available software tools and image file formats were not designed with tera-scale data sets in mind and assume that entire image volumes fit in computer RAM.…”
Section: Introductionmentioning
confidence: 99%