Literature DB >> 30039210

FMST: an Automatic Neuron Tracing Method Based on Fast Marching and Minimum Spanning Tree.

Jian Yang1,2,3, Ming Hao1,2,3, Xiaoyang Liu1,2,3, Zhijiang Wan4,5, Ning Zhong6,7,8,9,10, Hanchuan Peng11.   

Abstract

Neuron reconstruction is an important technique in computational neuroscience. Although there are many reconstruction algorithms, few can generate robust results. In this paper, we propose a reconstruction algorithm called fast marching spanning tree (FMST). FMST is based on a minimum spanning tree method (MST) and improve its performance in two aspects: faster implementation and no loss of small branches. The contributions of the proposed method are as follows. Firstly, the Euclidean distance weight of edges in MST is improved to be a more reasonable value, which is related to the probability of the existence of an edge. Secondly, a strategy of pruning nodes is presented, which is based on the radius of a node's inscribed ball. Thirdly, separate branches of broken neuron reconstructions can be merged into a single tree. FMST and many other state of the art reconstruction methods were implemented on two datasets: 120 Drosophila neurons and 163 neurons with gold standard reconstructions. Qualitative and quantitative analysis on experimental results demonstrates that the performance of FMST is good compared with many existing methods. Especially, on the 91 fruitfly neurons with gold standard and evaluated by five metrics, FMST is one of two methods with best performance among all 27 state of the art reconstruction methods. FMST is a good and practicable neuron reconstruction algorithm, and can be implemented in Vaa3D platform as a neuron tracing plugin.

Entities:  

Keywords:  Fast marching; Minimum spanning tree; Neuron morphology; Neuron reconstruction

Mesh:

Year:  2019        PMID: 30039210     DOI: 10.1007/s12021-018-9392-y

Source DB:  PubMed          Journal:  Neuroinformatics        ISSN: 1539-2791


  24 in total

1.  Automatic contour extraction from 2D neuron images.

Authors:  J J G Leandro; R M Cesar; L da F Costa
Journal:  J Neurosci Methods       Date:  2008-11-12       Impact factor: 2.390

2.  The DIADEM and beyond.

Authors:  Yuan Liu
Journal:  Neuroinformatics       Date:  2011-09

3.  Tubularity flow field--a technique for automatic neuron segmentation.

Authors:  Suvadip Mukherjee; Barry Condron; Scott T Acton
Journal:  IEEE Trans Image Process       Date:  2014-12-04       Impact factor: 10.856

4.  Automatic Morphological Reconstruction of Neurons from Multiphoton and Confocal Microscopy Images Using 3D Tubular Models.

Authors:  Alberto Santamaría-Pang; Paul Hernandez-Herrera; Manos Papadakis; Peter Saggau; Ioannis A Kakadiaris
Journal:  Neuroinformatics       Date:  2015-07

5.  SparseTracer: the Reconstruction of Discontinuous Neuronal Morphology in Noisy Images.

Authors:  Shiwei Li; Hang Zhou; Tingwei Quan; Jing Li; Yuxin Li; Anan Li; Qingming Luo; Hui Gong; Shaoqun Zeng
Journal:  Neuroinformatics       Date:  2017-04

Review 6.  Automated Neuron Tracing Methods: An Updated Account.

Authors:  Ludovica Acciai; Paolo Soda; Giulio Iannello
Journal:  Neuroinformatics       Date:  2016-10

Review 7.  Automated reconstruction of neuronal morphology: an overview.

Authors:  Duncan E Donohue; Giorgio A Ascoli
Journal:  Brain Res Rev       Date:  2010-11-27

Review 8.  Neuronal morphology goes digital: a research hub for cellular and system neuroscience.

Authors:  Ruchi Parekh; Giorgio A Ascoli
Journal:  Neuron       Date:  2013-03-20       Impact factor: 17.173

9.  Automatic reconstruction of 3D neuron structures using a graph-augmented deformable model.

Authors:  Hanchuan Peng; Zongcai Ruan; Deniz Atasoy; Scott Sternson
Journal:  Bioinformatics       Date:  2010-06-15       Impact factor: 6.937

10.  SmartTracing: self-learning-based Neuron reconstruction.

Authors:  Hanbo Chen; Hang Xiao; Tianming Liu; Hanchuan Peng
Journal:  Brain Inform       Date:  2015-08-19
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  8 in total

1.  Brain-Wide Shape Reconstruction of a Traced Neuron Using the Convex Image Segmentation Method.

Authors:  Shiwei Li; Tingwei Quan; Hang Zhou; Qing Huang; Tao Guan; Yijun Chen; Cheng Xu; Hongtao Kang; Anan Li; Ling Fu; Qingming Luo; Hui Gong; Shaoqun Zeng
Journal:  Neuroinformatics       Date:  2020-04

Review 2.  Smart imaging to empower brain-wide neuroscience at single-cell levels.

Authors:  Shuxia Guo; Jie Xue; Jian Liu; Xiangqiao Ye; Yichen Guo; Di Liu; Xuan Zhao; Feng Xiong; Xiaofeng Han; Hanchuan Peng
Journal:  Brain Inform       Date:  2022-05-11

3.  Hidden Markov modeling for maximum probability neuron reconstruction.

Authors:  Thomas L Athey; Daniel J Tward; Ulrich Mueller; Joshua T Vogelstein; Michael I Miller
Journal:  Commun Biol       Date:  2022-04-25

4.  Extrafollicular B cell responses correlate with neutralizing antibodies and morbidity in COVID-19.

Authors:  Matthew C Woodruff; Richard P Ramonell; Doan C Nguyen; Kevin S Cashman; Ankur Singh Saini; Natalie S Haddad; Ariel M Ley; Shuya Kyu; J Christina Howell; Tugba Ozturk; Saeyun Lee; Naveenchandra Suryadevara; James Brett Case; Regina Bugrovsky; Weirong Chen; Jacob Estrada; Andrea Morrison-Porter; Andrew Derrico; Fabliha A Anam; Monika Sharma; Henry M Wu; Sang N Le; Scott A Jenks; Christopher M Tipton; Bashar Staitieh; John L Daiss; Eliver Ghosn; Michael S Diamond; Robert H Carnahan; James E Crowe; William T Hu; F Eun-Hyung Lee; Ignacio Sanz
Journal:  Nat Immunol       Date:  2020-10-07       Impact factor: 25.606

Review 5.  The diversity of GABAergic neurons and neural communication elements.

Authors:  Z Josh Huang; Anirban Paul
Journal:  Nat Rev Neurosci       Date:  2019-06-20       Impact factor: 34.870

6.  Optimization of Traced Neuron Skeleton Using Lasso-Based Model.

Authors:  Shiwei Li; Tingwei Quan; Cheng Xu; Qing Huang; Hongtao Kang; Yijun Chen; Anan Li; Ling Fu; Qingming Luo; Hui Gong; Shaoqun Zeng
Journal:  Front Neuroanat       Date:  2019-02-21       Impact factor: 3.856

7.  Neuron tracing and quantitative analyses of dendritic architecture reveal symmetrical three-way-junctions and phenotypes of git-1 in C. elegans.

Authors:  Omer Yuval; Yael Iosilevskii; Anna Meledin; Benjamin Podbilewicz; Tom Shemesh
Journal:  PLoS Comput Biol       Date:  2021-07-19       Impact factor: 4.475

8.  Improving the Usability of Virtual Reality Neuron Tracing with Topological Elements.

Authors:  Torin McDonald; Will Usher; Nate Morrical; Attila Gyulassy; Steve Petruzza; Frederick Federer; Alessandra Angelucci; Valerio Pascucci
Journal:  IEEE Trans Vis Comput Graph       Date:  2021-01-28       Impact factor: 4.579

  8 in total

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