Literature DB >> 27225525

Quantifying Variability of Manual Annotation in Cryo-Electron Tomograms.

Corey W Hecksel1, Michele C Darrow2, Wei Dai3, Jesús G Galaz-Montoya3, Jessica A Chin3, Patrick G Mitchell3, Shurui Chen3, Jemba Jakana3, Michael F Schmid2, Wah Chiu1.   

Abstract

Although acknowledged to be variable and subjective, manual annotation of cryo-electron tomography data is commonly used to answer structural questions and to create a "ground truth" for evaluation of automated segmentation algorithms. Validation of such annotation is lacking, but is critical for understanding the reproducibility of manual annotations. Here, we used voxel-based similarity scores for a variety of specimens, ranging in complexity and segmented by several annotators, to quantify the variation among their annotations. In addition, we have identified procedures for merging annotations to reduce variability, thereby increasing the reliability of manual annotation. Based on our analyses, we find that it is necessary to combine multiple manual annotations to increase the confidence level for answering structural questions. We also make recommendations to guide algorithm development for automated annotation of features of interest.

Entities:  

Keywords:  Dice coefficient; annotation; cryo-electron tomography; segmentation; validation

Mesh:

Year:  2016        PMID: 27225525      PMCID: PMC5111626          DOI: 10.1017/S1431927616000799

Source DB:  PubMed          Journal:  Microsc Microanal        ISSN: 1431-9276            Impact factor:   4.127


  36 in total

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Authors:  Antonio Martinez-Sanchez; Inmaculada Garcia; Jose-Jesus Fernandez
Journal:  J Struct Biol       Date:  2011-05-17       Impact factor: 2.867

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9.  Cryoelectron tomography reveals the sequential assembly of bacterial flagella in Borrelia burgdorferi.

Authors:  Xiaowei Zhao; Kai Zhang; Tristan Boquoi; Bo Hu; M A Motaleb; Kelly A Miller; Milinda E James; Nyles W Charon; Michael D Manson; Steven J Norris; Chunhao Li; Jun Liu
Journal:  Proc Natl Acad Sci U S A       Date:  2013-08-12       Impact factor: 11.205

Review 10.  Cryo-electron tomography: the challenge of doing structural biology in situ.

Authors:  Vladan Lučič; Alexander Rigort; Wolfgang Baumeister
Journal:  J Cell Biol       Date:  2013-08-05       Impact factor: 10.539

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  9 in total

1.  Visualizing Individual RuBisCO and Its Assembly into Carboxysomes in Marine Cyanobacteria by Cryo-Electron Tomography.

Authors:  Wei Dai; Muyuan Chen; Christopher Myers; Steven J Ludtke; B Montgomery Pettitt; Jonathan A King; Michael F Schmid; Wah Chiu
Journal:  J Mol Biol       Date:  2018-08-20       Impact factor: 5.469

Review 2.  Cryogenic Super-Resolution Fluorescence and Electron Microscopy Correlated at the Nanoscale.

Authors:  Peter D Dahlberg; W E Moerner
Journal:  Annu Rev Phys Chem       Date:  2021-01-13       Impact factor: 12.703

3.  Convolutional neural networks for automated annotation of cellular cryo-electron tomograms.

Authors:  Muyuan Chen; Wei Dai; Stella Y Sun; Darius Jonasch; Cynthia Y He; Michael F Schmid; Wah Chiu; Steven J Ludtke
Journal:  Nat Methods       Date:  2017-08-28       Impact factor: 28.547

4.  Volume Segmentation and Analysis of Biological Materials Using SuRVoS (Super-region Volume Segmentation) Workbench.

Authors:  Michele C Darrow; Imanol Luengo; Mark Basham; Matthew C Spink; Sarah Irvine; Andrew P French; Alun W Ashton; Elizabeth M H Duke
Journal:  J Vis Exp       Date:  2017-08-23       Impact factor: 1.355

5.  The advent of structural biology in situ by single particle cryo-electron tomography.

Authors:  Jesús G Galaz-Montoya; Steven J Ludtke
Journal:  Biophys Rep       Date:  2017-05-29

6.  SuRVoS: Super-Region Volume Segmentation workbench.

Authors:  Imanol Luengo; Michele C Darrow; Matthew C Spink; Ying Sun; Wei Dai; Cynthia Y He; Wah Chiu; Tony Pridmore; Alun W Ashton; Elizabeth M H Duke; Mark Basham; Andrew P French
Journal:  J Struct Biol       Date:  2017-02-27       Impact factor: 2.867

7.  Cryo-soft X-ray tomography: using soft X-rays to explore the ultrastructure of whole cells.

Authors:  Maria Harkiolaki; Michele C Darrow; Matthew C Spink; Ewelina Kosior; Kyle Dent; Elizabeth Duke
Journal:  Emerg Top Life Sci       Date:  2018-04-20

8.  A massively multi-scale approach to characterizing tissue architecture by synchrotron micro-CT applied to the human placenta.

Authors:  W M Tun; G Poologasundarampillai; H Bischof; G Nye; O N F King; M Basham; Y Tokudome; R M Lewis; E D Johnstone; P Brownbill; M Darrow; I L Chernyavsky
Journal:  J R Soc Interface       Date:  2021-06-02       Impact factor: 4.118

9.  Cryo-electron tomography provides topological insights into mutant huntingtin exon 1 and polyQ aggregates.

Authors:  Sarah H Shahmoradian; Koning Shen; Jesús G Galaz-Montoya; Judith Frydman; Wah Chiu
Journal:  Commun Biol       Date:  2021-07-08
  9 in total

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