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Estimation of model accuracy in CASP13

Cheng, Jianlin (author)
Univ Missouri, MO USA
Choe, Myong‐Ho (author)
Univ Sci, North Korea
Elofsson, Arne (author)
Stockholms universitet,Institutionen för biokemi och biofysik,Science for Life Laboratory (SciLifeLab),Stockholm Univ, Sweden
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Han, Kun-Sop (author)
Univ Sci, North Korea
Hou, Jie (author)
Univ Missouri, MO USA
Maghrabi, Ali H. A. (author)
Univ Reading, England
McGuffin, Liam J. (author)
Univ Reading, England
Menéndez-Hurtado, David (author)
Stockholms universitet,Institutionen för biokemi och biofysik,Science for Life Laboratory (SciLifeLab),Stockholm Univ, Sweden
Olechnovič, Kliment (author)
Vilnius Univ, Lithuania
Schwede, Torsten (author)
Univ Basel, Switzerland
Studer, Gabriel (author)
Univ Basel, Switzerland; Univ Basel, Switzerland
Uziela, Karolis (author)
Stockholms universitet,Institutionen för biokemi och biofysik,Science for Life Laboratory (SciLifeLab),Stockholm Univ, Sweden
Venclovas, Česlovas (author)
Vilnius Univ, Lithuania
Wallner, Björn (author)
Linköpings universitet,Bioinformatik,Tekniska fakulteten
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 (creator_code:org_t)
2019-07-16
2019
English.
In: Proteins. - : Wiley. - 0887-3585 .- 1097-0134. ; 87:12, s. 1361-1377
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • Methods to reliably estimate the accuracy of 3D models of proteins are both a fundamental part of most protein folding pipelines and important for reliable identification of the best models when multiple pipelines are used. Here, we describe the progress made from CASP12 to CASP13 in the field of estimation of model accuracy (EMA) as seen from the progress of the most successful methods in CASP13. We show small but clear progress, that is, several methods perform better than the best methods from CASP12 when tested on CASP13 EMA targets. Some progress is driven by applying deep learning and residue‐residue contacts to model accuracy prediction. We show that the best EMA methods select better models than the best servers in CASP13, but that there exists a great potential to improve this further. Also, according to the evaluation criteria based on local similarities, such as lDDT and CAD, it is now clear that single model accuracy methods perform relatively better than consensus‐based methods.

Subject headings

NATURVETENSKAP  -- Biologi -- Bioinformatik och systembiologi (hsv//swe)
NATURAL SCIENCES  -- Biological Sciences -- Bioinformatics and Systems Biology (hsv//eng)
NATURVETENSKAP  -- Data- och informationsvetenskap -- Bioinformatik (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Bioinformatics (hsv//eng)

Keyword

Biochemistry towards Bioinformatics
biokemi med inriktning mot bioinformatik

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