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NMRDSP: an accurate prediction of protein shape strings from NMR chemical shifts and sequence data.
Mao, Wusong; Cong, Peisheng; Wang, Zhiheng; Lu, Longjian; Zhu, Zhongliang; Li, Tonghua.
Afiliación
  • Mao W; Department of Chemistry, Tongji University, Shanghai, China.
  • Cong P; Department of Chemistry, Tongji University, Shanghai, China.
  • Wang Z; Department of Chemistry, Tongji University, Shanghai, China.
  • Lu L; Department of Chemistry, Tongji University, Shanghai, China.
  • Zhu Z; Department of Chemistry, Tongji University, Shanghai, China.
  • Li T; Department of Chemistry, Tongji University, Shanghai, China.
PLoS One ; 8(12): e83532, 2013.
Article en En | MEDLINE | ID: mdl-24376713
Shape string is structural sequence and is an extremely important structure representation of protein backbone conformations. Nuclear magnetic resonance chemical shifts give a strong correlation with the local protein structure, and are exploited to predict protein structures in conjunction with computational approaches. Here we demonstrate a novel approach, NMRDSP, which can accurately predict the protein shape string based on nuclear magnetic resonance chemical shifts and structural profiles obtained from sequence data. The NMRDSP uses six chemical shifts (HA, H, N, CA, CB and C) and eight elements of structure profiles as features, a non-redundant set (1,003 entries) as the training set, and a conditional random field as a classification algorithm. For an independent testing set (203 entries), we achieved an accuracy of 75.8% for S8 (the eight states accuracy) and 87.8% for S3 (the three states accuracy). This is higher than only using chemical shifts or sequence data, and confirms that the chemical shift and the structure profile are significant features for shape string prediction and their combination prominently improves the accuracy of the predictor. We have constructed the NMRDSP web server and believe it could be employed to provide a solid platform to predict other protein structures and functions. The NMRDSP web server is freely available at http://cal.tongji.edu.cn/NMRDSP/index.jsp.
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Proteínas / Biología Computacional Tipo de estudio: Prognostic_studies / Risk_factors_studies Idioma: En Revista: PLoS One Asunto de la revista: CIENCIA / MEDICINA Año: 2013 Tipo del documento: Article País de afiliación: China Pais de publicación: Estados Unidos
Texto completo
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Proteínas / Biología Computacional Tipo de estudio: Prognostic_studies / Risk_factors_studies Idioma: En Revista: PLoS One Asunto de la revista: CIENCIA / MEDICINA Año: 2013 Tipo del documento: Article País de afiliación: China Pais de publicación: Estados Unidos