Motivation: Alignment of RNA has a wide range of applications, for example in phylogeny inference, consensus structure prediction and homology searches. Yet aligning structural or non-coding RNAs (ncRNAs) correctly is notoriously difficult as these RNA sequences may evolve by compensatory mutations, which maintain base pairing but destroy sequence homology. Ideally, alignment programs would take RNA structure into account. The Sankoff algorithm for the simultaneous solution of RNA structure prediction and RNA sequence alignment was proposed 20 years ago but suffers from its exponential complexity. A number of programs implement lightweight versions of the Sankoff algorithm by restricting its application to a limited type of structure and/or only pairwise alignment. Thus, despite recent advances, the proper alignment of multiple structural RNA sequences remains a problem. Results: Here we present StrAl, a heuristic method for alignment of ncRNA that reduces sequence-structure alignment to a two-dimensional problem similar to standard multiple sequence alignment. The scoring function takes into account sequence similarity as well as up- and downstream pairing probability. To test the robustness of the algorithm and the performance of the program, we scored alignments produced by StrAl against a large set of published reference alignments. The quality of alignments predicted by StrAl is far better than that obtained by standard sequence alignment programs, especially when sequence homologies drop below similar to 65%; nevertheless StrAl's runtime is comparable to that of ClustalW.
机构:
CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
University of Chinese Academy of SciencesCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
Yuhui Zhao
Wanfei Liu
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CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
Joint Center for Genomics Research (JCGR), King Abdulaziz City for Science and Technology and Chinese Academy of SciencesCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
Wanfei Liu
Jingyao Zeng
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CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
University of Chinese Academy of SciencesCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
Jingyao Zeng
Shoucheng Liu
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机构:
CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
University of Chinese Academy of SciencesCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
Shoucheng Liu
Xinyu Tan
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CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of SciencesCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
Xinyu Tan
Hasanawad Aljohi
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Joint Center for Genomics Research (JCGR), King Abdulaziz City for Science and Technology and Chinese Academy of SciencesCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
Hasanawad Aljohi
Songnian Hu
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机构:
CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of SciencesCAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences
机构:
Chinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Zhao, Yuhui
Liu, Wanfei
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Chinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
King Abdulaziz City Sci & Technol, Joint Ctr Genom Res, Riyadh 11442, Saudi Arabia
Chinese Acad Sci, Riyadh 11442, Saudi ArabiaChinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Liu, Wanfei
Zeng, Jingyao
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Chinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Zeng, Jingyao
Liu, Shoucheng
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Chinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Liu, Shoucheng
Tan, Xinyu
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Chinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R ChinaChinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Tan, Xinyu
Aljohi, Hasanawad
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机构:
King Abdulaziz City Sci & Technol, Joint Ctr Genom Res, Riyadh 11442, Saudi Arabia
Chinese Acad Sci, Riyadh 11442, Saudi ArabiaChinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
Aljohi, Hasanawad
Hu, Songnian
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机构:
Chinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R ChinaChinese Acad Sci, Beijing Inst Genom, CAS Key Lab Genome Sci & Informat, Beijing 100101, Peoples R China
机构:
Seoul Natl Univ, Interdisciplinary Program Bioinformat, Seoul 08826, South KoreaSeoul Natl Univ, Interdisciplinary Program Bioinformat, Seoul 08826, South Korea
Baek, Junghwan
Lee, Byunghan
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Seoul Natl Univ, Elect & Comp Engn, Seoul 08826, South KoreaSeoul Natl Univ, Interdisciplinary Program Bioinformat, Seoul 08826, South Korea
Lee, Byunghan
Kwon, Sunyoung
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Seoul Natl Univ, Elect & Comp Engn, Seoul 08826, South KoreaSeoul Natl Univ, Interdisciplinary Program Bioinformat, Seoul 08826, South Korea
Kwon, Sunyoung
Yoon, Sungroh
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Seoul Natl Univ, Interdisciplinary Program Bioinformat, Seoul 08826, South Korea
Seoul Natl Univ, Elect & Comp Engn, Seoul 08826, South KoreaSeoul Natl Univ, Interdisciplinary Program Bioinformat, Seoul 08826, South Korea
机构:
Univ Michigan, Dept Chem, Single Mol Anal Grp, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr RNA Biomed, Dept Chem, Ann Arbor, MI 48109 USAUniv Michigan, Dept Chem, Single Mol Anal Grp, Ann Arbor, MI 48109 USA
Chauvier, Adrien
Walter, Nils G.
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机构:
Univ Michigan, Dept Chem, Single Mol Anal Grp, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr RNA Biomed, Dept Chem, Ann Arbor, MI 48109 USAUniv Michigan, Dept Chem, Single Mol Anal Grp, Ann Arbor, MI 48109 USA