SSRTool: A web tool for evaluating RNA secondary structure predictions based on species-specific functional interpretability

RNA secondary structures can carry out essential cellular functions alone or interact with one another to form the hierarchical tertiary structures. Experimental structure identification approa ches can show the in vitro structures of RNA molecules. However, they usually have limits in the resolutio...

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Main Authors: Tzu-Hsien Yang, Yu-Cian Lin, Min Hsia, Zhan-Yi Liao
Format: Article
Language:English
Published: Elsevier 2022-01-01
Series:Computational and Structural Biotechnology Journal
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2001037022001842
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author Tzu-Hsien Yang
Yu-Cian Lin
Min Hsia
Zhan-Yi Liao
author_facet Tzu-Hsien Yang
Yu-Cian Lin
Min Hsia
Zhan-Yi Liao
author_sort Tzu-Hsien Yang
collection DOAJ
description RNA secondary structures can carry out essential cellular functions alone or interact with one another to form the hierarchical tertiary structures. Experimental structure identification approa ches can show the in vitro structures of RNA molecules. However, they usually have limits in the resolution and are costly. In silico structure prediction tools are thus primarily relied on for pre-experiment analysis. Various structure prediction models have been developed over the decades. Since these tools are usually used before knowing the actual RNA structures, evaluating and ranking the pile of secondary structure predictions of a given sequence is essential in computational analysis. In this research, we implemented a web service called SSRTool (RNA Secondary Structure prediction Ranking Tool) to assist in the ranking and evaluation of the generated predicted structures of a given sequence. Based on the computed species-specific interpretability significance in four common RNA structure–function aspects, SSRTool provides three functions along with visualization interfaces: (1) Rank user-generated predictions. (2) Provide an automated streamline of structure prediction and ranking for a given sequence. (3) Infer the functional aspects of a given structure. We demonstrated the applicability of SSRTool via real case studies and reported the similar trends between computed species-specific rankings and the corresponding prediction F1 values. The SSRTool web service is available online at https://cobisHSS0.im.nuk.edu.tw/SSRTool/, http://cosbi3.ee.ncku.edu.tw/SSRTool/, or the redirecting site https://github.com/cobisLab/SSRTool/.
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spelling doaj.art-4414daea991b4876abdcb5c62e2815552022-12-24T04:52:32ZengElsevierComputational and Structural Biotechnology Journal2001-03702022-01-012024732483SSRTool: A web tool for evaluating RNA secondary structure predictions based on species-specific functional interpretabilityTzu-Hsien Yang0Yu-Cian Lin1Min Hsia2Zhan-Yi Liao3Department of Information Management, National University of Kaohsiung, Kaohsiung University Rd, 811 Kaohsiung, Taiwan; Corresponding author.Department of Information Management, National University of Kaohsiung, Kaohsiung University Rd, 811 Kaohsiung, TaiwanDepartment of Information Management, National University of Kaohsiung, Kaohsiung University Rd, 811 Kaohsiung, TaiwanDepartment of Information Management, National University of Kaohsiung, Kaohsiung University Rd, 811 Kaohsiung, TaiwanRNA secondary structures can carry out essential cellular functions alone or interact with one another to form the hierarchical tertiary structures. Experimental structure identification approa ches can show the in vitro structures of RNA molecules. However, they usually have limits in the resolution and are costly. In silico structure prediction tools are thus primarily relied on for pre-experiment analysis. Various structure prediction models have been developed over the decades. Since these tools are usually used before knowing the actual RNA structures, evaluating and ranking the pile of secondary structure predictions of a given sequence is essential in computational analysis. In this research, we implemented a web service called SSRTool (RNA Secondary Structure prediction Ranking Tool) to assist in the ranking and evaluation of the generated predicted structures of a given sequence. Based on the computed species-specific interpretability significance in four common RNA structure–function aspects, SSRTool provides three functions along with visualization interfaces: (1) Rank user-generated predictions. (2) Provide an automated streamline of structure prediction and ranking for a given sequence. (3) Infer the functional aspects of a given structure. We demonstrated the applicability of SSRTool via real case studies and reported the similar trends between computed species-specific rankings and the corresponding prediction F1 values. The SSRTool web service is available online at https://cobisHSS0.im.nuk.edu.tw/SSRTool/, http://cosbi3.ee.ncku.edu.tw/SSRTool/, or the redirecting site https://github.com/cobisLab/SSRTool/.http://www.sciencedirect.com/science/article/pii/S2001037022001842RNA secondary structureRNA structure prediction evaluationRNA functional interpretability
spellingShingle Tzu-Hsien Yang
Yu-Cian Lin
Min Hsia
Zhan-Yi Liao
SSRTool: A web tool for evaluating RNA secondary structure predictions based on species-specific functional interpretability
Computational and Structural Biotechnology Journal
RNA secondary structure
RNA structure prediction evaluation
RNA functional interpretability
title SSRTool: A web tool for evaluating RNA secondary structure predictions based on species-specific functional interpretability
title_full SSRTool: A web tool for evaluating RNA secondary structure predictions based on species-specific functional interpretability
title_fullStr SSRTool: A web tool for evaluating RNA secondary structure predictions based on species-specific functional interpretability
title_full_unstemmed SSRTool: A web tool for evaluating RNA secondary structure predictions based on species-specific functional interpretability
title_short SSRTool: A web tool for evaluating RNA secondary structure predictions based on species-specific functional interpretability
title_sort ssrtool a web tool for evaluating rna secondary structure predictions based on species specific functional interpretability
topic RNA secondary structure
RNA structure prediction evaluation
RNA functional interpretability
url http://www.sciencedirect.com/science/article/pii/S2001037022001842
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AT minhsia ssrtoolawebtoolforevaluatingrnasecondarystructurepredictionsbasedonspeciesspecificfunctionalinterpretability
AT zhanyiliao ssrtoolawebtoolforevaluatingrnasecondarystructurepredictionsbasedonspeciesspecificfunctionalinterpretability