Decision making biases in using sequence logo visualization

Nung Kion Lee, Y. B. Oon
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引用次数: 4

Abstract

Sequence Logo is a visualization method for displaying conservations characteristics of a sequence (DNA, RNA, proteins) motif profile obtained from either wet-lab or computational analysis. Usage of visualization in decision making carries some elements of subjectivity. In addition, people's decisions are often biased in favor of their proposed hypotheses. The objectives of this paper were to examine the biases in using sequence logo as an evaluation metric for transcription factor analysis and identify some critical weaknesses in sequence logo for possible future improvements. Document analysis and subject matter expert interviews method were used for information gathering. We found that sequence logo has been frequently misused to support the results obtained from computational transcription factor analysis. In addition, we suggest that current sequence logo can be improved in several aspects to support various users' needs and minimize elements of subjectivity in decision making.
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使用序列标志可视化的决策偏差
序列标识是一种可视化方法,用于显示从湿实验室或计算分析中获得的序列(DNA, RNA,蛋白质)基序轮廓的保守性特征。可视化在决策中的运用带有一定的主观性。此外,人们的决定往往偏向于他们提出的假设。本文的目的是检验使用序列标记作为转录因子分析评估指标的偏差,并确定序列标记的一些关键弱点,以便将来可能的改进。资料收集采用文献分析法和主题专家访谈法。我们发现序列标记经常被误用来支持计算转录因子分析的结果。此外,我们建议现有的序列标识可以在几个方面进行改进,以支持各种用户需求,并最大限度地减少决策中的主观性因素。
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