Visualization for Diagnostic Review of Copy Number Variants in Complex DNA Sequencing Data

被引:0
|
作者
Stahlbom, Emilia [1 ,2 ]
Molin, Jesper [2 ]
Lundstrom, Claes [1 ,2 ,3 ,4 ]
Ynnerman, Anders [1 ]
机构
[1] Linkoping Univ, Div Media & Informat Technol, S-58183 Norrkoping, Sweden
[2] Sectra AB, S-58183 Linkoping, Sweden
[3] Linkoping Univ, Ctr Med Image Sci & Visualizat, S-58183 Norrkoping, Sweden
[4] Linkoping Univ, SciLifeLab, S-58183 Norrkoping, Sweden
关键词
Bioinformatics; Genomics; Data visualization; Sequential analysis; DNA; Task analysis; Reviews; Visualization; genomics; copy number variants; clinical decision support; evaluation;
D O I
10.1109/TVCG.2024.3385118
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Genomics is at the core of precision medicine, and there are high expectations on genomics-enabled improvement of patient outcomes in the years to come. Around the world, initiatives to increase the use of DNA sequencing in clinical routine are being deployed, such as the use of broad panels in the standard care for oncology patients. Such a development comes at the cost of increased demands on throughput in genomic data analysis. In this paper, we use the task of copy number variant (CNV) analysis as a context for exploring visualization concepts for clinical genomics. CNV calls are generated algorithmically, but time-consuming manual intervention is needed to separate relevant findings from irrelevant ones in the resulting large call candidate lists. We present a visualization environment, named Copycat, to support this review task in a clinical scenario. Key components are a scatter-glyph plot replacing the traditional list visualization, and a glyph representation designed for at-a-glance relevance assessments. Moreover, we present results from a formative evaluation of the prototype by domain specialists, from which we elicit insights to guide both prototype improvements and visualization for clinical genomics in general.
引用
收藏
页码:2211 / 2222
页数:12
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