The creation of effective visualizations is a fundamental component of data analysis. In biomedical research, new challenges are emerging to visualize multi-dimensional data in a 2D space, but current data visualization tools have limited capabilities. To address this problem, we leverage Gestalt principles to improve the design and interpretability of multi-dimensional data in 2D data visualizations, layering aesthetics to display multiple variables. The proposed visualization can be applied to spatially-resolved transcriptomics data, but also broadly to data visualized in 2D space, such as embedding visualizations. We provide an open source R package escheR, which is built off of the state-of-the-art ggplot2 visualization framework and can be seamlessly integrated into genomics toolboxes and workflows.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10055209PMC
http://dx.doi.org/10.1101/2023.03.18.533302DOI Listing

Publication Analysis

Top Keywords

gestalt principles
8
multi-dimensional data
8
data
7
escher unified
4
unified multi-dimensional
4
visualizations
4
multi-dimensional visualizations
4
visualizations gestalt
4
principles creation
4
creation effective
4

Similar Publications

Sensory systems are permanently bombarded with complex stimuli. Cognitive processing of such complex stimuli may be facilitated by accentuation of important elements. In the case of music listening, alteration of some surface features -such as volume and duration- may facilitate the cognitive processing of otherwise high-level information, such as melody and harmony.

View Article and Find Full Text PDF

Background: With the extensive volume of information from various and diverse data sources, it is essential to present information in a way that allows for quick understanding and interpretation. This is particularly crucial in health care, where timely insights into a patient's condition can be lifesaving. Holistic visualizations that integrate multiple data variables into a single visual representation can enhance rapid situational awareness and support informed decision-making.

View Article and Find Full Text PDF

The purpose of this study is to examine therapeutic responsiveness across three different therapeutic models. The construct of responsiveness consists of two conceptual features: optimal responsiveness, which involves adapting therapist behavior to the unique therapeutic relationship, and appropriate responsiveness, a more refined concept. While aligned with interpersonal principles, the responsiveness construct challenges prevailing statistical methods by emphasizing the therapist's adaptive responses.

View Article and Find Full Text PDF

Accentuation has been proposed as a general principle of perceptual organization. Here, we have developed a neurodynamic architecture to explain how accentuation affects boundary segmentation and shape perception. The model consists of bottom-up and top-down pathways.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!