Literature DB >> 30911216

Superheat: An R package for creating beautiful and extendable heatmaps for visualizing complex data.

Rebecca L Barter1, Bin Yu1.   

Abstract

The technological advancements of the modern era have enabled the collection of huge amounts of data in science and beyond. Extracting useful information from such massive datasets is an ongoing challenge as traditional data visualization tools typically do not scale well in high-dimensional settings. An existing visualization technique that is particularly well suited to visualizing large datasets is the heatmap. Although heatmaps are extremely popular in fields such as bioinformatics, they remain a severely underutilized visualization tool in modern data analysis. This paper introduces superheat, a new R package that provides an extremely flexible and customizable platform for visualizing complex datasets. Superheat produces attractive and extendable heatmaps to which the user can add a response variable as a scatterplot, model results as boxplots, correlation information as barplots, and more. The goal of this paper is two-fold: (1) to demonstrate the potential of the heatmap as a core visualization method for a range of data types, and (2) to highlight the customizability and ease of implementation of the superheat R package for creating beautiful and extendable heatmaps. The capabilities and fundamental applicability of the superheat package will be explored via three reproducible case studies, each based on publicly available data sources.

Entities:  

Keywords:  Data Visualization; Exploratory Data Analysis; Heatmap; Multivariate Data

Year:  2018        PMID: 30911216      PMCID: PMC6430237          DOI: 10.1080/10618600.2018.1473780

Source DB:  PubMed          Journal:  J Comput Graph Stat        ISSN: 1061-8600            Impact factor:   2.302


  45 in total

1.  Falling from grace: HPRT is not suitable as an endogenous control for cancer-related studies.

Authors:  Michelle H Townsend; Abigail M Felsted; Zac E Ence; Stephen R Piccolo; Richard A Robison; Kim L O'Neill
Journal:  Mol Cell Oncol       Date:  2019-02-26

2.  Responses of tundra soil microbial communities to half a decade of experimental warming at two critical depths.

Authors:  Eric R Johnston; Janet K Hatt; Zhili He; Liyou Wu; Xue Guo; Yiqi Luo; Edward A G Schuur; James M Tiedje; Jizhong Zhou; Konstantinos T Konstantinidis
Journal:  Proc Natl Acad Sci U S A       Date:  2019-07-08       Impact factor: 11.205

3.  Manganese oxidation and prokaryotic community analysis in a polycaprolactone-packed aerated biofilm reactor operated under seawater conditions.

Authors:  Masataka Aoki; Yukina Miyashita; Toru Miwa; Takahiro Watari; Takashi Yamaguchi; Kazuaki Syutsubo; Kazuyuki Hayashi
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4.  Taxonomically Restricted Genes Are Associated With Responses to Biotic and Abiotic Stresses in Sugarcane (Saccharum spp.).

Authors:  Cláudio Benício Cardoso-Silva; Alexandre Hild Aono; Melina Cristina Mancini; Danilo Augusto Sforça; Carla Cristina da Silva; Luciana Rossini Pinto; Keith L Adams; Anete Pereira de Souza
Journal:  Front Plant Sci       Date:  2022-06-30       Impact factor: 6.627

5.  Genotyping marker density and prediction models effects in long-term breeding schemes of cross-pollinated crops.

Authors:  Júlio César DoVale; Humberto Fanelli Carvalho; Felipe Sabadin; Roberto Fritsche-Neto
Journal:  Theor Appl Genet       Date:  2022-10-20       Impact factor: 5.574

6.  Leaf rolling dynamics for atmospheric moisture harvesting in wheat plant as an adaptation to arid environments.

Authors:  Sabah Merrium; Zulfiqar Ali; Muhammad Hammad Nadeem Tahir; Muhammad Habib-Ur-Rahman; Sadia Hakeem
Journal:  Environ Sci Pollut Res Int       Date:  2022-02-25       Impact factor: 5.190

7.  Pathway-Based Approaches for Assessing Biological Hazards of Complex Mixtures of Contaminants: A Case Study in the Maumee River.

Authors:  G T Ankley; J P Berninger; B R Blackwell; J E Cavallin; T W Collette; D R Ekman; K A Fay; D J Feifarek; K M Jensen; M D Kahl; J D Mosley; S T Poole; E C Randolph; D Rearick; A L Schroeder; J Swintek; D L Villeneuve
Journal:  Environ Toxicol Chem       Date:  2021-02-05       Impact factor: 4.218

8.  Demonstrating trustworthiness when collecting and sharing genomic data: public views across 22 countries.

Authors:  Richard Milne; Katherine I Morley; Mohamed A Almarri; Shamim Anwer; Jerome Atutornu; Elena E Baranova; Paul Bevan; Maria Cerezo; Yali Cong; Alessia Costa; Christine Critchley; Josepine Fernow; Peter Goodhand; Qurratulain Hasan; Aiko Hibino; Gry Houeland; Heidi C Howard; S Zakir Hussain; Charlotta Ingvoldstad Malmgren; Vera L Izhevskaya; Aleksandra Jędrzejak; Cao Jinhong; Megumi Kimura; Erika Kleiderman; Brandi Leach; Keying Liu; Deborah Mascalzoni; Álvaro Mendes; Jusaku Minari; Dianne Nicol; Emilia Niemiec; Christine Patch; Jack Pollard; Barbara Prainsack; Marie Rivière; Lauren Robarts; Jonathan Roberts; Virginia Romano; Haytham A Sheerah; James Smith; Alexandra Soulier; Claire Steed; Vigdis Stefànsdóttir; Cornelia Tandre; Adrian Thorogood; Torsten H Voigt; Nan Wang; Anne V West; Go Yoshizawa; Anna Middleton
Journal:  Genome Med       Date:  2021-05-25       Impact factor: 11.117

9.  Linking a Gene Cluster to Atranorin, a Major Cortical Substance of Lichens, through Genetic Dereplication and Heterologous Expression.

Authors:  Wonyong Kim; Rundong Liu; Sunmin Woo; Kyo Bin Kang; Hyun Park; Young Hyun Yu; Hyung-Ho Ha; Seung-Yoon Oh; Ji Ho Yang; Hangun Kim; Sung-Hwan Yun; Jae-Seoun Hur
Journal:  mBio       Date:  2021-06-22       Impact factor: 7.867

10.  Interferon-α-producing plasmacytoid dendritic cells drive the loss of adipose tissue regulatory T cells during obesity.

Authors:  Chaoran Li; Gang Wang; Pulavendran Sivasami; Ricardo N Ramirez; Yanbo Zhang; Christophe Benoist; Diane Mathis
Journal:  Cell Metab       Date:  2021-07-12       Impact factor: 31.373

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