{"id":50324,"date":"2019-05-08T10:12:47","date_gmt":"2019-05-08T08:12:47","guid":{"rendered":"http:\/\/blogs.embl.org\/events\/?p=536"},"modified":"2022-08-01T13:26:19","modified_gmt":"2022-08-01T12:26:19","slug":"highlights-from-the-2019-visualizing-biological-data-vizbi-workshop","status":"publish","type":"post","link":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/2019\/05\/highlights-from-the-2019-visualizing-biological-data-vizbi-workshop\/","title":{"rendered":"Highlights from the 2019 Visualizing Biological Data (VIZBI) Workshop"},"content":{"rendered":"\n<p><em>Meeting report by EMBL event reporter <a href=\"https:\/\/twitter.com\/neuro_dagmara\" target=\"_blank\" rel=\"noopener\">Dagmara Kaczynska<\/a><\/em><\/p>\n\n\n\n<p>In March I had the amazing opportunity to take part at the <a href=\"https:\/\/vizbi.org\/2019\/Program\/\" target=\"_blank\" rel=\"noopener\">10<sup>th<\/sup> Visualizing Biological Data (VIZBI) workshop<\/a> as an EMBL event reporter. This year VIZBI lasted for 3 days and included various sessions: DNA, RNA, Proteins, Cellular Systems, Tissues &amp; Organisms as well as Populations &amp; Ecosystems. As it was my first VIZBI conference I had wondered how it is possible that one workshop contains such a diversity of topics. Who is the audience? Who are the speakers? Even if you missed the VIZBI workshop this year, let\u2019s relive it together.<\/p>\n\n\n\n<p><strong>What is VIZBI?<\/strong><\/p>\n\n\n\n<p>To start uncovering VIZBI let\u2019s first visit the <a href=\"https:\/\/vizbi.org\/\" target=\"_blank\" rel=\"noopener\">website<\/a>. It shows that VIZBI focuses mostly on <em>how<\/em> data is represented, not only <em>what<\/em> it presents. What\u2019s more, we learn that the audience consists of a variety of crafts such as scientists, medical illustrators, graphic designers, artists and computer scientists. This multidisciplinarity is also visible in the program of the conference. Although most of the speakers are researchers, we can also expect talks from statisticians, computer scientists, animators and data visualization experts. This collaborative approach of VIZBI makes it possible to find common patterns and guidelines to make a good visualization of biological data. Most importantly, participants of the VIZBI conference believe that good visualization is the key to scientific communication.<\/p>\n\n\n\n<p><strong>While thinking about a visualization, think about data first<\/strong><\/p>\n\n\n\n<p>To begin with, let\u2019s slice and dice the \u2018biological data visualization\u2019 concept by asking &#8211; what is visualization? As the first keynote speaker, <a href=\"http:\/\/had.co.nz\/\" target=\"_blank\" rel=\"noopener\">Hadley Wickham<\/a>, pointed out most of us has a very different perception on what it actually means.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture1.png\" alt=\"\" class=\"wp-image-537\"\/><\/figure>\n\n\n\n<p>As the workshop touched upon topics varying from DNA to ecosystems there are also many ways to visualize them. Regardless of the field of study, Hadley Wickham recommended to \u2018firstly, think about the data\u2019. The main goal is to decide on a message and a story behind the findings. After answering these fundamental questions one can start looking for the best means to visualize them.<\/p>\n\n\n\n<p><strong>Biological data is complex<\/strong><\/p>\n\n\n\n<p>Following his recommendation, let\u2019s take a look at data presented during the conference. It was not surprising to learn that biological data is, quite simply, complex &#8211; regardless of whether one studies genomes, proteins or tissues. <a href=\"http:\/\/www.med.uio.no\/imb\/english\/people\/aca\/philc\/index.html\" target=\"_blank\" rel=\"noopener\">Philippe Collas<\/a> discussed the complexity of a genome, composed of various elements, that forms different structures.&nbsp; He made a point by saying that \u2018three dimensions (3D) matters\u2019 and an image is just a representation of a real case scenario.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture2.png\" alt=\"\" class=\"wp-image-538\"\/><\/figure>\n\n\n\n<p><strong>Life happens in 3D so images cause danger of misinterpretation<\/strong><\/p>\n\n\n\n<p>Almost all the speakers mentioned that life happens in 3D, which causes many struggles in the visualization and interpretation of data. When <a href=\"https:\/\/www.crick.ac.uk\/research\/science-technology-platforms\/electron-microscopy\/\" target=\"_blank\" rel=\"noopener\">Lucy Collinson<\/a> introduced electron microscopy data she emphasized that 2D views (such as images) of 3D scenes (such as proteins) can be misinterpreted.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture3.png\" alt=\"\" class=\"wp-image-539\"\/><\/figure>\n\n\n\n<p>However, this problem concerns all biological fields. For example, <a href=\"http:\/\/www.med.uio.no\/imb\/english\/people\/aca\/philc\/index.html\" target=\"_blank\" rel=\"noopener\">Philippe Collas<\/a> and <a href=\"https:\/\/www.ebi.ac.uk\/about\/people\/andy-yates\" target=\"_blank\" rel=\"noopener\">Andy Yates<\/a> discussed the complexity of a genome. <a href=\"https:\/\/www.garvan.org.au\/people\/suscla\" target=\"_blank\" rel=\"noopener\">Susan Clark<\/a> presented how the 3D organization of epigenome is disrupted in cancer.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture4.png\" alt=\"\" class=\"wp-image-540\"\/><\/figure>\n\n\n\n<p>Moreover, <a href=\"http:\/\/www.baaden.ibpc.fr\/\" target=\"_blank\" rel=\"noopener\">Marc Baaden<\/a> tackled the difficulties of recapitulating dynamics in a static image. In contrast, <a href=\"https:\/\/twitter.com\/loicaroyer\" target=\"_blank\" rel=\"noopener\">Lo\u00efc Royer<\/a> showed 4D videos of morphogenesis and challenges with microscopes such as focus or stabilization of images as well as the importance of digital image processing.<\/p>\n\n\n\n<p><strong>Data and visualizations need to be cleaned and structured<\/strong><\/p>\n\n\n\n<p>In order to form the main message of a discovery, one needs to understand the complexity of data. Many speakers advised to clean and structure data as a first step of analysis. Here, <a href=\"https:\/\/truth-and-beauty.net\/\" target=\"_blank\" rel=\"noopener\">Moritz Stefaner<\/a> showed the image from Ursus Wehrli \u2018The Art of Clean Up\u2019 to represent the art of tidying up.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture5.png\" alt=\"\" class=\"wp-image-541\"\/><\/figure>\n\n\n\n<p>What\u2019s more, structuring your visualization will help an audience understand the concept better. <a href=\"http:\/\/had.co.nz\/\" target=\"_blank\" rel=\"noopener\">Hadley Wickham<\/a> believes that orthogonal components make it easier to compare and remember (in this case using purr library in R).<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture6.png\" alt=\"\" class=\"wp-image-542\"\/><\/figure>\n\n\n\n<p><strong>Data analysis needs to be well documented (preferably in a form of code)<\/strong><\/p>\n\n\n\n<p>It is obvious that the analysis of biological data is not trivial.&nbsp; What\u2019s more, one set of data may lead to many different observations. Most of the speakers drew attention to the importance of documenting data and pipelines of analysis. Many advised to use codes. \u2018A code is readable, reproducible text\u2019 as Hadley Wickham presented. Most scientists, especially those from RNA and DNA fields such <a href=\"https:\/\/scholar.google.co.uk\/citations?user=c28GqkIAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noopener\">Charlotte Soneson<\/a>, <a href=\"https:\/\/www.mdc-berlin.de\/meyer\" target=\"_blank\" rel=\"noopener\">Irmtraud Meyer<\/a> and <a href=\"https:\/\/www.embl.de\/research\/units\/genome_biology\/huber\/\" target=\"_blank\" rel=\"noopener\">Wolfgang Huber<\/a>, shared the same opinion.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture7.png\" alt=\"\" class=\"wp-image-543\"\/><\/figure>\n\n\n\n<p><strong>Data needs story for visualization<\/strong><\/p>\n\n\n\n<p>Now, when data is cleaned and tackled it is time to decide on the message and a story. Then, one can investigate possible ways of visualizing the findings. How can one find the best way to visualize data? Probably the most common advice was by trial and error, learning what others do, using design concepts, consulting with others. However, if you really have a clear purpose it will be much easier. <a href=\"https:\/\/truth-and-beauty.net\/\" target=\"_blank\" rel=\"noopener\">Moritz Stefaner<\/a> also believes that scientists have too much trust in the defaults. For example, he showed that rainbow gradient is not necessarily the best one!<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture8.png\" alt=\"\" class=\"wp-image-544\"\/><\/figure>\n\n\n\n<p><strong>Data analysis and visualization need iterations<\/strong><\/p>\n\n\n\n<p>According to Moritz Stefaner, Lo\u00efc Royer and Hadley Wickham, iterations are the key for a good data analysis and visualization. Prototyping and modifying should be a habit of all scientists. Only by iterating can we create something of great value and importance. One needs to \u2018create a bunch of bad visualizations that need to be iterated as long as you find the best solution\u2019 Hadley Wickham summarized.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture9.png\" alt=\"\" class=\"wp-image-545\"\/><\/figure>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture10.png\" alt=\"\" class=\"wp-image-546\"\/><\/figure>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img decoding=\"async\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture11.png\" alt=\"\" class=\"wp-image-547\"\/><\/figure>\n\n\n\n<p><strong>Illustrations and animations capture the complexity of data<\/strong><\/p>\n\n\n\n<p>As mentioned above, the VIZBI society cares and makes an effort to prepare good visualizations. They believe that visualization is the key to every communication &#8211; illustrations and animations make a concept easier to understand. A recipient is able to grasp a research idea much faster. <a href=\"https:\/\/biochem.web.utah.edu\/iwasa\/\" target=\"_blank\" rel=\"noopener\">Janet Iwasa<\/a> also showed that animation enables showing the complexity of biological data as they are in 3D. It can make a hypothesis more accurate and discoveries much clearer. She compared a model figure with a snapshot of her animation to illustrate the difference in perception.&nbsp; What\u2019s more, to make an animation one needs to fully understand a concept to illustrate it, which makes a finding more precise.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"333\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture12.png\" alt=\"\" class=\"wp-image-548\" srcset=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture12.png 650w, https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture12-300x154.png 300w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/figure>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"647\" height=\"487\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture13.png\" alt=\"\" class=\"wp-image-549\" srcset=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture13.png 647w, https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture13-300x226.png 300w\" sizes=\"auto, (max-width: 647px) 100vw, 647px\" \/><\/figure>\n\n\n\n<p><strong>Conclusions<\/strong><\/p>\n\n\n\n<p>To conclude, although at first sight it seems that all VIZBI session are very diverse, in fact they have a lot in common. All present ways to visualize biological findings based on data. Having said that, the data and visualization techniques are very versatile, but there is a common pipeline. To make data clear to everyone the clue is to find the best way to visualize it by iterating and modifying different solutions. In order to find the best means we need to focus on a main message and story. To create a story we need to fully understand the data by cleaning, structuring and analyzing. Keeping a good documentation in the form of codes, storyboards and notes make findings transparent and reproducible to others. Communication is key in the progress of science, and scientists can improve their visualization methods and skills. VIZBI participants believe that it is worth putting in a lot of effort to make data more understandable and memorable.<\/p>\n\n\n\n<p>Remember to have fun and use your creativity! I definitely had a lot of fun as an event reporter at the 2019 VIZBI workshop, and will incorporate all these lessons in my daily research.<\/p>\n\n\n\n<figure class=\"vf-figure wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"481\" class=\"vf-figure__image\" src=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture14.png\" alt=\"\" class=\"wp-image-550\" srcset=\"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture14.png 650w, https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-content\/uploads\/Picture14-300x222.png 300w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/figure>\n\n\n\n<p>If you have any questions or would like to discuss biological data visualization, please write me a <a href=\"https:\/\/twitter.com\/neuro_dagmara\" target=\"_blank\" rel=\"noopener\">message<\/a>.<\/p>\n\n\n\n<p><em>All the images were taken during the conference using private phone. All the images are set to presenter\u2019s names. There are no images of slides that presenters asked not to tweet about.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Meeting report by EMBL event reporter Dagmara Kaczynska In March I had the amazing opportunity to take part at the 10th Visualizing Biological Data (VIZBI) workshop as an EMBL event reporter. This year VIZBI lasted for 3 days and included various sessions: DNA, RNA, Proteins, Cellular Systems,&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[7644,8608,7640],"tags":[7684,7850,7852],"embl_taxonomy":[],"class_list":["post-50324","post","type-post","status-publish","format-standard","hentry","category-behind-the-scenes","category-event-report","category-news-views","tag-event-reporter","tag-visualizing-biological-data","tag-vizbi"],"acf":[],"embl_taxonomy_terms":[],"featured_image_src":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-includes\/images\/media\/default.svg","_links":{"self":[{"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/posts\/50324","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/comments?post=50324"}],"version-history":[{"count":1,"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/posts\/50324\/revisions"}],"predecessor-version":[{"id":51880,"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/posts\/50324\/revisions\/51880"}],"wp:attachment":[{"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/media?parent=50324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/categories?post=50324"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/tags?post=50324"},{"taxonomy":"embl_taxonomy","embeddable":true,"href":"https:\/\/www.embl.org\/about\/info\/course-and-conference-office\/wp-json\/wp\/v2\/embl_taxonomy?post=50324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}