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BioVis Visualization in Biology

BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

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Page 1: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

BioVisVisualization in Biology

Page 2: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

What is BioVis

Biological Data Visualization helps researchers in life sciences to gain insight from their data by extracting different features out of their data as well as helping them asking the right questions and guide them to the right conclusions.

Page 3: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

BioVis Fields

Microscopy Next generation Sequencing

Page 4: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Visualization and Data Analysis in Molekular Biology

● Data Analysis in Next Generation Sequencing● Usability of existing tools● Workflow optimization and customizability● Usable Image Segmentation and Classification● Visualization of statistical features in cell cultures

Page 5: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Existing tools

● Complicated to use● Specialized for own needs● No maintenance● Ressource hungry and high runtime● No documentation --> Provenance Problem

Page 6: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Testing for viable technologies

● Database Approache● Python vs. Rust● Usability Focus● Testing existing tools

Why don’t you use “better” tools?

Page 7: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard
Page 8: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard
Page 9: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard
Page 10: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Lessons learned?

Page 11: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Why does Visualization in Molecular Biology matter?

Page 12: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

“It doesn’t”

Page 13: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Lessons Learned

•Tools are not maintained or stable•Bioinformaticians is not a Standard•Misunderstanding of what Visualization is•Developing with Usability in Mind•Containers to avoid environment issues•Not only “one purpose” tools

Page 14: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

•Data Provenance Problem in molecular biology “All downstream analysis was performed using custom R (v3.3.2) and bash scripts” – Nature 2018

Page 15: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

BioOptics

● Image Segmentation for Cells/Nuclei● Cell Tracking● Classification and finding Regions of Interest● Find interactive Visualizations for Statistical Features in

Cells

Page 16: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Ilastik

Page 17: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard
Page 18: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Cellcognition Explorer

Page 19: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Visual Data Exploration in BioVisResearchers often don't know how to quantify or measure findings

Page 20: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard

Outlook: Automated Microscopy

● Let the microscope do all the work● Only help it in defining Regions of Interest● Provide Visualizations for the statistical Features of Cells

Page 21: BioVis - vda.univie.ac.atvda.univie.ac.at/Teaching/Vis/19w/LectureNotes/BioVisPart1.pdf · Lessons Learned •Tools are not maintained or stable •Bioinformaticians is not a Standard