Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Feature-Centric Visual Exploration of Genome In...
Search
Fritz Lekschas
July 09, 2018
Science
0
3.3k
Feature-Centric Visual Exploration of Genome Interaction Maps
Venue: ISMB 2018 in Chicago
Session: BioVis
Fritz Lekschas
July 09, 2018
Tweet
Share
More Decks by Fritz Lekschas
See All by Fritz Lekschas
Effective and Comparative Methods for Single-Cell Embedding Visualizations
flekschas
0
19
The Insight's in the Details: Challenges and Opportunities for BioVis Software Tools
flekschas
0
29
Interactive Exploration of Large-Scale Datasets with Jupyter-Scatter
flekschas
0
69
Self-Intro
flekschas
0
56
A Generic Framework and Library for Exploration of Small Multiples through Interactive Piling
flekschas
0
78
Interactive Visual Pattern Search in Epigenomic Data with Peax: NIH ENCODE presentation
flekschas
0
4.4k
JavaScript Web Application Frameworks
flekschas
0
270
Pattern-Driven Navigation in 2D Multiscale Visualizations with Scalable Insets
flekschas
0
2.6k
To a Billion & Beyond: How to Visually Explore, Compare & Share Large Quantitative Datasets with HiGlass
flekschas
0
220
Other Decks in Science
See All in Science
【健康&筋肉と生産性向上の関連性】 【Google Cloudを企業で運用する際の知識】 をお届け
yasumuusan
0
450
いまAI組織が求める企画開発エンジニアとは?
roadroller
2
1.4k
Design of three-dimensional binary manipulators for pick-and-place task avoiding obstacles (IECON2024)
konakalab
0
130
第61回コンピュータビジョン勉強会「BioCLIP: A Vision Foundation Model for the Tree of Life」
x_ttyszk
1
1.6k
[第62回 CV勉強会@関東] Long-CLIP: Unlocking the Long-Text Capability of CLIP / kantoCV 62th ECCV 2024
lychee1223
1
830
多次元展開法を用いた 多値バイクラスタリング モデルの提案
kosugitti
0
230
局所保存性・相似変換対称性を満たす機械学習モデルによる数値流体力学
yellowshippo
1
160
眼科AIコンテスト2024_特別賞_6位Solution
pon0matsu
0
270
Online Feedback Optimization
floriandoerfler
0
890
Coqで選択公理を形式化してみた
soukouki
0
280
最適化超入門
tkm2261
14
3.4k
マテリアルズ・インフォマティクスの先端で起きていること / What's Happening at the Cutting Edge of Materials Informatics
snhryt
1
180
Featured
See All Featured
GraphQLの誤解/rethinking-graphql
sonatard
68
10k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
356
29k
YesSQL, Process and Tooling at Scale
rocio
172
14k
Producing Creativity
orderedlist
PRO
344
39k
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
eileencodes
21
2.5k
Testing 201, or: Great Expectations
jmmastey
42
7.2k
Building Flexible Design Systems
yeseniaperezcruz
328
38k
jQuery: Nuts, Bolts and Bling
dougneiner
63
7.6k
Music & Morning Musume
bryan
46
6.3k
Documentation Writing (for coders)
carmenintech
67
4.6k
How STYLIGHT went responsive
nonsquared
98
5.4k
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
27
1.9k
Transcript
Feature-Centric Visual Exploration of Genome Interaction Maps Fritz Lekschas, PhD
candidate Harvard University Benjamin Bach, Peter Kerpedjiev, Michael Behrisch, Nils Gehlenborg, and Hanspeter Pfister July 9th, 2018 ISMB 2018
Cell Nucleus Contact Sequencing Heatmap 3D GENOME
Gene regulation: Enhancer-promoter Structural variation: Break points Cell dynamics: Differentiation
Cell cycle WHY CARE?
3 million × 3 million
PATTERNS
CHALLENGES • Size of the heatmap • Many called features
• No ground truth GOALS • Quality control • Pattern discovery • Pattern correlation CHALLENGES
None
None
None
None
None
Efficiency Show all insets Close to origin Minimize occlusion Show
all insets
Efficiency Show all insets Close to origin Minimize occlusion Close
to origin
Efficiency Show all insets Close to origin Minimize occlusion Minimize
occlusion
None
Performance comparison in pattern search on images and genome interaction
maps User study: 18 participants and 6 domain experts Techniques: Results: faster pattern search more accurate pattern comparison easy-to-learn & easy-to-use EVALUATION
CONCLUSION Explore local features in spatial context Faster pattern search
Improved navigation
Thank You! MORE INFORMATION scalable-insets.lekschas.de SOURCE CODE github.com/flekschas/higlass-scalable-insets CONTACT
[email protected]
@flekschas lekschas.de POSTER: B-765