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
3.5k
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
62
The Insight's in the Details: Challenges and Opportunities for BioVis Software Tools
flekschas
0
53
Interactive Exploration of Large-Scale Datasets with Jupyter-Scatter
flekschas
0
100
Self-Intro
flekschas
0
68
A Generic Framework and Library for Exploration of Small Multiples through Interactive Piling
flekschas
0
98
Interactive Visual Pattern Search in Epigenomic Data with Peax: NIH ENCODE presentation
flekschas
0
4.7k
JavaScript Web Application Frameworks
flekschas
0
330
Pattern-Driven Navigation in 2D Multiscale Visualizations with Scalable Insets
flekschas
0
2.8k
To a Billion & Beyond: How to Visually Explore, Compare & Share Large Quantitative Datasets with HiGlass
flekschas
0
260
Other Decks in Science
See All in Science
機械学習 - 決定木からはじめる機械学習
trycycle
PRO
0
1k
02_西村訓弘_プログラムディレクター_人口減少を機にひらく未来社会.pdf
sip3ristex
0
600
Transport information Geometry: Current and Future II
lwc2017
0
180
科学で迫る勝敗の法則(電気学会・SICE若手セミナー講演 2024年12月) / The principle of victory discovered by science (Lecture for young academists in IEEJ-SICE))
konakalab
0
130
A Guide to Academic Writing Using Generative AI - A Workshop
ks91
PRO
0
130
凸最適化からDC最適化まで
santana_hammer
1
280
研究って何だっけ / What is Research?
ks91
PRO
1
110
機械学習 - ニューラルネットワーク入門
trycycle
PRO
0
840
2025-06-11-ai_belgium
sofievl
1
150
04_石井クンツ昌子_お茶の水女子大学理事_副学長_D_I社会実現へ向けて.pdf
sip3ristex
0
600
SciPyDataJapan 2025
schwalbe10
0
260
Cross-Media Technologies, Information Science and Human-Information Interaction
signer
PRO
3
31k
Featured
See All Featured
Why Our Code Smells
bkeepers
PRO
339
57k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
656
61k
The Straight Up "How To Draw Better" Workshop
denniskardys
236
140k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
PRO
23
1.4k
VelocityConf: Rendering Performance Case Studies
addyosmani
332
24k
Automating Front-end Workflow
addyosmani
1370
200k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
667
120k
Agile that works and the tools we love
rasmusluckow
330
21k
Git: the NoSQL Database
bkeepers
PRO
431
66k
Principles of Awesome APIs and How to Build Them.
keavy
126
17k
Imperfection Machines: The Place of Print at Facebook
scottboms
268
13k
Producing Creativity
orderedlist
PRO
347
40k
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