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Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019
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Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Dec 19, 2015

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Page 1: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Client-Side Visualization of Cancer Pathway Data

Philip HellerWinter 2019

Page 2: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Agenda

• Visualization philosophy• ErbB2 pathway• Demo• Future directions

Page 3: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

2 Branches of Visualization

• Scientific Viz– Typically engineering data• Measurement• Simulation

– High degree of spatial context

• Information Viz– No x/y/z/t

Page 4: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Scientific Visualization

• f ( 2D / 2D+t, 3D, 3D+t ) = scalar / vector / tensor• Regularity -> Best practices• Natural spatial context -> easier interpretation

Page 5: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Scientific Viz: Fluid Dynamics

Source: http://img.directindustry.com/images_di/photo-g/fluid-dynamics-and-thermal-transfer-simulation-software-387217.jpg

Page 6: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Scientific Viz: Jupiter

Source: http://www.mps.mpg.de/projects/planetary-dynamics/JupiterSim.gif

Page 7: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Info Viz

• f ( patient / gene / organism ) = scalar / record

“You can’t overlook the lack, Jack,Of any other highway to ride.It’s got no signs or dividing lines,And very few rules to guide”

-- Robert Hunter, New Speedway Boogie

Page 8: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Possibly the worst info viz ever

Source: http://www.math.yorku.ca/SCS/Gallery/

Page 9: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Formalizing Info Viz• A few “don’ts”• Even fewer “do’s”• Start with Edward Tufte– All quotes from presentation 12/10/2009

Page 10: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Complicated Data, Simple Interactions

• “The information is the interface.”• “Be content-driven, not process-driven.”• “Local optimizing of interface elements leads to

global pessimizing of the interface.”• “No matter how beautiful your UI is, it would be

better if there were less of it.”

Page 11: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

ErbB2

• Proto-oncogene• Cell surface receptor• Overexpressed in ~ 20% of breast cancer

patients• 20% * 1.3 million new cases / yr worldwide = 260,000 new patients/yr with overexpressed

ErbB2 (Source: ACS)• Under investigation at UCSC by Haussler &

Stuart Labs

Page 12: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

The ErbB2 Pathway

Source: Zack Sanborn

Page 13: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

PATIENT 1 2 3 4 5 6

EXPRESSION .43 .0302 .2379 -.108 .6112 -.00443

COPY NUM .12214 -.123 .4438 .0012 .8771 .4321

X 12 22 -16 -9 432 321

Y .00001 .022 .000002 -.123 .321321 .45092

Hundreds of patients

How to study a pathway:For each gene…

Page 14: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Convert to heat map

Page 15: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Repeat for each gene & cram onto diagram

Page 16: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Solution: Circle Graphs

• Developed at UCSC by Steve Benz and Zack Sanborn

• Wrap table around central spindle, compress as needed

Page 17: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Source: Zack Sanborn

Page 18: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

My Contribution:Circle graphs meet client-side analysis

• What are the measurement values behind the heats?

• What information in hiding in the white?• How does one ring correlate with others?• Let’s see …

Page 19: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Future Development

• Multiple circles, plus relationship lines• Ad-hoc grouping• Ring re-ordering• Canonical layout …• MaGnET …

Page 20: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.

Source: http://www.biocarta.com/pathfiles/h_her2Pathway.asp

Page 21: Client-Side Visualization of Cancer Pathway Data Philip Heller Winter 2019.