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a React WebGL-Based Tool
for Exploring Spatially Resolved
Single-Cell Transcriptomics Data
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 1Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 2
(Chen et al, Science 2015)
Gene A: 101…0
Gene B: 110…1
…
100 to 1000s
of targeted
gene species
(Wang et al, Nature Scientific Reports 2018)
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 3
Image 1
Decoded barcode:
1
Simulated Raw Data
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 4
Image 2
Decoded barcode:
10
Simulated Raw Data
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 5
Image 3
Decoded barcode:
101
Simulated Raw Data
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 6
Decoded Data
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 7
Decoded Data
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 8
Decoded Data
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 9
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 10
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 11
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 12
big data demand scalable visualization tools to assist in
data exploration and hypothesis-generation
•
•
•
•
•
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 13
•
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•
•
•
•
•
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 14
(courtesy of Nils Gehlenborg)
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 15
Uber visualizes people on a
geographic coordinate map
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 16
MERmaid visualizes mRNAs
on Cartesian coordinates
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 17
csv file of positions and mRNA species MERmaid app
à
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 18
Basic app offers:
• Highlighting up to 2
genes
• Color picker option
• Point size option
Additional features:
• Visualizing cell
segmentation
• Background image
underlay (DAPI
staining)
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 19
•
•
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 20
•
•
•
•
•
•
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 21
•
•
•
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•
•
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 22
ADAM gene
expression per cell
à à
DAPI + poly-T staining Image segmentation
•
•
•
•
•
•
•
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 23
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 24
csv file of positions, cell-types,
and gene expression
MERmaid app
(Moffittetal,Science2018)
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 25
Basic app
offers:
• Point size
option
• Coloring by
gene
expression
• Restricting
gene
expression to
specific cell-
types
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 26
csv file of tSNE coordinates, cell-
types, and gene expression
MERmaid app
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 27
Basic app
offers:
• Point size
option
• Coloring by
gene
expression
• Restricting
gene
expression to
specific cell-
types
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 28
(courtesy of Nils Gehlenborg)•
•
•
•
•
•
•
http://JEF.works
JEFworks
@JEFworks
Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 29
Funding
Find me online!
Dulac Lab
Catherine Dulac
Dhananjay Bambah-
Mukku
jeanfan@fas.harvard.edu

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MERmaid - a React WebGL-Based Tool for Exploring Spatially Resolved Single-Cell Transcriptomics Data

  • 1. a React WebGL-Based Tool for Exploring Spatially Resolved Single-Cell Transcriptomics Data Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 1Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools
  • 2. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 2 (Chen et al, Science 2015) Gene A: 101…0 Gene B: 110…1 … 100 to 1000s of targeted gene species (Wang et al, Nature Scientific Reports 2018)
  • 3. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 3 Image 1 Decoded barcode: 1 Simulated Raw Data
  • 4. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 4 Image 2 Decoded barcode: 10 Simulated Raw Data
  • 5. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 5 Image 3 Decoded barcode: 101 Simulated Raw Data
  • 6. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 6 Decoded Data
  • 7. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 7 Decoded Data
  • 8. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 8 Decoded Data
  • 9. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 9
  • 10. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 10
  • 11. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 11
  • 12. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 12 big data demand scalable visualization tools to assist in data exploration and hypothesis-generation
  • 13. • • • • • Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 13
  • 14. • • • • • • • Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 14 (courtesy of Nils Gehlenborg)
  • 15. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 15 Uber visualizes people on a geographic coordinate map
  • 16. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 16 MERmaid visualizes mRNAs on Cartesian coordinates
  • 17. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 17 csv file of positions and mRNA species MERmaid app à
  • 18. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 18 Basic app offers: • Highlighting up to 2 genes • Color picker option • Point size option Additional features: • Visualizing cell segmentation • Background image underlay (DAPI staining)
  • 19. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 19 • •
  • 20. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 20 • • • • • •
  • 21. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 21 • • • • • •
  • 22. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 22 ADAM gene expression per cell à à DAPI + poly-T staining Image segmentation
  • 23. • • • • • • • Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 23
  • 24. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 24 csv file of positions, cell-types, and gene expression MERmaid app (Moffittetal,Science2018)
  • 25. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 25 Basic app offers: • Point size option • Coloring by gene expression • Restricting gene expression to specific cell- types
  • 26. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 26 csv file of tSNE coordinates, cell- types, and gene expression MERmaid app
  • 27. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 27 Basic app offers: • Point size option • Coloring by gene expression • Restricting gene expression to specific cell- types
  • 28. Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 28 (courtesy of Nils Gehlenborg)• • • • • • •
  • 29. http://JEF.works JEFworks @JEFworks Jean Fan, PhD | Zhuang Lab | Bio-IT World | Data Visualization & Exploration Tools 29 Funding Find me online! Dulac Lab Catherine Dulac Dhananjay Bambah- Mukku jeanfan@fas.harvard.edu