SlideShare a Scribd company logo
Introduction to Biological Network
Analysis and Visualization with
Cytoscape
Keiichiro Ono

Cytoscape Core Developer Team

UC, San Diego Trey Ideker Lab / National Resource for Network Biology

5/10/2016 The Scripps Research Institute
Lecture 1: Basics
Keiichiro Ono
Cytoscape Core Developer 

since 2005 

@UCSD Trey Ideker Lab

Area of Interest:

Biological Data Integration &
Visualization
Agenda
• Lecture 1 (Today):



Introduction to Biological Network
Analysis and Visualization
• What is the benefits of biological
network analysis and visualization?

• Introduction to Cytoscape

• Preview of Lecture 2: cyREST

• Lecture 2:



Reproducible Analysis & Visualization
• Introduction to Jupyter Notebook

• Create a reproducible network
visualization workflows with Python
All documents, data, and code are available here:
https://github.com/idekerlab/tsri-lecture
Why Network Analysis?
Networks?
EP300
PPARG
SMARCD3
STMN1
SMARCA4
OPTN
ATP6V1C1
PSMD1
HTT
PRNP
HNRNPUL1
CCDC88A
CLU
HSP90AB1
SMARCD3
MAP4K4
MIF4GD
USP11
MARCH6TUBB
EDF1 CHD8
Protein-Protein Interactions
Human-Curated Pathways
KEGG Pathway (TCA Cycle) visualized by Cytoscape KGMLReader
Interactomes
Human Interactome data from BioGRID visualized with Cytoscape
Social Networks
Network extracted from Panama Papers data set
Node 1 - Edge Type - Node 2
Protein 1 - Y2H - Protein 2
Networks vs Pathways
Networks Pathways
Networks Pathways
Collection of binary interactions Human-curated / detailed
Large Scale Small Scale
Generated from omics-data Constructed from literature
Networks / Pathways
= Graphs
Benefits of Network Analysis
Benefits of Network Analysis
- You have list of N genes from your
screening
- Now you want to know:
- Relationships among those
genes
- Functions
- etc.
Screening 1
PPARG
TCF7L2
RETN
IRS1
HNF1A
HNF4A
KCNJ11
GCK
LIPC
PTPN1
ABCC8
ENPP1
HNF1B
ENSG00000167780
ENSG00000255974
EBI-9992455
ENSG00000241119 ANP32B
EBI-10055098
EBI-10055672
EBI-9871829
NR3C1
EBI-10096648
STK16
SNCG
EBI-10034984
EBI-9973444
RAD50
EBI-9980932
ENSG00000070019
EBI-9871836
ENSG00000105398
EBI-9992700
ENSG00000207778
ENSG00000143819
EBI-9980935
ENSG00000125730
ENSG00000180432
ENSG00000197249
EXT2
EBI-5333164
EBI-10051521
OPTN
EBI-10050213 PPARGC1A
EBI-10039585
MAPK8
HNF4A EDF1
SFPQ
ENSG00000110245
PPARGEP300
SMARCD3
PRNP
HNRNPUL1
ATP6V1C1
HTT
EBI-10050241
EBI-10039564
ENSG00000118137
PABPC4
EBI-10050232
EBI-10051518
EBI-9871840
EBI-10096653
ENSG00000095596
MARCH6
EBI-3946155
EBI-5333185
BCAR3
IRS1
PIK3CA
LRRK2
Irs1
PIK3R1
PIK3R1
Grb2
Phb
Grin1
H1f0
Rps3
Rpn2
Ipo9
Scml2
Cand1
Eif2ak2
Ipo8
Ppfibp1
Sdpr
Poldip3
Tenm3
Rars
Ppp2r1a
Vim
Rfc3
Hsp90ab1
R q c d 1
Rplp0
Hnrnpu
Irs1
Snd1
Hspa8
Ung
Tp53bp2
GRB2
TP53BP2
YWHAB
IGF1R
DDR1
SMAD3
EBI-1108795
Ctnnd1
Ran
Ywhag
Rab6b
Ybx1
Epha2
Grin2b
Flot2
Aff3
Ptpn1
PELI1
EIF2AK2
INSR
YWHAE
NCOR1
Pik3r1
N U M B
PRKCQ
TP53BP2
PIK3R3
RAP2A
Mink1
CHEBI:39112
Ywhab
CHEBI:39079
CDK5
STMN1
PPARGUSP11
CHEBI:45783
CHEBI:18319
HSP90AB1
MAP4K4
MIF4GD
CHEBI:64310
CHEBI:49840
TUBB
CLU
CHD8
CCDC88A
SMARCA4
SMARCD3
PSMD1
MAP4K2
MINK1
Map3k1
MAP3K1
PKM
MAP3K11
CHEBI:49375
GOLIM4
ARHGAP39
GOSR1
BCOR
PTRF
PCNP
KIDINS220
TMEM216
PHB
ABCD3
1C
ATP6V0D1
FLOT2
RNF213
SMARCD2
LTN1
PIAS1
Sumo1
ATP6V0A1
WRAP53
EVC2
ACTN1
GALNT2
dhbF
B4E2V5
TCTN3
GHR
EGFR
ATP6V1B2
CDH2
TMEM17
RMDN3
PHB2 PTPN1
Cdh2
TCTN2
PDGFRB
ATF2
CHEBI:17440
mviM1
MET
MVP
MSN
MREG
COL5A1
FLOT1
ASS1
CHEBI:17283
uvrB
FOXM1
tyrB
UBE2I
glnA
Ctnnb1
PSMA3
ENSG00000138795
CTNNB1
RUNX3
PSEN1
JUP
DAXX
TCF7L2
hmwP2
hemL2
vgrG7
fadB
FBLN1
XRCC6
XRCC5
PARP1
Q99IB8-PRO_0000045599
pagA
Psen1
ENSG00000168646
ENSG00000065361
p p s C
Q99IB8-PRO_0000045596
Q8CLD5
TGIF1
YPO2975
p g i
pyrE
ENSG00000110092
ENSG00000136997
Benefits of Network Analysis
- You can see the relationships among the group
of biological entities
- Find drag targets
- Overrepresented functions AND their
connections
Gene List to Network to Biological Insight
- How?
- You need to search, integrate, and visualize
multiple data sources
This is what you will learn in this lecture
What is Cytoscape?
An Open Source Platform for Biological Network Data
Integration, Analysis and Visualization
Cytoscape
Cytoscape 3.4.0 (Latest Release)
Cytoscape
- Open Source (LGPL)
- Free for both commercial and academic use
- Developed and maintained by universities,
companies, and research institutions
- UC, San Diego
- University of Toronto
- UC, San Francisco
- ISB
- And collaborators world-wide
Cytoscape
- De-facto standard software in biological network
research community
- Large User and Developer Community
- Expandable by Apps

- This is why Cytoscape is a Platform, not a
simple desktop application
C. Elegans Interactome from BioGRID Database
?
Biological Networks
- Tell us anything by themselves
- Just a big hairball…
Module 1
Module 2
In other words…
Module 1
Need a tool to extract
meaningful biological modules
Basic Use Case
Networks
Public Interaction Databases
List of
Genes
Other Data
Introduction to Biological Network Analysis and Visualization with Cytoscape Part1
Introduction to Biological Network Analysis and Visualization with Cytoscape Part1
Network Data Analysis
Analysis
Graph Analysis
NetworkX
igraph
Cytoscape
Python
Pandas
NumPy
SciPy
Excel
Visualization
Desktop
Gephi
Cytoscape
matplotlib
Web
Cytoscape.js
sigma.js
d3
NDV3
d3.chart
Google Charts
Data Storage
Graph
Neo4j
GraphX
Document
MongoDB
Relational
MySQL
IPython
3rd Party Apps
NetworkAnalyzer
Network Data Analysis
Analysis
Visualization
Desktop
Gephi
Cytoscape
matplotlib
Web
Cytoscape.js
sigma.js
d3
NDV3
d3.chart
Google Charts
Data Storage
Network Data Analysis
Analysis
Graph Analysis
NetworkX
igraph
Cytoscape
Python
Pandas
NumPy
SciPy
Excel
Visualization
IPython
3rd Party Apps
NetworkAnalyzer
Three Basic Steps for Data Visualization
with Cytoscape
<?xml version="1.0" encoding="UTF-8"?>
<graphml xmlns="http://graphml.graphdrawing.org/xmlns"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns
http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
<!-- Created by igraph -->
<key id="degree" for="node" attr.name="degree" attr.type="double"/>
<key id="betweenness" for="node" attr.name="betweenness"
attr.type="double"/>
<graph id="G" edgedefault="directed">
<node id="n0">
<data key="degree">79</data>
<data key="betweenness">0</data>
</node>
<node id="n1">
<data key="degree">9</data>
<data key="betweenness">167</data>
</node>
<node id="n2">
<data key="degree">18</data>
<data key="betweenness">75</data>
</node>
<node id="n3">
<data key="degree">8</data>
<data key="betweenness">12</data>
</node>
<node id="n4">
<data key="degree">26</data>
<data key="betweenness">210</data>
</node>
<node id="n5">
<data key="degree">29</data>
<data key="betweenness">320</data>
</node>
Data Integration
Analysis
Visualization
Drawing Biological Networks
VS
Drawing Tools
You need to specify
color of each node,
width of each edge,
shape of nodes, etc.
There is one huge difference
between Cytoscape and
Illustrator…
In Cytoscape,
Your Data Controls View
Creating Visualizations in Cytoscape
Name Type
BRCA1 gene
MAP2K1 gene
C05981 compound
• Mapping from Type to Node Shape
• Mapping from Type to Node Color
C05981
BRCA1
MAP2K1
Creating mappings from data points
to Visual Properties
Network Data
Annotated
Networks
Attributes
Analyzed Data
Apps
Cytoscape Apps
- Extension programs to
add new features to
Cytoscape
- formerly called Plugins
- Large App developer/
user community
- This is why Cytoscape
is so successful in life
science community!
Example
Apps
ClueGO
Creates and visualizes a functionally grouped network of terms/pathways
ReactomeFIPlugIn
Explore Reactome pathways and search for diseases related pathways and network patterns
using the Reactome functional interaction network
KEGGScape
KEGG Pathway Importer for Cytoscape
clusterMaker2
Multi-algorithm clustering app for Cytoscape
cyREST (Now Part of The Core!)
RESTful API for Cytoscape
cyREST
RESTful API for Cytoscape
APPS.CYTOSCAPE.ORG
Overview of App Ecosystem
A travel guide to Cytoscape plugins
Rintaro Saito, Michael E Smoot, Keiichiro Ono, Johannes Ruscheinski, Peng-
Liang Wang, Samad Lotia, Alexander R Pico, Gary D Bader, Trey Ideker (2012)
Nature Methods 9 (11) p. 1069-1076
Tips for Learning
New Tools
Choose a Right Tool
Choose a Right Tool
Analysis VisualizationData Preparation
Data Visualization Tools
http://selection.datavisualization.ch/
Data Visualization Tools
http://selection.datavisualization.ch/
Data Visualization Tools
http://selection.datavisualization.ch/
Tools
• In some cases, you can get exact same result using different tools
• Example: Data preparation (cleansing / cleansing)
• But if you choose right tools, you can do it 100x faster than
others.
• ex: Re-formatting complex data sets
• Excel vs Python Script
• Some recommendations:
• R/Bioconductor, Python/Pandas, Git/GitHub/Gist
Learning Tools = Saving Your Time
Hands-on:
Introduction to
Network Visualization
with Cytoscape
Sample Data Files:

http://cl.ly/VTJs
Same data is available in lecture1/dataset
Data Visualization
- Goal: Help others to
understand your data
- Emphasize what you
want to tell
- Use color, shape,
size of objects
effectively!
- Excellent resource for
data visualization
- Tamara Munzner’s Web Site: 

http://www.cs.ubc.ca/~tmm/
Data Visualization
Today’s Goal
Story:
I want to show gene expression changes over time
as a network diagram
YPL201C YPL211W YML007WYPL131W YOR327CYDR171W YCL067C
YGL208WYER074WYBL050W YLR134WYPL149W
YDR050C YMR311CYGL134W YBR112CYKL101W YNL199C
YPL222W
YLR264W
YNL098C
YLL028W
YOR039W YNL135C YPR041WYDR174W YIL074C YKL028W
YIL162W
YNL189W
YOR212W
YPR080W
YPR145W
YLL019C
YLR284CYPL031C YFR037CYML074C YPL240CYPR048W YBR274W YBR050C YML032C
YJR022WYBR248C YDR382W YER081WYIR009W YDR244W YOL016C
YER103W YGR058WYLR256WYAL003W YOR355WYIL061C YER111C YMR309C
YPL248CYBR019CYLR362W YGL035CYPR167C YML123C
YBL026WYNL091W YOR178C YIL113WYLR321C YML064C YMR117C YDL194WYNR007C
YOL058WYBR045CYER065CYNL167C YGL097WYHR071W YDL078C YDL081CYDR354W
YER145C YGR136WYDR311W YPR119WYER112W YLR214W
YER143W YBR043CYKL204W
YGR019WYEL041W YER133W
YBR118WYAL038W YDR167WYMR058WYER079W YMR291W
YKL012W YDL113CYDR299W YDL075W YDL236WYLR377C YNL145W
YNL236W
YOL156W
YGL013C
YHR171W
YMR021C YFL038C
YER090WYPR062W YAR007C YNL307CYML024WYDR335W YLR075W
YNL050CYGR046W YAL040CYLR191W YMR138WYIL045W YHR005C
YKL211CYLR452C YPL075WYML051W YOL123WYHR198C YMR300C
YJR060W YMR043WYPR124WYLR081W YLR319CYKL074C YKL001C
YDR100W
YDR395W
YDR009W
YDR309C
YPR102C
YAL030W
YHR084W
YLR345W
YBR170C
YJL089WYFL026W YBR018C YGL115W YDL215CYGR009C YOL120C
YFL017C YDR429C
YIL052C YGL073W
YGR108WYPR035W
YJL190CYOL086CYBL005WYKR026C
YBR155W
YOR264W YKL109W
YOR167C
YDR070CYEL015W
YIL133C
YGL166WYHR030CYGL008C
YMR146C YBR160W
YBR020W YBR190WYDR323CYLR197W YFR014CYKL161C
YML054C YKR099WYLR340WYGL106W YBR093CYCL040W
YLR044C
YCR086WYDL130W
YJL203W
YEL009CYBR135W
YOR361C YGR085C
YNL216W
YBR109C
YER124C
YJL157C YDR461WYNL154CYLR117C YKR097W YIL069CYMR186W YJR109CYIL015W
YER040W YGR074WYER052C YIL160CYOR290C YLR249W
YGL153WYOR215CYGR254W YLR432WYCR084CYOR089C YOR303W
YGL161C YLR293CYDL030WYNL036W YHR135CYER179W YDR277CYDR184C YML114C YFL039CYER054C YER110CYLR109W YLR116WYNL214W YBL069W
YHR141CYER116CYJL219W YDL023C YGL202WYER062C YMR183CYFR034CYGL122C
YIL105C YDL088CYPR010C YJR048W YIL070C YEL039CYDR412WYMR108W
YOR204W YMR255W YLR175W YHR115CYNL164C YJL013C YDL063C YNL117W
YIL143CYOR315W YDR146CYLR310CYGR014WYBR217W
YJL036W
YNL116W
YOR120W
YDR032C
YPR113W
YLR153C
YGR048W
YGR203W
YNL113WYOR202W
YNR050C
YCL030C
YJL159W
YHR053CYPR110C?YLR258W YBL079W
YNL069C YNL311CYDR142C YGL044CYMR044W
What is Great
Visualization…?
Design is complicated,
because humans are complicated.
Design is a process to avoid bad designs.
Mike Bostock (New York Times Visualization Team. Creator of D3.js)
It is hard to generalize the design process, but we
can avoid pitfalls by following some basic rules.
Every pixel should
carry information.
Edward Tufte
Avoid Data Overload
• Mapping too many attributes makes your visualization
awful!
• It is hard to see the overall trend of your data sets if too
many channels are used in a image
“Great Artists Steal…”
MUD
HAP4
GC
HA
GAL1
GAL7
GAL80
GAL3
GAL11
GAL4
GAL2
SIP4
FBP1
GAL10
SWI5
SUC2
MIG1
ADH1
PGK1
CDC19
GCR1
CBF1
ENO1
ENO2
MCK1
NCE103
SSL2
TFB1
YNL091W
TRP4
ARG1
GCN4
SKO1
HIS3
ADE4 ILV2
RPS17A
BAS1
HIS7
RPS24B
MSL1
HIS4
PDC5
PHO84
PHO4
YIL105C
MET16
RPL11B
RPS8B
RPL11A
RPL31A
PHO13
PDC1
SXM1
RPL34B
RPL16B
ATC1
CAR1
FCY1
ICL1SRP1
TPI1
RPL18B
RPL25
PHO5
RPS24A
RPL18A
DMC1
RAP1
RPL16A
HSP42
MUD
HAP4
GC
HA
GAL1
GAL7
GAL80
GAL3
GAL11
GAL4
GAL2
SIP4
FBP1
GAL10
SWI5
SUC2
MIG1
ADH1
PGK1
CDC19
GCR1
CBF1
ENO1
ENO2
MCK1
NCE103
SSL2
TFB1
YNL091W
TRP4
ARG1
GCN4
SKO1
HIS3
ADE4 ILV2
RPS17A
BAS1
HIS7
RPS24B
MSL1
HIS4
PDC5
PHO84
PHO4
YIL105C
MET16
RPL11B
RPS8B
RPL11A
RPL31A
PHO13
PDC1
SXM1
RPL34B
RPL16B
ATC1
CAR1
FCY1
ICL1SRP1
TPI1
RPL18B
RPL25
PHO5
RPS24A
RPL18A
DMC1
RAP1
RPL16A
HSP42
Map gene expression
values to color
Avoid using more colors in other
components (edge/label)
If necessary, map other data
into non-overlapping visual properties
(edge score to width)
Part 1: Session File and Basic Navigation
Cytoscape 3.4 Desktop
Toolbar
Network Panel
Bird’s Eve View
Table Browser
Network Views
Local Column
Table Tabs
List Data

(Values in [ ])
Shared Column
Session File
- Snapshot of your workspace
- Networks
- Tables
- Visual Styles
- System Properties
Open a Session
- Click folder icon
- Or, File → Open
Exercise 1: Loading a session
Navigation
- Pan: Drag
- Zoom
- IN: Mouse Wheel UP
- OUT: Mouse Wheel DOWN
- Selection: Shift + Drag
- Fit to Window
- Selected region
- Entire network
First Neighbor of Nodes
CTR+6
Create New Sub-Network From Selection
CTR+N
- Grid View
- Detached View
Part 2: Data Import
Network Data Formats
- SIF
- GML
- XGMML
- GraphML
- BioPAX
- PSI-MI
- SBML
- KGML (KEGG)
- Excel
- Text Table
- CSV
- Tab
NCBI Gene ID 672
On Chromosome 17
GO Terms
DNA Repair
Cell Cycle
DNA Binding
Ensemble ID
ENSG00000012048
BRCA1
Data Tables for Cytoscape
- Example:
- Numeric

- Gene expression profiles
- Network statistics calculated in other
applications, such as R
- Confidence scores for edges
- Text (or categorical)

- GO annotation for genes
- List of genes related to disease X
- Targets for FDA approved drugs
- Genes on KEGG Pathway Y
- Clusters / group / community calculated
in external programs
- …
Your Data Sets
- Anything saved as a table can be
loaded into Cytoscape
- Excel
- Tab Delimited Document
- CSV
- As long as proper mapping key is
available, Cytoscape can map them to
your networks.
Mapping Key in
the Network
Mapping Key
in the Table
Exercise 2: Loading network and tables
Part 3: Visualization
Layouts
Introduction to Biological Network Analysis and Visualization with Cytoscape Part1
Force-Directed + Edge Bundling
Stacked-Node Layout + Default Edge Bend
Circular + Edge Bend
Automatic Layout
- Choose proper algorithm
- Tree-like data - Hierarchical Layout
- Scale-Free Network - Force-directed
- Circular process - Circular Layout
- Tweak parameters if necessary
Manual Layout
- Tweak result from
automatic layout
- Scale
- Align
- Rotate
Exercise 3: Apply layouts
Visual Style
- Collection of mappings from
Attributes to Visual
Properties
Visual Styles
- Defaults + Mappings
- Expression values to node color
- Gene function to node shape
- Interaction detection method to edge line
type
- Confidence score to edge width
Core Idea: Data Controls The View
Data Controls The View
• Photoshop / Illustrator
• You control the pixels and objects on the display
• Data Visualization Tools (including Cytoscape)
• Data points are mapped to visual properties
• Color
• Size
Data Controls The View
Expression Values
To Node Colors
Introduction to Biological Network Analysis and Visualization with Cytoscape Part1
Introduction to Biological Network Analysis and Visualization with Cytoscape Part1
Discrete Mapping Editor
Continuous Mapping Editor
Exercise 4: Create New Visual Style
Preview of Lecture 2:
Reproducible Workflow with Jupyter Notebook and cyREST
Cline, Melissa S., et al. "Integration of
biological networks and gene expression
data using Cytoscape." Nature protocols
2.10 (2007): 2366-2382.
Cline, Melissa S., et al. "Integration of
biological networks and gene
expression data using Cytoscape."
Nature protocols 2.10 (2007):
2366-2382.
Results
Sharing Results
😐
Sharing Results and Process
😃
Point & Click
Operation is Easy, but
not Reproducible…
Goal:
Reproducible Science
Goal: Reproducible Science
REST
Tools You Need
REST
- GitHub
- For source code sharing
- IPython (Jupyter) Notebook
- Your electronic lab notebook
- cyREST
- RESTful API module for Cytoscape
-
- Two Google Groups
- cytoscape-
discuss@googlegroups.com
- cytoscape-
helpdesk@googlegroups.com
- ANY question is OK!
Getting Help
Further Readings
Further Readings
• My presentation slides
• http://www.slideshare.net/keiono
• This deck of will be uploaded today
Further Readings 1
- Introduction to Network Biology
- Deciphering Protein–Protein Interactions. Part I. Experimental
Techniques and Databases



Shoemaker BA, Panchenko AR (2007) Deciphering Protein–Protein
Interactions. Part I. Experimental Techniques and Databases. PLoS
Comput Biol 3(3): e42.doi:10.1371/journal.pcbi.0030042
- Deciphering Protein–Protein Interactions. Part II. Computational
Methods to Predict Protein and Domain Interaction Partners



Shoemaker BA, Panchenko AR (2007) Deciphering Protein–Protein
Interactions. Part II. Computational Methods to Predict Protein and
Domain Interaction Partners. PLoS Comput Biol 3(4): e43. doi:10.1371/
journal.pcbi.0030043
Further Readings 2
- Overview of Cytoscape Apps (Plugins)
- A travel guide to Cytoscape plugins



Rintaro Saito, Michael E Smoot, Keiichiro Ono, Johannes Ruscheinski,
Peng-Liang Wang, Samad Lotia, Alexander R Pico, Gary D Bader, Trey
Ideker (2012) Nature Methods 9 (11) p. 1069-1076
- Sample Protocol (based on 2.x)
− Integration of biological networks and gene expression data using
Cytoscape



Cline, et al. Nature Protocols, 2, 2366-2382 (2007).
Further Readings 3
- Cytoscape Tutorial Booklet:



Analysis and Visualization of Biological Networks with Cytoscape
- http://www.rbvi.ucsf.edu/Outreach/Workshops/ISMBTutorial.pdf
2016 Keiichiro Ono
kono@ucsd.edu

More Related Content

What's hot

Protein Database
Protein DatabaseProtein Database
Cytoscape
CytoscapeCytoscape
Molecular modeling database
Molecular modeling database Molecular modeling database
Molecular modeling database
Jayati Shrivastava
 
PubChem and Its Applications for Drug Discovery
PubChem and Its Applications for Drug DiscoveryPubChem and Its Applications for Drug Discovery
PubChem and Its Applications for Drug Discovery
Sunghwan Kim
 
Protein database
Protein  databaseProtein  database
Protein database
KAUSHAL SAHU
 
Chemoinformatics
ChemoinformaticsChemoinformatics
Chemoinformatics
Rupali Salunkhe
 
UCSF Chimera | BioCode Ltd
UCSF Chimera | BioCode LtdUCSF Chimera | BioCode Ltd
UCSF Chimera | BioCode Ltd
BioCode Ltd
 
Machine learning in biology
Machine learning in biologyMachine learning in biology
Machine learning in biology
Pranavathiyani G
 
Structure alignment methods
Structure alignment methodsStructure alignment methods
Structure alignment methods
Samvartika Majumdar
 
Ppi
PpiPpi
Prosite
PrositeProsite
Proteomics
ProteomicsProteomics
Proteomics
Shereen Shehata
 
(Expasy)
(Expasy)(Expasy)
(Expasy)
Mazhar Khan
 
Protein Microarrays
Protein MicroarraysProtein Microarrays
Protein Microarrays
RomilMistry
 
Reactome Pathways Portal
Reactome Pathways PortalReactome Pathways Portal
Reactome Pathways Portal
Antonio Fabregat
 
Chemoinformatics.ppt
Chemoinformatics.pptChemoinformatics.ppt
Chemoinformatics.ppt
wadhava gurumeet
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
nadimissimple
 
Similarity
SimilaritySimilarity
Similarity
hiratufail
 
Genomic Data Analysis
Genomic Data AnalysisGenomic Data Analysis
Genomic Data Analysis
Data Driven Innovation
 
Homology Modelling
Homology ModellingHomology Modelling
Homology Modelling
MAYANK ,MEHENDIRATTA
 

What's hot (20)

Protein Database
Protein DatabaseProtein Database
Protein Database
 
Cytoscape
CytoscapeCytoscape
Cytoscape
 
Molecular modeling database
Molecular modeling database Molecular modeling database
Molecular modeling database
 
PubChem and Its Applications for Drug Discovery
PubChem and Its Applications for Drug DiscoveryPubChem and Its Applications for Drug Discovery
PubChem and Its Applications for Drug Discovery
 
Protein database
Protein  databaseProtein  database
Protein database
 
Chemoinformatics
ChemoinformaticsChemoinformatics
Chemoinformatics
 
UCSF Chimera | BioCode Ltd
UCSF Chimera | BioCode LtdUCSF Chimera | BioCode Ltd
UCSF Chimera | BioCode Ltd
 
Machine learning in biology
Machine learning in biologyMachine learning in biology
Machine learning in biology
 
Structure alignment methods
Structure alignment methodsStructure alignment methods
Structure alignment methods
 
Ppi
PpiPpi
Ppi
 
Prosite
PrositeProsite
Prosite
 
Proteomics
ProteomicsProteomics
Proteomics
 
(Expasy)
(Expasy)(Expasy)
(Expasy)
 
Protein Microarrays
Protein MicroarraysProtein Microarrays
Protein Microarrays
 
Reactome Pathways Portal
Reactome Pathways PortalReactome Pathways Portal
Reactome Pathways Portal
 
Chemoinformatics.ppt
Chemoinformatics.pptChemoinformatics.ppt
Chemoinformatics.ppt
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
Similarity
SimilaritySimilarity
Similarity
 
Genomic Data Analysis
Genomic Data AnalysisGenomic Data Analysis
Genomic Data Analysis
 
Homology Modelling
Homology ModellingHomology Modelling
Homology Modelling
 

Similar to Introduction to Biological Network Analysis and Visualization with Cytoscape Part1

Software Sustainability: Better Software Better Science
Software Sustainability: Better Software Better ScienceSoftware Sustainability: Better Software Better Science
Software Sustainability: Better Software Better Science
Carole Goble
 
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
Keiichiro Ono
 
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford ConsortiumSDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
Keiichiro Ono
 
What's New in Cytoscape
What's New in CytoscapeWhat's New in Cytoscape
What's New in Cytoscape
Keiichiro Ono
 
Kuchinsky_Cytoscape_BOSC2009
Kuchinsky_Cytoscape_BOSC2009Kuchinsky_Cytoscape_BOSC2009
Kuchinsky_Cytoscape_BOSC2009
bosc
 
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Keiichiro Ono
 
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
Bonnie Hurwitz
 
Gridforum David De Roure Newe Science 20080402
Gridforum David De Roure Newe Science 20080402Gridforum David De Roure Newe Science 20080402
Gridforum David De Roure Newe Science 20080402
vrij
 
ImageJ and the SciJava software stack
ImageJ and the SciJava software stackImageJ and the SciJava software stack
ImageJ and the SciJava software stack
Curtis Rueden
 
Grid computing
Grid computingGrid computing
Grid computing
Ramraj Choudhary
 
Cytoscape: Now and Future
Cytoscape: Now and FutureCytoscape: Now and Future
Cytoscape: Now and Future
Keiichiro Ono
 
wolstencroft-ogf20-astro
wolstencroft-ogf20-astrowolstencroft-ogf20-astro
wolstencroft-ogf20-astro
webuploader
 
Cytoscape ci chapter 1
Cytoscape ci chapter 1Cytoscape ci chapter 1
Cytoscape ci chapter 1
bdemchak
 
cyREST: Cytoscape as a Service
cyREST: Cytoscape as a ServicecyREST: Cytoscape as a Service
cyREST: Cytoscape as a Service
Keiichiro Ono
 
Quick Introduction to Cytoscape for Undergraduates
Quick Introduction to Cytoscape for UndergraduatesQuick Introduction to Cytoscape for Undergraduates
Quick Introduction to Cytoscape for Undergraduates
Keiichiro Ono
 
Reproducible Workflow with Cytoscape and Jupyter Notebook
Reproducible Workflow with Cytoscape and Jupyter NotebookReproducible Workflow with Cytoscape and Jupyter Notebook
Reproducible Workflow with Cytoscape and Jupyter Notebook
Keiichiro Ono
 
第1回バイオインフォマティクスデータ可視化セミナー@Riken
第1回バイオインフォマティクスデータ可視化セミナー@Riken第1回バイオインフォマティクスデータ可視化セミナー@Riken
第1回バイオインフォマティクスデータ可視化セミナー@Riken
Keiichiro Ono
 
Ogf27 Ligo
Ogf27 LigoOgf27 Ligo
Ogf27 Ligo
kentblackburn
 
NetBioSIG2013-KEYNOTE Benno Schwikowski
NetBioSIG2013-KEYNOTE Benno SchwikowskiNetBioSIG2013-KEYNOTE Benno Schwikowski
NetBioSIG2013-KEYNOTE Benno Schwikowski
Alexander Pico
 
Overview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis ToolsOverview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis Tools
Keiichiro Ono
 

Similar to Introduction to Biological Network Analysis and Visualization with Cytoscape Part1 (20)

Software Sustainability: Better Software Better Science
Software Sustainability: Better Software Better ScienceSoftware Sustainability: Better Software Better Science
Software Sustainability: Better Software Better Science
 
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
 
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford ConsortiumSDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
 
What's New in Cytoscape
What's New in CytoscapeWhat's New in Cytoscape
What's New in Cytoscape
 
Kuchinsky_Cytoscape_BOSC2009
Kuchinsky_Cytoscape_BOSC2009Kuchinsky_Cytoscape_BOSC2009
Kuchinsky_Cytoscape_BOSC2009
 
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
 
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
 
Gridforum David De Roure Newe Science 20080402
Gridforum David De Roure Newe Science 20080402Gridforum David De Roure Newe Science 20080402
Gridforum David De Roure Newe Science 20080402
 
ImageJ and the SciJava software stack
ImageJ and the SciJava software stackImageJ and the SciJava software stack
ImageJ and the SciJava software stack
 
Grid computing
Grid computingGrid computing
Grid computing
 
Cytoscape: Now and Future
Cytoscape: Now and FutureCytoscape: Now and Future
Cytoscape: Now and Future
 
wolstencroft-ogf20-astro
wolstencroft-ogf20-astrowolstencroft-ogf20-astro
wolstencroft-ogf20-astro
 
Cytoscape ci chapter 1
Cytoscape ci chapter 1Cytoscape ci chapter 1
Cytoscape ci chapter 1
 
cyREST: Cytoscape as a Service
cyREST: Cytoscape as a ServicecyREST: Cytoscape as a Service
cyREST: Cytoscape as a Service
 
Quick Introduction to Cytoscape for Undergraduates
Quick Introduction to Cytoscape for UndergraduatesQuick Introduction to Cytoscape for Undergraduates
Quick Introduction to Cytoscape for Undergraduates
 
Reproducible Workflow with Cytoscape and Jupyter Notebook
Reproducible Workflow with Cytoscape and Jupyter NotebookReproducible Workflow with Cytoscape and Jupyter Notebook
Reproducible Workflow with Cytoscape and Jupyter Notebook
 
第1回バイオインフォマティクスデータ可視化セミナー@Riken
第1回バイオインフォマティクスデータ可視化セミナー@Riken第1回バイオインフォマティクスデータ可視化セミナー@Riken
第1回バイオインフォマティクスデータ可視化セミナー@Riken
 
Ogf27 Ligo
Ogf27 LigoOgf27 Ligo
Ogf27 Ligo
 
NetBioSIG2013-KEYNOTE Benno Schwikowski
NetBioSIG2013-KEYNOTE Benno SchwikowskiNetBioSIG2013-KEYNOTE Benno Schwikowski
NetBioSIG2013-KEYNOTE Benno Schwikowski
 
Overview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis ToolsOverview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis Tools
 

More from Keiichiro Ono

今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
Keiichiro Ono
 
Cytoscape Ecosystem Presentation at DBCLS Kashiwa
Cytoscape Ecosystem Presentation at DBCLS KashiwaCytoscape Ecosystem Presentation at DBCLS Kashiwa
Cytoscape Ecosystem Presentation at DBCLS Kashiwa
Keiichiro Ono
 
Eyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-CytoscapeEyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-Cytoscape
Keiichiro Ono
 
Data Visualization Japan Meetup 2018: 長く変化に対応する
Data Visualization Japan Meetup 2018: 長く変化に対応するData Visualization Japan Meetup 2018: 長く変化に対応する
Data Visualization Japan Meetup 2018: 長く変化に対応する
Keiichiro Ono
 
「モダンな」可視化アプリケーション開発とはどのようなものか?
「モダンな」可視化アプリケーション開発とはどのようなものか?「モダンな」可視化アプリケーション開発とはどのようなものか?
「モダンな」可視化アプリケーション開発とはどのようなものか?
Keiichiro Ono
 
Building Reproducible Network Data Analysis / Visualization Workflows
Building Reproducible Network Data Analysis / Visualization WorkflowsBuilding Reproducible Network Data Analysis / Visualization Workflows
Building Reproducible Network Data Analysis / Visualization Workflows
Keiichiro Ono
 
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
Keiichiro Ono
 
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
Keiichiro Ono
 
Cytoscapeの現状とCyberinfrastructure
Cytoscapeの現状とCyberinfrastructureCytoscapeの現状とCyberinfrastructure
Cytoscapeの現状とCyberinfrastructure
Keiichiro Ono
 
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
Keiichiro Ono
 
GraphLab Conference 2014 Cytoscape Flyer
GraphLab Conference 2014 Cytoscape FlyerGraphLab Conference 2014 Cytoscape Flyer
GraphLab Conference 2014 Cytoscape Flyer
Keiichiro Ono
 
Cytoscape Untangles the Web: a first step towards Cytoscape Cyberinfrastructu...
Cytoscape Untangles the Web: a first step towards Cytoscape Cyberinfrastructu...Cytoscape Untangles the Web: a first step towards Cytoscape Cyberinfrastructu...
Cytoscape Untangles the Web: a first step towards Cytoscape Cyberinfrastructu...
Keiichiro Ono
 
NeXO Web Poster for ISMB 2014 BioVis SIG
NeXO Web Poster for ISMB 2014 BioVis SIGNeXO Web Poster for ISMB 2014 BioVis SIG
NeXO Web Poster for ISMB 2014 BioVis SIG
Keiichiro Ono
 
Towards the Cytoscape Cyberinfrastructure
Towards the Cytoscape CyberinfrastructureTowards the Cytoscape Cyberinfrastructure
Towards the Cytoscape Cyberinfrastructure
Keiichiro Ono
 
OPENVIS Conference Quick Report Part 2
OPENVIS Conference Quick Report Part 2OPENVIS Conference Quick Report Part 2
OPENVIS Conference Quick Report Part 2
Keiichiro Ono
 
OpenVis Conference Report Part 1 (and Introduction to D3.js)
OpenVis Conference Report Part 1 (and Introduction to D3.js)OpenVis Conference Report Part 1 (and Introduction to D3.js)
OpenVis Conference Report Part 1 (and Introduction to D3.js)
Keiichiro Ono
 
Cytoscape and External Data Analysis Tools
Cytoscape and External Data Analysis ToolsCytoscape and External Data Analysis Tools
Cytoscape and External Data Analysis Tools
Keiichiro Ono
 
Visualized Conference and jQuery Conference
Visualized Conference and jQuery ConferenceVisualized Conference and jQuery Conference
Visualized Conference and jQuery Conference
Keiichiro Ono
 
Cytoscape Tutorial Session 2 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Cytoscape Tutorial Session 2 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)Cytoscape Tutorial Session 2 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Cytoscape Tutorial Session 2 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Keiichiro Ono
 
Cytoscape Tutorial Session 1 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Cytoscape Tutorial Session 1 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)Cytoscape Tutorial Session 1 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Cytoscape Tutorial Session 1 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Keiichiro Ono
 

More from Keiichiro Ono (20)

今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
 
Cytoscape Ecosystem Presentation at DBCLS Kashiwa
Cytoscape Ecosystem Presentation at DBCLS KashiwaCytoscape Ecosystem Presentation at DBCLS Kashiwa
Cytoscape Ecosystem Presentation at DBCLS Kashiwa
 
Eyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-CytoscapeEyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-Cytoscape
 
Data Visualization Japan Meetup 2018: 長く変化に対応する
Data Visualization Japan Meetup 2018: 長く変化に対応するData Visualization Japan Meetup 2018: 長く変化に対応する
Data Visualization Japan Meetup 2018: 長く変化に対応する
 
「モダンな」可視化アプリケーション開発とはどのようなものか?
「モダンな」可視化アプリケーション開発とはどのようなものか?「モダンな」可視化アプリケーション開発とはどのようなものか?
「モダンな」可視化アプリケーション開発とはどのようなものか?
 
Building Reproducible Network Data Analysis / Visualization Workflows
Building Reproducible Network Data Analysis / Visualization WorkflowsBuilding Reproducible Network Data Analysis / Visualization Workflows
Building Reproducible Network Data Analysis / Visualization Workflows
 
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
 
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
 
Cytoscapeの現状とCyberinfrastructure
Cytoscapeの現状とCyberinfrastructureCytoscapeの現状とCyberinfrastructure
Cytoscapeの現状とCyberinfrastructure
 
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
 
GraphLab Conference 2014 Cytoscape Flyer
GraphLab Conference 2014 Cytoscape FlyerGraphLab Conference 2014 Cytoscape Flyer
GraphLab Conference 2014 Cytoscape Flyer
 
Cytoscape Untangles the Web: a first step towards Cytoscape Cyberinfrastructu...
Cytoscape Untangles the Web: a first step towards Cytoscape Cyberinfrastructu...Cytoscape Untangles the Web: a first step towards Cytoscape Cyberinfrastructu...
Cytoscape Untangles the Web: a first step towards Cytoscape Cyberinfrastructu...
 
NeXO Web Poster for ISMB 2014 BioVis SIG
NeXO Web Poster for ISMB 2014 BioVis SIGNeXO Web Poster for ISMB 2014 BioVis SIG
NeXO Web Poster for ISMB 2014 BioVis SIG
 
Towards the Cytoscape Cyberinfrastructure
Towards the Cytoscape CyberinfrastructureTowards the Cytoscape Cyberinfrastructure
Towards the Cytoscape Cyberinfrastructure
 
OPENVIS Conference Quick Report Part 2
OPENVIS Conference Quick Report Part 2OPENVIS Conference Quick Report Part 2
OPENVIS Conference Quick Report Part 2
 
OpenVis Conference Report Part 1 (and Introduction to D3.js)
OpenVis Conference Report Part 1 (and Introduction to D3.js)OpenVis Conference Report Part 1 (and Introduction to D3.js)
OpenVis Conference Report Part 1 (and Introduction to D3.js)
 
Cytoscape and External Data Analysis Tools
Cytoscape and External Data Analysis ToolsCytoscape and External Data Analysis Tools
Cytoscape and External Data Analysis Tools
 
Visualized Conference and jQuery Conference
Visualized Conference and jQuery ConferenceVisualized Conference and jQuery Conference
Visualized Conference and jQuery Conference
 
Cytoscape Tutorial Session 2 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Cytoscape Tutorial Session 2 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)Cytoscape Tutorial Session 2 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Cytoscape Tutorial Session 2 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
 
Cytoscape Tutorial Session 1 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Cytoscape Tutorial Session 1 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)Cytoscape Tutorial Session 1 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
Cytoscape Tutorial Session 1 at UT-KBRIN Bioinformatics Summit 2014 (4/11/2014)
 

Recently uploaded

Surface properties of the seas of Titan as revealed by Cassini mission bistat...
Surface properties of the seas of Titan as revealed by Cassini mission bistat...Surface properties of the seas of Titan as revealed by Cassini mission bistat...
Surface properties of the seas of Titan as revealed by Cassini mission bistat...
Sérgio Sacani
 
Potential of Marine Renewable and Non renewable energy.pptx
Potential of Marine Renewable and Non renewable energy.pptxPotential of Marine Renewable and Non renewable energy.pptx
Potential of Marine Renewable and Non renewable energy.pptx
J. Bovas Joel BFSc
 
Lunar Mobility Drivers and Needs - Artemis
Lunar Mobility Drivers and Needs - ArtemisLunar Mobility Drivers and Needs - Artemis
Lunar Mobility Drivers and Needs - Artemis
Sérgio Sacani
 
Detection of the elusive dangling OH ice features at ~2.7 μm in Chamaeleon I ...
Detection of the elusive dangling OH ice features at ~2.7 μm in Chamaeleon I ...Detection of the elusive dangling OH ice features at ~2.7 μm in Chamaeleon I ...
Detection of the elusive dangling OH ice features at ~2.7 μm in Chamaeleon I ...
Sérgio Sacani
 
Plant Kingdom BioHack class 11 neet ....
Plant Kingdom BioHack class 11 neet ....Plant Kingdom BioHack class 11 neet ....
Plant Kingdom BioHack class 11 neet ....
anushkakharat13
 
Rapid pulse drying of marine biomasses - Sigurd Sannan
Rapid pulse drying of marine biomasses - Sigurd SannanRapid pulse drying of marine biomasses - Sigurd Sannan
Rapid pulse drying of marine biomasses - Sigurd Sannan
Faculty of Applied Chemistry and Materials Science
 
A Strong He II λ1640 Emitter with an Extremely Blue UV Spectral Slope at z=8....
A Strong He II λ1640 Emitter with an Extremely Blue UV Spectral Slope at z=8....A Strong He II λ1640 Emitter with an Extremely Blue UV Spectral Slope at z=8....
A Strong He II λ1640 Emitter with an Extremely Blue UV Spectral Slope at z=8....
Sérgio Sacani
 
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
Sérgio Sacani
 
Potential of Marine renewable and Non renewable energy.pptx
Potential of Marine renewable and Non renewable energy.pptxPotential of Marine renewable and Non renewable energy.pptx
Potential of Marine renewable and Non renewable energy.pptx
J. Bovas Joel BFSc
 
Pancreas_functional anatomy_enzymes.pptx
Pancreas_functional anatomy_enzymes.pptxPancreas_functional anatomy_enzymes.pptx
Pancreas_functional anatomy_enzymes.pptx
muralinath2
 
THE ESSENCE OF CHANGE CHAPTER ,energy,conversion,life is easy,laws of physics
THE ESSENCE OF CHANGE CHAPTER ,energy,conversion,life is easy,laws of physicsTHE ESSENCE OF CHANGE CHAPTER ,energy,conversion,life is easy,laws of physics
THE ESSENCE OF CHANGE CHAPTER ,energy,conversion,life is easy,laws of physics
Dr. sreeremya S
 
Gametogenesis: Male gametes Formation Process / Spermatogenesis .pdf
Gametogenesis: Male gametes Formation Process / Spermatogenesis .pdfGametogenesis: Male gametes Formation Process / Spermatogenesis .pdf
Gametogenesis: Male gametes Formation Process / Spermatogenesis .pdf
SELF-EXPLANATORY
 
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
Sérgio Sacani
 
Introduction to Space (Our Solar System)
Introduction to Space (Our Solar System)Introduction to Space (Our Solar System)
Introduction to Space (Our Solar System)
vanshgarg8002
 
MCQ in Electrostatics. for class XII pptx
MCQ in Electrostatics. for class XII  pptxMCQ in Electrostatics. for class XII  pptx
MCQ in Electrostatics. for class XII pptx
ArunachalamM22
 
MARIGREEN PROJECT - overview, Oana Cristina Pârvulescu
MARIGREEN PROJECT - overview, Oana Cristina PârvulescuMARIGREEN PROJECT - overview, Oana Cristina Pârvulescu
MARIGREEN PROJECT - overview, Oana Cristina Pârvulescu
Faculty of Applied Chemistry and Materials Science
 
Review Article:- A REVIEW ON RADIOISOTOPES IN CANCER THERAPY
Review Article:- A REVIEW ON RADIOISOTOPES IN CANCER THERAPYReview Article:- A REVIEW ON RADIOISOTOPES IN CANCER THERAPY
Review Article:- A REVIEW ON RADIOISOTOPES IN CANCER THERAPY
niranjangiri009
 
Testing the Son of God Hypothesis (Jesus Christ)
Testing the Son of God Hypothesis (Jesus Christ)Testing the Son of God Hypothesis (Jesus Christ)
Testing the Son of God Hypothesis (Jesus Christ)
Robert Luk
 
Buy Xanax online now at chemworldstore.net
Buy Xanax online now at chemworldstore.netBuy Xanax online now at chemworldstore.net
Buy Xanax online now at chemworldstore.net
ludasams003
 
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
Sérgio Sacani
 

Recently uploaded (20)

Surface properties of the seas of Titan as revealed by Cassini mission bistat...
Surface properties of the seas of Titan as revealed by Cassini mission bistat...Surface properties of the seas of Titan as revealed by Cassini mission bistat...
Surface properties of the seas of Titan as revealed by Cassini mission bistat...
 
Potential of Marine Renewable and Non renewable energy.pptx
Potential of Marine Renewable and Non renewable energy.pptxPotential of Marine Renewable and Non renewable energy.pptx
Potential of Marine Renewable and Non renewable energy.pptx
 
Lunar Mobility Drivers and Needs - Artemis
Lunar Mobility Drivers and Needs - ArtemisLunar Mobility Drivers and Needs - Artemis
Lunar Mobility Drivers and Needs - Artemis
 
Detection of the elusive dangling OH ice features at ~2.7 μm in Chamaeleon I ...
Detection of the elusive dangling OH ice features at ~2.7 μm in Chamaeleon I ...Detection of the elusive dangling OH ice features at ~2.7 μm in Chamaeleon I ...
Detection of the elusive dangling OH ice features at ~2.7 μm in Chamaeleon I ...
 
Plant Kingdom BioHack class 11 neet ....
Plant Kingdom BioHack class 11 neet ....Plant Kingdom BioHack class 11 neet ....
Plant Kingdom BioHack class 11 neet ....
 
Rapid pulse drying of marine biomasses - Sigurd Sannan
Rapid pulse drying of marine biomasses - Sigurd SannanRapid pulse drying of marine biomasses - Sigurd Sannan
Rapid pulse drying of marine biomasses - Sigurd Sannan
 
A Strong He II λ1640 Emitter with an Extremely Blue UV Spectral Slope at z=8....
A Strong He II λ1640 Emitter with an Extremely Blue UV Spectral Slope at z=8....A Strong He II λ1640 Emitter with an Extremely Blue UV Spectral Slope at z=8....
A Strong He II λ1640 Emitter with an Extremely Blue UV Spectral Slope at z=8....
 
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
 
Potential of Marine renewable and Non renewable energy.pptx
Potential of Marine renewable and Non renewable energy.pptxPotential of Marine renewable and Non renewable energy.pptx
Potential of Marine renewable and Non renewable energy.pptx
 
Pancreas_functional anatomy_enzymes.pptx
Pancreas_functional anatomy_enzymes.pptxPancreas_functional anatomy_enzymes.pptx
Pancreas_functional anatomy_enzymes.pptx
 
THE ESSENCE OF CHANGE CHAPTER ,energy,conversion,life is easy,laws of physics
THE ESSENCE OF CHANGE CHAPTER ,energy,conversion,life is easy,laws of physicsTHE ESSENCE OF CHANGE CHAPTER ,energy,conversion,life is easy,laws of physics
THE ESSENCE OF CHANGE CHAPTER ,energy,conversion,life is easy,laws of physics
 
Gametogenesis: Male gametes Formation Process / Spermatogenesis .pdf
Gametogenesis: Male gametes Formation Process / Spermatogenesis .pdfGametogenesis: Male gametes Formation Process / Spermatogenesis .pdf
Gametogenesis: Male gametes Formation Process / Spermatogenesis .pdf
 
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
 
Introduction to Space (Our Solar System)
Introduction to Space (Our Solar System)Introduction to Space (Our Solar System)
Introduction to Space (Our Solar System)
 
MCQ in Electrostatics. for class XII pptx
MCQ in Electrostatics. for class XII  pptxMCQ in Electrostatics. for class XII  pptx
MCQ in Electrostatics. for class XII pptx
 
MARIGREEN PROJECT - overview, Oana Cristina Pârvulescu
MARIGREEN PROJECT - overview, Oana Cristina PârvulescuMARIGREEN PROJECT - overview, Oana Cristina Pârvulescu
MARIGREEN PROJECT - overview, Oana Cristina Pârvulescu
 
Review Article:- A REVIEW ON RADIOISOTOPES IN CANCER THERAPY
Review Article:- A REVIEW ON RADIOISOTOPES IN CANCER THERAPYReview Article:- A REVIEW ON RADIOISOTOPES IN CANCER THERAPY
Review Article:- A REVIEW ON RADIOISOTOPES IN CANCER THERAPY
 
Testing the Son of God Hypothesis (Jesus Christ)
Testing the Son of God Hypothesis (Jesus Christ)Testing the Son of God Hypothesis (Jesus Christ)
Testing the Son of God Hypothesis (Jesus Christ)
 
Buy Xanax online now at chemworldstore.net
Buy Xanax online now at chemworldstore.netBuy Xanax online now at chemworldstore.net
Buy Xanax online now at chemworldstore.net
 
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
 

Introduction to Biological Network Analysis and Visualization with Cytoscape Part1