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3 surya gupta - tabloid proteome
1. THE TABLOID PROTEOME
ORTHOGONAL RE USE OF PUBLIC PROTEOMICS DATA TO
DERIVE BIOLOGICALLY RELATED PROTEIN NETWORK
surya gupta
surya.gupta@vib-ugent.be
@suryagupta08
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Delilah.
3.
4. Proteins play an important role in cell function and
communication
http://www.axt.com.au/proteomics-proteins-properties-functions/
6. proteins associate with other proteins to perform their
functions
cancerobesity
type 2 diabetes
neurodegeneration
Malley et al., 2016, Laplante et al.,2013
7. Jennifer Lopez Is ''Having Fun'' With Drake but is it serious?
Last week, Drake and Jennifer went to the
same party at new Los Angeles hot spot
Delilah.
8.
9. CC BY-SA 4.0
Protein co-occurrence is used to detect a possible
biological relationship between co-occurring pairs
PRIDE MS experiments
Martens et al., 2005
10. CC BY-SA 4.0
Identified proteins are paired, and these pairs are
further mapped with the existing database knowledge
Reprocess Associations Annotations
Jaccard similarity coefficient
PRIDE datasets Associated
protein pairs
Gupta et al., 2017 JPR
11. CC BY-SA 4.0
Total 2325 protein pairs were found have at least
Jaccard similarity score of 0.4
12. CC BY-SA 4.0
71% of protein pairs were known to be associated
according to five knowledge bases
13. CC BY-SA 4.0
Selection of a good database model is important
to handle complexity of data
14. CC BY-SA 4.0
It is easy to store, query and visualize multiple
association from graph database
15. CC BY-SA 4.0
Neo4j based graph database is used to store this
large amount of protein association
Selection of a good database model is important
to handle complexity of data
16. CC BY-SA 4.0
It is easy to store, query and visualize multiple
association from graph database
17. CC BY-SA 4.0
Graph database also allows fast queries for search
related to shared nodes
18. CC BY-SA 4.0
Graph database also allows fast queries for search
related to shared nodes
20. CC BY-SA 4.0
Tabloid Proteome is an annotated online database
for associated protein pairs
Gupta et al., 2018 NAR
21. CC BY-SA 4.0
Results in the online Tabloid Proteome is represented
in two forms: table view and graph View
Table View Graph View
Gupta et al., 2018 NAR
22. CC BY-SA 4.0
The results can also be visualized as a graph
Tabloid Proteome: version 1.4 CC BY-SA 4.0
23. CC BY-SA 4.0
With Graph database, it is easy to check for in-direct
relations between two proteins
24. CC BY-SA 4.0
Graph algorithms can be used to detect class of
proteins with related biological function
MĂŒller et al., 2008; Ni et al., 2017