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THE TABLOID PROTEOME
ORTHOGONAL RE USE OF PUBLIC PROTEOMICS DATA TO
DERIVE BIOLOGICALLY RELATED PROTEIN NETWORK
surya gupta
surya.gupta@vib-ugent.be
@suryagupta08
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.
Proteins play an important role in cell function and
communication
http://www.axt.com.au/proteomics-proteins-properties-functions/
proteins associate with other proteins to perform their
functions
Malley et al., 2016
proteins associate with other proteins to perform their
functions
cancerobesity
type 2 diabetes
neurodegeneration
Malley et al., 2016, Laplante et al.,2013
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.
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
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
CC BY-SA 4.0
Total 2325 protein pairs were found have at least
Jaccard similarity score of 0.4
CC BY-SA 4.0
71% of protein pairs were known to be associated
according to five knowledge bases
CC BY-SA 4.0
Selection of a good database model is important
to handle complexity of data
CC BY-SA 4.0
It is easy to store, query and visualize multiple
association from graph database
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
CC BY-SA 4.0
It is easy to store, query and visualize multiple
association from graph database
CC BY-SA 4.0
Graph database also allows fast queries for search
related to shared nodes
CC BY-SA 4.0
Graph database also allows fast queries for search
related to shared nodes
CC BY-SA 4.0
http://tabloidproteome.com
Tabloid Proteome is an annotated online database
for associated protein pairs
Gupta et al., 2018 NAR
CC BY-SA 4.0
Tabloid Proteome is an annotated online database
for associated protein pairs
Gupta et al., 2018 NAR
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
CC BY-SA 4.0
The results can also be visualized as a graph
Tabloid Proteome: version 1.4 CC BY-SA 4.0
CC BY-SA 4.0
With Graph database, it is easy to check for in-direct
relations between two proteins
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
http://poy.time.com/2013/12/10/the-year-in-connections-2013/
CC BY-SA 4.0
www.compomics.com
@compomics
www.crl-mappit.be

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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
  • 2. 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.
  • 3.
  • 4. Proteins play an important role in cell function and communication http://www.axt.com.au/proteomics-proteins-properties-functions/
  • 5. proteins associate with other proteins to perform their functions Malley et al., 2016
  • 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
  • 19. CC BY-SA 4.0 http://tabloidproteome.com Tabloid Proteome is an annotated online database for associated protein pairs Gupta et al., 2018 NAR
  • 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