Français Anglais
Accueil Annuaire Plan du site
Accueil > Evenements > Séminaires
Séminaire d'équipe(s) BioInfo
Multiple network alignment via data fusion
Noël Malod-Dognin

13 November 2014, 15h00 - 13 November 2014, 16h00
Salle/Bat : 465/PCRI-N
Contact :

Activités de recherche : Biologie structurale

Résumé :
Discovering patterns in networks of protein-protein interactions (PPIs) is a
central problem in systems biology. Alignments between these networks aid
functional understanding as they uncover important information, such as
evolutionary conserved pathways, protein complexes and functional orthologs.
The objective of a multiple network alignment is to create clusters of nodes
that are evolutionarily conserved and functionally consistent across all
networks. Unfortunately, the alignment methods proposed thus far do not fully
meet this objective, as they are guided by pairwise scores that do not utilize
the entire functional and topological information across all networks.

To overcome this weakness, we propose FUSE, a multiple network aligner that
utilizes all functional and topological information in all PPI networks. It
works in two steps. First, it computes novel similarity scores of proteins
across the PPI networks by fusing from all aligned networks both the protein
wiring patterns and their sequence similarities, using Non-negative Matrix
Tri-Factorization (NMTF). When we apply NMTF on the five largest and most
complete PPI networks from BioGRID, we show that NMTF finds a larger number of
protein pairs across the PPI networks that are functionally conserved than
can be found by using protein sequence similarities alone. This demonstrates
complementarity of protein sequence and their wiring patterns in the PPI
networks. In the second step, FUSE uses a novel maximum weight k-partite
matching approximation algorithm to find an alignment between multiple
networks. We compare FUSE with the state of the art multiple network aligners
and show that it produces the largest number of functionally consistent
clusters that cover all aligned PPI networks.

Pour en savoir plus :
Séminaires
A Two-level Auction for Resource Allocation in Mul
Réseaux sans fil et mobiles
Friday 09 March 2018 - 14h30
Salle : 445 - PCRI-N
Mira Morcos .............................................

Binary pattern of length greater than 14 are abeli
Combinatoire
Friday 09 February 2018 - 14h30
Salle : 445 - PCRI-N
Matthieu Rosenfeld .............................................

Approximate Bayesian Computation and Random Forest
Thursday 08 February 2018 - 00h00
Salle : 455 - PCRI-N
Valentin Thouzeau .............................................

A concurrent lock-free algorithm for computing a f
Combinatoire
Friday 12 January 2018 - 14h30
Salle : 445 - PCRI-N
James Mitchell .............................................

Acyclic Partitioning of Large Directed Acyclic Gra
Calcul à haute performance
Tuesday 09 January 2018 - 10h30
Salle : 465 - PCRI-N
Julien Herrmann .............................................