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SEQUOIA: significance enhanced network querying through context-sensitive random walk and minimization of network conductance

Hyundoo Jeong, Byung-Jun Yoon
2017 BMC Systems Biology  
Network querying algorithms provide computational means to identify conserved network modules in large-scale biological networks that are similar to known functional modules, such as pathways or molecular  ...  Results: In this paper, we propose SEQUOIA, a novel network querying algorithm that effectively addresses these issues by utilizing a context-sensitive random walk (CSRW) model for network comparison and  ...  Acknowledgements This work was supported in part by the National Science Foundation through the NSF Award CCF-1149544.  ... 
doi:10.1186/s12918-017-0404-6 pmid:28361708 pmcid:PMC5374659 fatcat:6a5ir3bir5cqznm7lvljy4klqu

SEQUOIA

Hyundoo Jeong, Byung-Jun Yoon
2016 Proceedings of the 7th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics - BCB '16  
Network querying algorithms provide computational means to identify conserved network modules in large-scale biological networks that are similar to known functional modules, such as pathways or molecular  ...  Results: In this paper, we propose SEQUOIA, a novel network querying algorithm that effectively addresses these issues by utilizing a context-sensitive random walk (CSRW) model for network comparison and  ...  Acknowledgements This work was supported in part by the National Science Foundation through the NSF Award CCF-1149544.  ... 
doi:10.1145/2975167.2985676 dblp:conf/bcb/JeongY16 fatcat:arggxqnbgrbt3eb6pptym6cvr4

CUFID-query: accurate network querying through random walk based network flow estimation

Hyundoo Jeong, Xiaoning Qian, Byung-Jun Yoon
2017 BMC Bioinformatics  
As a result, such conserved functional modules can be identified through comparative analysis of biological networks.  ...  Conclusions: Through extensive performance evaluation based on biological networks with known functional modules, we show that CUFID-query outperforms the existing state-of-the-art algorithms in terms  ...  Acknowledgements This work was supported in part by the National Science Foundation through the NSF Award CCF-1149544 and NSF Award CCF-1447235.  ... 
doi:10.1186/s12859-017-1899-y pmid:29297279 pmcid:PMC5751815 fatcat:foqreqkwmnf55i6xjapuwwpb2y

Discovery of biological networks from diverse functional genomic data

Chad L Myers, Drew Robson, Adam Wible, Matthew A Hibbs, Camelia Chiriac, Chandra L Theesfeld, Kara Dolinski, Olga G Troyanskaya
2005 Genome Biology  
We have developed a general probabilistic system for query-based discovery of pathway-specific networks through integration of diverse genome-wide data.  ...  This framework was validated by accurately recovering known networks for 31 biological processes in Saccharomyces cerevisiae and experimentally verifying predictions for the process of chromosomal segregation  ...  the network search algorithm toward the specific biological context represented in the query set.  ... 
doi:10.1186/gb-2005-6-13-r114 pmid:16420673 pmcid:PMC1414113 fatcat:zbwq3u3eufebrdbwqlikgteljq

ChiBE: interactive visualization and manipulation of BioPAX pathway models

Ozgun Babur, Ugur Dogrusoz, Emek Demir, Chris Sander
2009 Computer applications in the biosciences : CABIOS  
Users can easily query and visualize pathways through an integrated Pathway Commons query tool and analyze molecular profiles in pathway context.  ...  and molecular complexes.  ...  , to discovering graph-theoretic properties in biological networks.  ... 
doi:10.1093/bioinformatics/btp665 pmid:20007251 pmcid:PMC2815657 fatcat:2iaoiahmgfccxewyjguyph4clq

Integrating biological pathways and genomic profiles with ChiBE 2

Özgün Babur, Ugur Dogrusoz, Merve Çakır, Bülent Aksoy, Nikolaus Schultz, Chris Sander, Emek Demir
2014 BMC Genomics  
Results: ChiBE is a free, open-source software tool for visualizing, querying, and analyzing human biological pathways in BioPAX format.  ...  as well as in local BioPAX models.  ...  ChiBE identifies an altered complex in breast cancer In this example, we start with a list of frequently mutated genes in breast cancer.  ... 
doi:10.1186/1471-2164-15-642 pmid:25086704 pmcid:PMC4131037 fatcat:o72jriywrzfzhgg5l5m56jxqoq

Genetic studies of diseases

C. K. Kwoh, P. Y. Ng
2007 Cellular and Molecular Life Sciences (CMLS)  
The biological system is a complex physicochemical system consisting of numerous dynamic networks of biochemical reactions and signaling interactions between cellular components.  ...  The numerous online pathway databases vary widely in coverage and representation of biological processes.  ...  Discussion: networks analysis of biological system In this current stage of information explosion, massive scale experimental datasets are only meaningful when scrupulously interpreted in the context of  ... 
doi:10.1007/s00018-007-7053-7 pmid:17415520 fatcat:xv7my5xo3jdkbbdmvhsbawo7li

Reactome: An integrated expert model of human molecular processes and access toolkit

Bernard de Bono, Imre Vastrik, Peter D'Eustachio, Esther Schmidt, Gopal Gopinath, David Croft, Marc Gillespie, Bijay Jassal, Suzanna Lewis, Lisa Matthews, Guanming Wu, Ewan Birney (+1 others)
2007 Journal of Integrative Bioinformatics  
SummaryThe behaviour of pervasive molecular processes in human biology can be studied through the large-scale modeling of the molecular events that define them.  ...  This resource dataset is systematically cross-referenced to major molecular and literature databases, and is accessible to the community in a number of well-established formats.  ...  : The formation of molecular complexes is a mainstay in representing a number of biological scenarios.  ... 
doi:10.1515/jib-2007-84 fatcat:a2bb4t4pfrduvnavqzmmwioykq

Integration of omics data: how well does it work for bacteria?

Sigrid C. J. De Keersmaecker, Inge M. V. Thijs, Jos Vanderleyden, Kathleen Marchal
2006 Molecular Microbiology  
However, because of the complexity of biological systems and the specificities of the data-generating technologies (noisiness, heterogeneity, etc.), integrating omics data in an attempt to reconstruct  ...  signalling networks is not trivial.  ...  Acknowledgements We apologize to those colleagues whose work we have been forced to omit through considerations of space. This work is partially supported by: (i)  ... 
doi:10.1111/j.1365-2958.2006.05453.x pmid:17040488 fatcat:jsstbyt3cbf3le3upkrstfi6vy

Systems Proteomics for Translational Network Medicine

D. K. Arrell, A. Terzic
2012 Circulation: Cardiovascular Genetics  
biological contexts.  ...  Network medicine/biology Analysis of molecular (eg, protein, gene, metabolite) interaction networks through complex network theory, comprising topological features characterizing symmetric or asymmetric  ... 
doi:10.1161/circgenetics.110.958991 pmid:22896016 pmcid:PMC3466103 fatcat:hudrukaw5je4bfanb4hlcyjege

Protein–glycosaminoglycan interaction networks: Focus on heparan sulfate

Sylvie Ricard-Blum
2017 Perspectives in Science  
situations such as angiogenesis and host-pathogen interactions, (iv) to build, contextualize and analyze the corresponding protein-heparan sulfate interaction networks to identify molecular connections  ...  The aim of our work is (i) to identify and characterize protein-GAG interactions occurring at the cell surface and in the ECM, (ii) to study the assembly of multimolecular complexes formed at the cell  ...  to their binding to proteins in a biologically relevant context.  ... 
doi:10.1016/j.pisc.2016.10.004 fatcat:pwxcs3smezg3ddhmls4ce6nh24

Comparative analysis of protein networks

Nir Atias, Roded Sharan
2012 Communications of the ACM  
In the context of comparative network analysis, color coding was mainly used to tackle network querying problems, where typically the query subnetwork is small (5-15 proteins), motivating the use of this  ...  For instance, in Sharan et al., 31 a cross-species analysis is used to identify yeast-bacterial conserved complexes.  ... 
doi:10.1145/2160718.2160738 fatcat:garjqtjvanhgrk5ns5tijtijam

Bioinformatics in the post-sequence era

Minoru Kanehisa, Peer Bork
2003 Nature Genetics  
the identification of clusters of related genes and networks of interacting proteins.  ...  In the past decade, bioinformatics has become an integral part of research and development in the biomedical sciences.  ...  in gene context analysisand these expression clusters can identify potential members of gene groups responsible for specific physiological processes.  ... 
doi:10.1038/ng1109 pmid:12610540 fatcat:xaa5e6mikrdwdhk6gjzsc33hxe

Data integration and visualization system for enabling conceptual biology

P. V. Gopalacharyulu, E. Lindfors, C. Bounsaythip, T. Kivioja, L. Yetukuri, J. Hollmen, M. Oresic
2005 Bioinformatics  
The system implementation is based on a multi-tier architecture using a native XML database and a software tool for querying and visualizing complex biological networks.  ...  Results: Our integration approach is based on the premise that relationships between biological entities can be represented as a complex network.  ...  in a specific context.  ... 
doi:10.1093/bioinformatics/bti1015 pmid:15961455 fatcat:ozhwui4ynvanvll3fc2bsna23e

Network representations of immune system complexity

Naeha Subramanian, Parizad Torabi-Parizi, Rachel A. Gottschalk, Ronald N. Germain, Bhaskar Dutta
2015 Wiley Interdisciplinary Reviews: Systems Biology and Medicine  
These networks range from those involving gene regulatory and proteinprotein interactions underlying intracellular signaling pathways and single cell responses to increasingly complex networks of in vivo  ...  The mammalian immune system is a dynamic multi-scale system composed of a hierarchically organized set of molecular, cellular and organismal networks that act in concert to promote effective host defense  ...  Recent technological advances have enabled us to query these many levels through acquisition of large-scale 'omics' datasets that have facilitated network biology research in the context of innate immune  ... 
doi:10.1002/wsbm.1288 pmid:25625853 pmcid:PMC4339634 fatcat:pe7eqjaqijhgrhhz5wtfep42ju
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