A MapReduce tool for in-depth analysis of KEGG pathways: Identification and visualization of therapeutic target candidates

Giuseppe Alessandro Parasiliti Palumbo, Pietro Biondi, Giuseppe Sgroi, Marzio Pennisi, Giulia Russo, Francesco Pappalardo

Risultato della ricerca: Capitolo in libro/report/atti di convegnoContributo a conferenzapeer review

Abstract

Intracellular biochemical reactions emerge from the interaction among multiple extracellular signaling components. Considering the number, type and connections of the signaling components represents a needed step to characterize, identify and describe potential targets for a clinical purpose. However, it is increasingly documented that the presence of sub-types of signaling proteins, branching and crosstalk may lead to very variable outcomes in the same path, which is not always well defined experimentally. For this reason, we present an improved version of the algorithm based on the MapReduce paradigm to facilitate the discovery of new therapeutic targets. Our algorithm allows you to scan and perform a search in depth of biological pathway in order to analyze less recurrent and therefore non-trivial paths. These routes represent a chain of biochemical interactions among different biological actors that can be represented by quite distant nodes along the pathway. This type of analysis can also be performed manually, but with high execution times due to the large amount of pathways and genes present. Thus, our tool performs exhaustive analysis in an automated way, drastically reducing the time required. Our proposal allows us to discover the genes far from the initial target genes, also showing the number of occurrences of a given path found within the set of biological pathways analyzed during the simulation.

Lingua originaleInglese
Titolo della pubblicazione ospiteProceedings - 2019 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2019
EditorIllhoi Yoo, Jinbo Bi, Xiaohua Tony Hu
EditoreInstitute of Electrical and Electronics Engineers Inc.
Pagine2157-2162
Numero di pagine6
ISBN (elettronico)9781728118673
DOI
Stato di pubblicazionePubblicato - nov 2019
Pubblicato esternamente
Evento2019 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2019 - San Diego, United States
Durata: 18 nov 201921 nov 2019

Serie di pubblicazioni

NomeProceedings - 2019 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2019

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???2019 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2019
Paese/TerritorioUnited States
CittàSan Diego
Periodo18/11/1921/11/19

Fingerprint

Entra nei temi di ricerca di 'A MapReduce tool for in-depth analysis of KEGG pathways: Identification and visualization of therapeutic target candidates'. Insieme formano una fingerprint unica.

Cita questo