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BMC bioinformatics, 2020-04, Vol.21 (1), p.165-165, Article 165
2020
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Autor(en) / Beteiligte
Titel
Intrinsic limitations in mainstream methods of identifying network motifs in biology
Ist Teil von
  • BMC bioinformatics, 2020-04, Vol.21 (1), p.165-165, Article 165
Ort / Verlag
England: BioMed Central
Erscheinungsjahr
2020
Quelle
EZB Electronic Journals Library
Beschreibungen/Notizen
  • Network motifs are connectivity structures that occur with significantly higher frequency than chance, and are thought to play important roles in complex biological networks, for example in gene regulation, interactomes, and metabolomes. Network motifs may also become pivotal in the rational design and engineering of complex biological systems underpinning the field of synthetic biology. Distinguishing true motifs from arbitrary substructures, however, remains a challenge. Here we demonstrate both theoretically and empirically that implicit assumptions present in mainstream methods for motif identification do not necessarily hold, with the ramification that motif studies using these mainstream methods are less able to effectively differentiate between spurious results and events of true statistical significance than is often presented. We show that these difficulties cannot be overcome without revising the methods of statistical analysis used to identify motifs. Present-day methods for the discovery of network motifs, and, indeed, even the methods for defining what they are, are critically reliant on a set of incorrect assumptions, casting a doubt on the scientific validity of motif-driven discoveries. The implications of these findings are therefore far-reaching across diverse areas of biology.
Sprache
Englisch
Identifikatoren
ISSN: 1471-2105
eISSN: 1471-2105
DOI: 10.1186/s12859-020-3441-x
Titel-ID: cdi_doaj_primary_oai_doaj_org_article_bbd6a5aea6f445c2bbf9d9cca63e0b8c

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