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This leads to advances in data science being actualized in the context of many different domains. Conclusions from datasets using innovative algorithms are obvious aspects but advances in data science can take on many different forms such as new methods for data interpretation, new data integration and processing technologies, or as will be the topic of this editorial, data visualization techniques. The parity and complementary relationship between techniques from all domains provide ways to improve discovery although quantifying the contributions to discovery process from each technique can be elusive. The experiences described here come from visualizing life science multi-omics data, but most of the remarks can be associated with visualization methods in general. From the perspective that visualization serves as an important method for shaping data science interpretations, this paper sets out: 1) some of the necessary requirements for visualization tools due to the nature of multi-omics datasets and, 2) some of the difficulties encountered in creating and valorizing new visualization implementations for scientific discovery. https://doi.org/10.3233/DS-170009 http://purl.org/dc/terms/date 2017-10-17 https://doi.org/10.3233/DS-170009 http://purl.org/dc/terms/isPartOf http://id.crossref.org/issn/2451-8492 https://doi.org/10.3233/DS-170009 http://purl.org/dc/terms/title Valorizing omics visualization for discovery https://doi.org/10.3233/DS-170009 http://purl.org/ontology/bibo/issue 1-2 https://doi.org/10.3233/DS-170009 http://purl.org/ontology/bibo/volume 1 https://doi.org/10.3233/DS-170009 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/PositionPaper https://orcid.org/0000-0001-6818-334X http://schema.org/affiliation https://ror.org/01v5xwf23 https://orcid.org/0000-0001-6818-334X http://schema.org/email chchichester@gmail.com https://orcid.org/0000-0001-6818-334X http://xmlns.com/foaf/0.1/name Christine Chichester https://ror.org/01v5xwf23 http://xmlns.com/foaf/0.1/name Department of BioSystems Informatics, Nestle Institute of Heath Sciences, Lausanne, Switzerland https://w3id.org/kpxl/ios/ds/np/RATNxBqGHdtFcFnl8BccMV6T2tIfZ4RbSBpc7tWIsB4Rw/author-list http://www.w3.org/1999/02/22-rdf-syntax-ns#_1 https://orcid.org/0000-0001-6818-334X https://w3id.org/kpxl/ios/ds/np/RATNxBqGHdtFcFnl8BccMV6T2tIfZ4RbSBpc7tWIsB4Rw/provenance https://w3id.org/kpxl/ios/ds/np/RATNxBqGHdtFcFnl8BccMV6T2tIfZ4RbSBpc7tWIsB4Rw/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0000-0001-6818-334X https://w3id.org/kpxl/ios/ds/np/RATNxBqGHdtFcFnl8BccMV6T2tIfZ4RbSBpc7tWIsB4Rw/pubinfo https://orcid.org/0000-0001-6818-334X http://xmlns.com/foaf/0.1/name Christine Chichester https://orcid.org/0000-0002-1267-0234 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