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2018 | OriginalPaper | Buchkapitel

A Visual Analytics Technique for Exploring Gene Expression in the Developing Mouse Embryo

verfasst von : Simon Andrews, Kenneth McLeod

Erschienen in: Graph-Based Representation and Reasoning

Verlag: Springer International Publishing

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Abstract

This paper describes a novel visual analytics technique for exploring gene expression in the developing mouse embryo. The majority of existing techniques either visualise a single gene profile or a single tissue profile, whereas the technique presented here combines both - visualising the genes expressed in each tissue in a group of tissues (the components of the developing heart, for example). The technique is presented using data, provided by the Edinburgh Mouse Atlas Project, of gene expression assays conducted on tissues of the developing mouse embryo and a corresponding hierarchical graph of tissues defining the mouse anatomy. By specifying a particular tissue, such as the heart, and a particular stage of development, a Formal Context is computed making use of the hierarchical mouse anatomy so that the resulting Formal Concept Lattice visualises the components of the specified tissue and the genes expressed in each component. An algorithm is presented that defines the computation the Formal Context. Examples of resulting lattices are given to illustrate the technique and show how it can provide useful information to researchers of gene expression and embryo development.

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Fußnoten
2
The lattices presented in this paper were all produced using Concept Explorer [12] available at https://​sourceforge.​net/​projects/​conexp/​.
 
Literatur
1.
Zurück zum Zitat Hamosh, A., Scott, A.F., Amberger, J.S., Bocchini, C.A., McKusick, V.A.: Online Mendelian Inheritance in Man (OMIM), a knowledgebase of human genes and genetic disorders. Nucleic Acids Res. 33, 514–517 (2005)CrossRef Hamosh, A., Scott, A.F., Amberger, J.S., Bocchini, C.A., McKusick, V.A.: Online Mendelian Inheritance in Man (OMIM), a knowledgebase of human genes and genetic disorders. Nucleic Acids Res. 33, 514–517 (2005)CrossRef
2.
Zurück zum Zitat Ran, F.A., Hsu, P.D., Wright, J., Agarwala, V., Scott, D.A., Zhang, F.: Genome engineering using the CRISPR-Cas9 system. Nat. Protoc. 8(11), 2281 (2013)CrossRef Ran, F.A., Hsu, P.D., Wright, J., Agarwala, V., Scott, D.A., Zhang, F.: Genome engineering using the CRISPR-Cas9 system. Nat. Protoc. 8(11), 2281 (2013)CrossRef
3.
Zurück zum Zitat Milunsky, A., Milunsky, J.M.: Genetic Disorders and the Fetus: Diagnosis, Prevention, and Treatment. Wiley, New York (2015)CrossRef Milunsky, A., Milunsky, J.M.: Genetic Disorders and the Fetus: Diagnosis, Prevention, and Treatment. Wiley, New York (2015)CrossRef
4.
Zurück zum Zitat Richardson, L., Venkataraman, S., Stevenson, P., Yang, Y., Moss, J., Graham, L., Burton, N., Hill, B., Rao, J., Baldock, R.A., et al.: EMAGE mouse embryo spatial gene expression database: 2014 update. Nucleic Acids Res. 42(D1), D835–D844 (2013)CrossRef Richardson, L., Venkataraman, S., Stevenson, P., Yang, Y., Moss, J., Graham, L., Burton, N., Hill, B., Rao, J., Baldock, R.A., et al.: EMAGE mouse embryo spatial gene expression database: 2014 update. Nucleic Acids Res. 42(D1), D835–D844 (2013)CrossRef
7.
Zurück zum Zitat Priss, U.: Formal concept analysis in information science. Annu. Rev. Inf. Sci. Technol. (ASIST) 40, 521–543 (2008)CrossRef Priss, U.: Formal concept analysis in information science. Annu. Rev. Inf. Sci. Technol. (ASIST) 40, 521–543 (2008)CrossRef
8.
Zurück zum Zitat Wolff, K.E.: A first course in formal concept analysis: how to understand line diagrams. Adv. Stat. Softw. 4, 429–438 (1993) Wolff, K.E.: A first course in formal concept analysis: how to understand line diagrams. Adv. Stat. Softw. 4, 429–438 (1993)
10.
Zurück zum Zitat Theiler, K.: The House Mouse: Atlas of Embryonic Development. Springer Science & Business Media, Heidelberg (2013) Theiler, K.: The House Mouse: Atlas of Embryonic Development. Springer Science & Business Media, Heidelberg (2013)
11.
Zurück zum Zitat Kaufman, M.H.: The Atlas of Mouse Development, vol. 428. Academic Press, London (1992) Kaufman, M.H.: The Atlas of Mouse Development, vol. 428. Academic Press, London (1992)
12.
Zurück zum Zitat Yevtushenko, S.A.: System of data analysis “concept explorer”. In: Proceedings of 7th National Conference on Artificial Intelligence KII-2000, pp. 127–134 (2000). (in Russian) Yevtushenko, S.A.: System of data analysis “concept explorer”. In: Proceedings of 7th National Conference on Artificial Intelligence KII-2000, pp. 127–134 (2000). (in Russian)
13.
Zurück zum Zitat Morgunova, E., Taipale, J.: Structural perspective of cooperative transcription factor binding. Curr. Opin. Struct. Biol. 47, 1–8 (2017)CrossRef Morgunova, E., Taipale, J.: Structural perspective of cooperative transcription factor binding. Curr. Opin. Struct. Biol. 47, 1–8 (2017)CrossRef
14.
Zurück zum Zitat Boyer, L.A., Lee, T.I., Cole, M.F., Johnstone, S.E., Levine, S.S., Zucker, J.P., Guenther, M.G., Kumar, R.M., Murray, H.L., Jenner, R.G., et al.: Core transcriptional regulatory circuitry in human embryonic stem cells. Cell 122(6), 947–956 (2005)CrossRef Boyer, L.A., Lee, T.I., Cole, M.F., Johnstone, S.E., Levine, S.S., Zucker, J.P., Guenther, M.G., Kumar, R.M., Murray, H.L., Jenner, R.G., et al.: Core transcriptional regulatory circuitry in human embryonic stem cells. Cell 122(6), 947–956 (2005)CrossRef
15.
Zurück zum Zitat Wang, X., Guda, C.: Computational analysis of transcriptional circuitries in human embryonic stem cells reveals multiple and independent networks. BioMed. Res. Int. 2014 (2014) Wang, X., Guda, C.: Computational analysis of transcriptional circuitries in human embryonic stem cells reveals multiple and independent networks. BioMed. Res. Int. 2014 (2014)
16.
Zurück zum Zitat Andrews, S., Hirsch, L.: A tool for creating and visualising formal concept trees. In: CEUR Workshop Proceedings: Proceedings of 5th Conceptual Structures Tools & Interoperability Workshop (CSTIW 2016), vol. 1637, pp. 1–9 (2016) Andrews, S., Hirsch, L.: A tool for creating and visualising formal concept trees. In: CEUR Workshop Proceedings: Proceedings of 5th Conceptual Structures Tools & Interoperability Workshop (CSTIW 2016), vol. 1637, pp. 1–9 (2016)
18.
Zurück zum Zitat Andrews, S., McLeod, K.: Gene co-expression in mouse embryo tissues. Int. J. Intell. Inf. Technol. (IJIIT) 9(4), 55–68 (2013)CrossRef Andrews, S., McLeod, K.: Gene co-expression in mouse embryo tissues. Int. J. Intell. Inf. Technol. (IJIIT) 9(4), 55–68 (2013)CrossRef
20.
Zurück zum Zitat Melo, C., Le-Grand, B., Aufaure, M.A., Bezerianos, A.: Extracting and visualising tree-like structures from concept lattices. In: Proceedings of 15th International Conference on Information Visualisation, pp. 261–266. IEEE (2011) Melo, C., Le-Grand, B., Aufaure, M.A., Bezerianos, A.: Extracting and visualising tree-like structures from concept lattices. In: Proceedings of 15th International Conference on Information Visualisation, pp. 261–266. IEEE (2011)
21.
Zurück zum Zitat Taylor, A., McLeod, K., Burger, A.: Semantic visualisation of gene expression information. In: Andrews, S., Dau, F. (eds.) Proceedings of 3rd CUBIST Workshop. CEUR Workshop Proceedings, vol. 1040. CEUR (2013) Taylor, A., McLeod, K., Burger, A.: Semantic visualisation of gene expression information. In: Andrews, S., Dau, F. (eds.) Proceedings of 3rd CUBIST Workshop. CEUR Workshop Proceedings, vol. 1040. CEUR (2013)
22.
Zurück zum Zitat Dau, F.: Towards scalingless generation of formal contexts from an ontology in a triple store. Int. J. Concept. Struct. Smart Appl. (IJCSSA) 1(1), 18–38 (2013) Dau, F.: Towards scalingless generation of formal contexts from an ontology in a triple store. Int. J. Concept. Struct. Smart Appl. (IJCSSA) 1(1), 18–38 (2013)
24.
Zurück zum Zitat Blachona, S., Pensab, R.G., Bessonb, J., Robardetb, C., Boulicautb, J.F., Gandrillona, O.: Clustering formal concepts to discover biologically relevant knowledge from gene expression data. Silico Biol. 7, 476–483 (2007) Blachona, S., Pensab, R.G., Bessonb, J., Robardetb, C., Boulicautb, J.F., Gandrillona, O.: Clustering formal concepts to discover biologically relevant knowledge from gene expression data. Silico Biol. 7, 476–483 (2007)
26.
Zurück zum Zitat Kaytoue, M., Kuznetsov, S.O., Napoli, A., Duplessis, S.: Mining gene expression data with pattern structures in formal concept analysis. Inf. Sci. 181(10), 1989–2001 (2011)MathSciNetCrossRef Kaytoue, M., Kuznetsov, S.O., Napoli, A., Duplessis, S.: Mining gene expression data with pattern structures in formal concept analysis. Inf. Sci. 181(10), 1989–2001 (2011)MathSciNetCrossRef
27.
Zurück zum Zitat Tarca, A.L., Romero, R., Draghici, S.: Analysis of microarray experiments of gene expression profiling. Am. J. Obstet. Gynecol. 195(2), 373–388 (2006)CrossRef Tarca, A.L., Romero, R., Draghici, S.: Analysis of microarray experiments of gene expression profiling. Am. J. Obstet. Gynecol. 195(2), 373–388 (2006)CrossRef
28.
Zurück zum Zitat Van’t Veer, L.J., Dai, H., Van De Vijver, M.J., He, Y.D., Hart, A.A., Mao, M., Peterse, H.L., Van Der Kooy, K., Marton, M.J., Witteveen, A.T., et al.: Gene expression profiling predicts clinical outcome of breast cancer. Nature 415(6871), 530–536 (2002)CrossRef Van’t Veer, L.J., Dai, H., Van De Vijver, M.J., He, Y.D., Hart, A.A., Mao, M., Peterse, H.L., Van Der Kooy, K., Marton, M.J., Witteveen, A.T., et al.: Gene expression profiling predicts clinical outcome of breast cancer. Nature 415(6871), 530–536 (2002)CrossRef
Metadaten
Titel
A Visual Analytics Technique for Exploring Gene Expression in the Developing Mouse Embryo
verfasst von
Simon Andrews
Kenneth McLeod
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-91379-7_11