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component_depth: 2 | ||
languages: | ||
- csharp | ||
- cpp | ||
- typescript |
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# Spectre | ||
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![Spectre](https://user-images.githubusercontent.com/1897842/31115297-0fe2c3aa-a822-11e7-90e6-92ceccf76137.jpg) | ||
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Spectre is a versatile tool used for analysis of MALDI-MSI data sets. | ||
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For the sake of simplicity, the toolset provided is available to be used | ||
through interfacing with web application, which is currently a work-in-progress. | ||
through web application interface, which is currently a work-in-progress. | ||
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In order to build and run the application, please refer to the | ||
[installation](#install) section. | ||
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The project is currently in its early stage. However, it comprises the | ||
implementation of our own spectra modelling based on Gaussian Mixture Models, | ||
and Divisive IK-means algorithm for unsupervised segmentation, which can be | ||
used for efficient dataset compression as well as for knowledge discovery. | ||
Aformentioned algorithms have already been published and links refering | ||
used for efficient dataset compression, as well as for knowledge discovery. | ||
Aformentioned algorithms have already been published and refering links | ||
have been enclosed under [references](#references) section. | ||
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Also, several classification and clusterization methods will be provided soon, | ||
along with supporting statistics. | ||
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## Install | ||
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Please refer to [docs](docs/Spectre.DivikWpfClient.pdf). | ||
### DiviK local client | ||
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Please refer to [this manual](docs/Spectre.DivikWpfClient.pdf), as MATLAB | ||
Common Runtime has to be installed. | ||
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### Spectre service & web application | ||
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The Web service is all the time available [here](http://vaei-bit01.aei.polsl.pl/). | ||
If you still would like to host it yourself, please contact us by | ||
[e-mail](mailto:[email protected]). We will provide you with exhaustive | ||
explanation. | ||
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## Exemplary usage | ||
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### DiviK local client | ||
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Please refer to [docs](docs/Spectre.DivikWpfClient.pdf). | ||
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### Spectre service & web application | ||
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The application is available online [here](http://vaei-bit01.aei.polsl.pl/). | ||
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Right now, our web application allows only for an interactive visualization | ||
of some of the data we were using in the research, along with Divisive | ||
Intelligent K-means algorithm results. More features will get documented | ||
when they appear. | ||
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## How to contribute? | ||
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Please contact us by an [e-mail](mailto:[email protected]). We will | ||
answer you in details. | ||
Please contact us by [e-mail](mailto:[email protected]). We will answer | ||
you in details. | ||
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Short contribution guide is actively constructed on | ||
[the project's wiki](https://github.com/spectre-team/spectre/wiki) | ||
as the development progresses. | ||
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## Environment | ||
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Please refer to [docs](docs/Spectre.DivikWpfClient.pdf). | ||
Please refer to [the docs](docs/Spectre.DivikWpfClient.pdf). | ||
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## References | ||
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This software is part of contribution made by [Data Mining Group of Silesian University of Technology](http://www.zaed.polsl.pl/), rest of which is published [here](https://github.com/ZAEDPolSl). | ||
This software is part of contribution made by [Data Mining Group of Silesian | ||
University of Technology](http://www.zaed.polsl.pl/), rest of which is | ||
published [here](https://github.com/ZAEDPolSl). | ||
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+ [Marczyk M, Polanska J, Polanski A: Comparison of Algorithms for Profile-Based | ||
Alignment of Low Resolution MALDI-ToF Spectra. In Advances in Intelligent | ||
Systems and Computing, Vol. 242 of Man-Machine Interactions 3, Gruca A, | ||
Czachorski T, Kozielski S, editors. Springer Berlin Heidelberg 2014, p. 193-201 | ||
(ISBN: 978-3-319-02308-3), ICMMI 2013, 22-25.10.2013 Brenna, Poland](http://link.springer.com/chapter/10.1007/978-3-319-02309-0_20) | ||
(ISBN: 978-3-319-02308-3), ICMMI 2013, 22-25.10.2013 Brenna, Poland][1] | ||
+ [P. Widlak, G. Mrukwa, M. Kalinowska, M. Pietrowska, M. Chekan, J. Wierzgon, M. | ||
Gawin, G. Drazek and J. Polanska, "Detection of molecular signatures of oral | ||
squamous cell carcinoma and normal epithelium - application of a novel | ||
methodology for unsupervised segmentation of imaging mass spectrometry data," | ||
Proteomics, vol. 16, no. 11-12, pp. 1613-21, | ||
2016](http://onlinelibrary.wiley.com/doi/10.1002/pmic.201500458/pdf) | ||
Proteomics, vol. 16, no. 11-12, pp. 1613-21, 2016][2] | ||
+ [M. Pietrowska, H. C. Diehl, G. Mrukwa, M. Kalinowska-Herok, M. Gawin, M. | ||
Chekan, J. Elm, G. Drazek, A. Krawczyk, D. Lange, H. E. Meyer, J. Polanska, C. | ||
Henkel, P. Widlak, "Molecular profiles of thyroid cancer subtypes: | ||
Classification based on features of tissue revealed by mass spectrometry | ||
imaging," Biochimica et Biophysica Acta (BBA)-Proteins and Proteomics, 2016](http://www.sciencedirect.com/science/article/pii/S1570963916302175) | ||
imaging," Biochimica et Biophysica Acta (BBA)-Proteins and Proteomics, 2016][3] | ||
+ [G. Mrukwa, G. Drazek, M. Pietrowska, P. Widlak and J. Polanska, "A Novel | ||
Divisive iK-Means Algorithm with Region-Driven Feature Selection as a Tool for | ||
Automated Detection of Tumour Heterogeneity in MALDI IMS Experiments," in | ||
International Conference on Bioinformatics and Biomedical Engineering, 2016](http://link.springer.com/chapter/10.1007/978-3-319-31744-1_11) | ||
International Conference on Bioinformatics and Biomedical Engineering, 2016][4] | ||
+ [A. Polanski, M. Marczyk, M. Pietrowska, P. Widlak and J. Polanska, "Signal | ||
partitioning algorithm for highly efficient Gaussian mixture modeling in mass | ||
spectrometry," PloS one, vol. 10, no. 7, p. e0134256, 2015](http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0134256) | ||
spectrometry," PloS one, vol. 10, no. 7, p. e0134256, 2015][5] | ||
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[1]: http://link.springer.com/chapter/10.1007/978-3-319-02309-0_20 | ||
[2]: http://onlinelibrary.wiley.com/doi/10.1002/pmic.201500458/pdf | ||
[3]: http://www.sciencedirect.com/science/article/pii/S1570963916302175 | ||
[4]: http://link.springer.com/chapter/10.1007/978-3-319-31744-1_11 | ||
[5]: http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0134256 |
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