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@inproceedings{1709216,
author = {Bartoň, Vojtěch and Nykrýnová, Markéta and Škutková, Helena},
address = {Berlin},
booktitle = {International Work-Conference on Bioinformatics and Biomedical Engineering},
doi = {http://dx.doi.org/10.1007/978-3-030-45385-5_44},
keywords = {Mass spectrometry; Peak picking; Image segmentation},
howpublished = {elektronická verze "online"},
language = {eng},
location = {Berlin},
isbn = {978-3-030-45384-8},
pages = {494-502},
publisher = {Springer},
title = {Watershed Segmentation for Peak Picking in Mass Spectrometry Data},
url = {https://link.springer.com/chapter/10.1007/978-3-030-45385-5_44},
year = {2020}
}
TY - JOUR
ID - 1709216
AU - Bartoň, Vojtěch - Nykrýnová, Markéta - Škutková, Helena
PY - 2020
TI - Watershed Segmentation for Peak Picking in Mass Spectrometry Data
PB - Springer
CY - Berlin
SN - 9783030453848
KW - Mass spectrometry
KW - Peak picking
KW - Image segmentation
UR - https://link.springer.com/chapter/10.1007/978-3-030-45385-5_44
N2 - Mass spectrometry with gas chromatography is one of the emerging high-resolution instruments. This technology can be used to discover the composition of the chemical compounds. It is used for targeted detection or for untargeted screening. As such, this technology is providing a large volume of measurements. These data are also in high precision. There are emerging need to efficiently process these data and be able to identify and extract all possible information. There are numerous tools to do that, using common steps. One of the steps is peak picking, usually carried by signal processing methods. We are proposing a two-dimensional approach to identify the peaks and extract their features for further analysis. This method can be easily adaptable to fit the current pipelines and to perform the computation efficiently. We are proposing a method to preprocess the data onto a grid of required precision. After that, we are applying an image processing method watershed, to extract the region of interest and the peaks.
ER -
BARTOŇ, Vojtěch, Markéta NYKRÝNOVÁ and Helena ŠKUTKOVÁ. Watershed Segmentation for Peak Picking in Mass Spectrometry Data. Online. In \textit{International Work-Conference on Bioinformatics and Biomedical Engineering}. Berlin: Springer, 2020, p.~494-502. ISBN~978-3-030-45384-8. Available from: https://dx.doi.org/10.1007/978-3-030-45385-5\_{}44.
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