Noise Removal with Maintained Spatial Resolution in Raman Images of Cells Exposed to Submicron Polystyrene Particles
The biodistribution of 300 nm polystyrene particles in A549 lung epithelial cells has been studied with confocal Raman spectroscopy. This is a label-free method in which particles and cells can be imaged without using dyes or fluorescent labels. The main drawback with Raman imaging is the comparativ...
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Published in: | Nanomaterials (Basel, Switzerland) Vol. 6; no. 5; p. 83 |
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Abstract | The biodistribution of 300 nm polystyrene particles in A549 lung epithelial cells has been studied with confocal Raman spectroscopy. This is a label-free method in which particles and cells can be imaged without using dyes or fluorescent labels. The main drawback with Raman imaging is the comparatively low spatial resolution, which is aggravated in heterogeneous systems such as biological samples, which in addition often require long measurement times because of their weak Raman signal. Long measurement times may however induce laser-induced damage. In this study we use a super-resolution algorithm with Tikhonov regularization, intended to improve the image quality without demanding an increased number of collected pixels. Images of cells exposed to polystyrene particles have been acquired with two different step lengths,
, the distance between pixels, and compared to each other and to corresponding images treated with the super-resolution algorithm. It is shown that the resolution after application of super-resolution algorithms is not significantly improved compared to the theoretical limit for optical microscopy. However, to reduce noise and artefacts in the hyperspectral Raman images while maintaining the spatial resolution, we show that it is advantageous to use short mapping step lengths and super-resolution algorithms with appropriate regularization. The proposed methodology should be generally applicable for Raman imaging of biological samples and other photo-sensitive samples. |
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AbstractList | The biodistribution of 300 nm polystyrene particles in A549 lung epithelial cells has been studied with confocal Raman spectroscopy. This is a label-free method in which particles and cells can be imaged without using dyes or fluorescent labels. The main drawback with Raman imaging is the comparatively low spatial resolution, which is aggravated in heterogeneous systems such as biological samples, which in addition often require long measurement times because of their weak Raman signal. Long measurement times may however induce laser-induced damage. In this study we use a super-resolution algorithm with Tikhonov regularization, intended to improve the image quality without demanding an increased number of collected pixels. Images of cells exposed to polystyrene particles have been acquired with two different step lengths, i.e., the distance between pixels, and compared to each other and to corresponding images treated with the super-resolution algorithm. It is shown that the resolution after application of super-resolution algorithms is not significantly improved compared to the theoretical limit for optical microscopy. However, to reduce noise and artefacts in the hyperspectral Raman images while maintaining the spatial resolution, we show that it is advantageous to use short mapping step lengths and super-resolution algorithms with appropriate regularization. The proposed methodology should be generally applicable for Raman imaging of biological samples and other photo-sensitive samples. The biodistribution of 300 nm polystyrene particles in A549 lung epithelial cells has been studied with confocal Raman spectroscopy. This is a label-free method in which particles and cells can be imaged without using dyes or fluorescent labels. The main drawback with Raman imaging is the comparatively low spatial resolution, which is aggravated in heterogeneous systems such as biological samples, which in addition often require long measurement times because of their weak Raman signal. Long measurement times may however induce laser-induced damage. In this study we use a super-resolution algorithm with Tikhonov regularization, intended to improve the image quality without demanding an increased number of collected pixels. Images of cells exposed to polystyrene particles have been acquired with two different step lengths, i.e. , the distance between pixels, and compared to each other and to corresponding images treated with the super-resolution algorithm. It is shown that the resolution after application of super-resolution algorithms is not significantly improved compared to the theoretical limit for optical microscopy. However, to reduce noise and artefacts in the hyperspectral Raman images while maintaining the spatial resolution, we show that it is advantageous to use short mapping step lengths and super-resolution algorithms with appropriate regularization. The proposed methodology should be generally applicable for Raman imaging of biological samples and other photo-sensitive samples. The biodistribution of 300 nm polystyrene particles in A549 lung epithelial cells has been studied with confocal Raman spectroscopy. This is a label-free method in which particles and cells can be imaged without using dyes or fluorescent labels. The main drawback with Raman imaging is the comparatively low spatial resolution, which is aggravated in heterogeneous systems such as biological samples, which in addition often require long measurement times because of their weak Raman signal. Long measurement times may however induce laser-induced damage. In this study we use a super-resolution algorithm with Tikhonov regularization, intended to improve the image quality without demanding an increased number of collected pixels. Images of cells exposed to polystyrene particles have been acquired with two different step lengths, , the distance between pixels, and compared to each other and to corresponding images treated with the super-resolution algorithm. It is shown that the resolution after application of super-resolution algorithms is not significantly improved compared to the theoretical limit for optical microscopy. However, to reduce noise and artefacts in the hyperspectral Raman images while maintaining the spatial resolution, we show that it is advantageous to use short mapping step lengths and super-resolution algorithms with appropriate regularization. The proposed methodology should be generally applicable for Raman imaging of biological samples and other photo-sensitive samples. |
Author | Wiklund Lindström, Susanne Lejon, Christian Ahlinder, Linnea Österlund, Lars Geladi, Paul |
AuthorAffiliation | 1 Swedish Defence Research Agency, FOI, Cementvägen 20, SE-901 82 Umeå, Sweden; christian.lejon@foi.se 2 Department of Forest Biomaterials and Technology, Swedish University of Agricultural Sciences, SE-901 83 Umeå, Sweden; paul.geladi@slu.se 3 Department of Engineering Sciences, The Ångström Laboratory, Uppsala University, P.O. Box 534, SE-751 21 Uppsala, Sweden; lars.osterlund@angstrom.uu.se |
AuthorAffiliation_xml | – name: 2 Department of Forest Biomaterials and Technology, Swedish University of Agricultural Sciences, SE-901 83 Umeå, Sweden; paul.geladi@slu.se – name: 3 Department of Engineering Sciences, The Ångström Laboratory, Uppsala University, P.O. Box 534, SE-751 21 Uppsala, Sweden; lars.osterlund@angstrom.uu.se – name: 1 Swedish Defence Research Agency, FOI, Cementvägen 20, SE-901 82 Umeå, Sweden; christian.lejon@foi.se |
Author_xml | – sequence: 1 givenname: Linnea surname: Ahlinder fullname: Ahlinder, Linnea email: linnea.ahlinder@foi.se organization: Swedish Defence Research Agency, FOI, Cementvägen 20, SE-901 82 Umeå, Sweden. linnea.ahlinder@foi.se – sequence: 2 givenname: Susanne surname: Wiklund Lindström fullname: Wiklund Lindström, Susanne email: susanne.lindstrom@foi.se organization: Swedish Defence Research Agency, FOI, Cementvägen 20, SE-901 82 Umeå, Sweden. susanne.lindstrom@foi.se – sequence: 3 givenname: Christian surname: Lejon fullname: Lejon, Christian email: christian.lejon@foi.se organization: Swedish Defence Research Agency, FOI, Cementvägen 20, SE-901 82 Umeå, Sweden. christian.lejon@foi.se – sequence: 4 givenname: Paul surname: Geladi fullname: Geladi, Paul email: paul.geladi@slu.se organization: Department of Forest Biomaterials and Technology, Swedish University of Agricultural Sciences, SE-901 83 Umeå, Sweden. paul.geladi@slu.se – sequence: 5 givenname: Lars surname: Österlund fullname: Österlund, Lars email: lars.osterlund@angstrom.uu.se organization: Department of Engineering Sciences, The Ångström Laboratory, Uppsala University, P.O. Box 534, SE-751 21 Uppsala, Sweden. lars.osterlund@angstrom.uu.se |
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Cites_doi | 10.1039/C5RA09351A 10.1021/ac4005265 10.1016/j.vibspec.2010.09.003 10.1002/bip.10378 10.1038/srep12303 10.1155/2013/459032 10.1016/j.bpj.2013.06.017 10.1039/c0an00371a 10.1117/12.817728 10.1529/biophysj.106.102061 10.1016/0014-4827(91)90385-8 10.1016/j.aca.2007.12.004 10.1016/S0924-2031(03)00049-3 10.1021/mp1002587 10.1177/25.7.70454 10.1039/c2nr32572a 10.1002/smll.201001832 10.1016/j.aca.2010.06.025 10.1039/c3ay42235f 10.1002/anie.201000097 10.1080/10408440903120975 10.1039/b818082b |
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Snippet | The biodistribution of 300 nm polystyrene particles in A549 lung epithelial cells has been studied with confocal Raman spectroscopy. This is a label-free... |
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SubjectTerms | Algorithms Biological Biological samples cells Imaging Lasers Light microscopy Materialkemi Materials Chemistry Microscopy Nanomaterials Noise reduction particles Pixels Polystyrene resins Principal components analysis Raman imaging Raman spectroscopy Regularization Spatial resolution Spectrum analysis super-resolution Tikhonov regularization |
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Title | Noise Removal with Maintained Spatial Resolution in Raman Images of Cells Exposed to Submicron Polystyrene Particles |
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