A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction
Raman spectroscopy is a rapid and non-destructive technique for detecting unique spectral fingerprints from biological samples. Raw Raman spectra often come with strong fluorescence background that makes spectral interpretation challenging. Although fluorescence background can be suppressed experime...
Saved in:
Main Authors: | , , , , |
---|---|
Other Authors: | |
Format: | Article |
Language: | English |
Published: |
2018
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/89200 http://hdl.handle.net/10220/47031 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-89200 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-892002023-12-29T06:45:05Z A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction Chen, Shuo Kong, Lingmin Xu, Wenbin Cui, Xiaoyu Liu, Quan School of Chemical and Biomedical Engineering Biomedical Signal Processing DRNTU::Engineering::Chemical engineering Raman Spectroscopy Raman spectroscopy is a rapid and non-destructive technique for detecting unique spectral fingerprints from biological samples. Raw Raman spectra often come with strong fluorescence background that makes spectral interpretation challenging. Although fluorescence background can be suppressed experimentally, this approach requires sophisticated and costly instruments. For convenience and cost-effectiveness, numerical methods have been used frequently to remove fluorescence background. Unfortunately, many of such methods suffer from long computation time. Therefore, a fast numerical method for fluorescence suppression is highly desirable especially in Raman spectroscopic imaging where Raman measurements from many pixels need to be processed rapidly. In response to this demand, we propose a fast numerical method for fluorescence background suppression based on the strategy of stepwise spectral reconstruction that we previously developed. Compared with traditional computational methods, including polynomial fitting, wavelet transform, Fourier transform, and peak detection, our results consistently show significant advantages in both accuracy and computational efficiency when tested on Raman spectra measured from phantoms and cells as well as surfaced enhanced Raman spectra from blood serum samples. In particular, our method yields clean Raman spectra closest to the reference results generated by polynomial fitting while several orders of magnitude faster than others. Therefore, the proposed fast fluorescence suppression method is promising in Raman spectroscopic imaging or related application in which high-computation efficiency is critical and a calibration dataset is available. MOE (Min. of Education, S’pore) Published version 2018-12-18T02:26:58Z 2019-12-06T17:20:04Z 2018-12-18T02:26:58Z 2019-12-06T17:20:04Z 2018 Journal Article Chen, S., Kong, L., Xu, W., Cui, X., & Liu, Q. (2018). A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction. IEEE Access, 6, 67709-67717. doi: 10.1109/ACCESS.2018.2879160 https://hdl.handle.net/10356/89200 http://hdl.handle.net/10220/47031 10.1109/ACCESS.2018.2879160 en IEEE Access © 2018 IEEE. Translations and content mining are permitted for academic research only. Personal use is also permitted, but republication/redistribution requires IEEE permission. See http://www.ieee.org/publications_standards/publications/rights/index.html for more information. 9 p. application/pdf |
institution |
Nanyang Technological University |
building |
NTU Library |
continent |
Asia |
country |
Singapore Singapore |
content_provider |
NTU Library |
collection |
DR-NTU |
language |
English |
topic |
Biomedical Signal Processing DRNTU::Engineering::Chemical engineering Raman Spectroscopy |
spellingShingle |
Biomedical Signal Processing DRNTU::Engineering::Chemical engineering Raman Spectroscopy Chen, Shuo Kong, Lingmin Xu, Wenbin Cui, Xiaoyu Liu, Quan A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction |
description |
Raman spectroscopy is a rapid and non-destructive technique for detecting unique spectral fingerprints from biological samples. Raw Raman spectra often come with strong fluorescence background that makes spectral interpretation challenging. Although fluorescence background can be suppressed experimentally, this approach requires sophisticated and costly instruments. For convenience and cost-effectiveness, numerical methods have been used frequently to remove fluorescence background. Unfortunately, many of such methods suffer from long computation time. Therefore, a fast numerical method for fluorescence suppression is highly desirable especially in Raman spectroscopic imaging where Raman measurements from many pixels need to be processed rapidly. In response to this demand, we propose a fast numerical method for fluorescence background suppression based on the strategy of stepwise spectral reconstruction that we previously developed. Compared with traditional computational methods, including polynomial fitting, wavelet transform, Fourier transform, and peak detection, our results consistently show significant advantages in both accuracy and computational efficiency when tested on Raman spectra measured from phantoms and cells as well as surfaced enhanced Raman spectra from blood serum samples. In particular, our method yields clean Raman spectra closest to the reference results generated by polynomial fitting while several orders of magnitude faster than others. Therefore, the proposed fast fluorescence suppression method is promising in Raman spectroscopic imaging or related application in which high-computation efficiency is critical and a calibration dataset is available. |
author2 |
School of Chemical and Biomedical Engineering |
author_facet |
School of Chemical and Biomedical Engineering Chen, Shuo Kong, Lingmin Xu, Wenbin Cui, Xiaoyu Liu, Quan |
format |
Article |
author |
Chen, Shuo Kong, Lingmin Xu, Wenbin Cui, Xiaoyu Liu, Quan |
author_sort |
Chen, Shuo |
title |
A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction |
title_short |
A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction |
title_full |
A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction |
title_fullStr |
A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction |
title_full_unstemmed |
A fast fluorescence background suppression method for Raman spectroscopy based on stepwise spectral reconstruction |
title_sort |
fast fluorescence background suppression method for raman spectroscopy based on stepwise spectral reconstruction |
publishDate |
2018 |
url |
https://hdl.handle.net/10356/89200 http://hdl.handle.net/10220/47031 |
_version_ |
1787136433655382016 |