PMID- 28389919 OWN - NLM STAT- MEDLINE DCOM- 20180405 LR - 20240326 IS - 1618-2650 (Electronic) IS - 1618-2642 (Print) IS - 1618-2642 (Linking) VI - 409 IP - 16 DP - 2017 Jun TI - A rapid and low-cost estimation of bacteria counts in solution using fluorescence spectroscopy. PG - 3959-3967 LID - 10.1007/s00216-017-0347-1 [doi] AB - The fluorescence spectrum of bacterially bound acridine orange (AO) was investigated to evaluate its use for the rapid enumeration of bacteria. Escherichia coli ATCC 25922 samples were stained with 2 x 10(-2), 2 x 10(-3) or 2 x 10(-4)% w/v AO, followed by 3, 2 or 0 washing cycles, respectively, and fluorescence spectra were recorded using a fibre-based spectroscopic system. Independent component analysis was used to analyse the spectral datasets for each staining method. Bacterial concentration order of magnitude classification models were calculated using independent component weights. The relationship between fluorescence intensity of bound AO and bacterial concentration was not linear. However, the spectral signals collected for AO stain concentration-bacterial concentration pairs were reproducible and unique enough to enable classification of samples. When above 10(5) CFU ml(-1), it was possible to rapidly determine what the order of magnitude of bacterial concentration of a sample was using a combination of two of the sample preparation methods. A relatively inexpensive (around US$10 per test) rapid method (within 25 min of sampling) for enumeration of bacteria by order of magnitude will reduce the time and cost of microbiological tests requiring gross concentration information. Graphical Abstract Fluorescence spectra of bacterially bound acridine orange (AO) were used for the rapid enumeration of bacteria. Order of magnitude bacterial concentration classification models were calculated using independent components analysis of these fluorescence spectra. When above 10(5) CFU ml(-1), it was possible to rapidly determine the order of magnitude of bacterial concentration of a sample using a combination of two sample preparation methods. FAU - Guo, Rachel AU - Guo R AD - The Dodd-Walls Centre for Photonic and Quantum Technologies, Department of Physics, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand. FAU - McGoverin, Cushla AU - McGoverin C AD - The Dodd-Walls Centre for Photonic and Quantum Technologies, Department of Physics, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand. FAU - Swift, Simon AU - Swift S AD - Department of Molecular Medicine and Pathology, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand. FAU - Vanholsbeeck, Frederique AU - Vanholsbeeck F AD - The Dodd-Walls Centre for Photonic and Quantum Technologies, Department of Physics, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand. f.vanholsbeeck@auckland.ac.nz. LA - eng PT - Journal Article DEP - 20170407 PL - Germany TA - Anal Bioanal Chem JT - Analytical and bioanalytical chemistry JID - 101134327 RN - 0 (Fluorescent Dyes) RN - F30N4O6XVV (Acridine Orange) SB - IM MH - Acridine Orange/*analysis MH - Bacteria/isolation & purification MH - Escherichia coli/*isolation & purification MH - Fluorescent Dyes/*analysis MH - Spectrometry, Fluorescence/*methods MH - Staining and Labeling/methods PMC - PMC5437196 OTO - NOTNLM OT - Acridine orange OT - Bacteria OT - Enumeration OT - Fluorescence spectroscopy OT - Microbial contamination COIS- The authors declare that they have no conflict of interest. EDAT- 2017/04/09 06:00 MHDA- 2018/04/06 06:00 PMCR- 2017/04/07 CRDT- 2017/04/09 06:00 PHST- 2016/11/07 00:00 [received] PHST- 2017/03/28 00:00 [accepted] PHST- 2017/03/08 00:00 [revised] PHST- 2017/04/09 06:00 [pubmed] PHST- 2018/04/06 06:00 [medline] PHST- 2017/04/09 06:00 [entrez] PHST- 2017/04/07 00:00 [pmc-release] AID - 10.1007/s00216-017-0347-1 [pii] AID - 347 [pii] AID - 10.1007/s00216-017-0347-1 [doi] PST - ppublish SO - Anal Bioanal Chem. 2017 Jun;409(16):3959-3967. doi: 10.1007/s00216-017-0347-1. Epub 2017 Apr 7.