Non-invasive monitoring of cyanobacteria growth in a nanocellulose matrix

“Solid-state photosynthetic cell factories” (SSPCFs) for sustainable chemicals manufacturing can be developed towards industrially relevant environment with rapid feedback control over their operation. This requires non-invasive monitoring of the immobilized cells in situ, which is not possible with existing methods. We deployed hyperspectral imaging in photosynthetically active radiation range (400–700 nm) to enable such monitoring. We systematically assessed cell growth and potential stress during immobilization by studying how 2,2,6,6-tetramethylpiperidine 1-oxyl (TEMPO)-oxidized cellulose nanofiber hydrogel thickness, immobilized Synechocystis sp. PCC 6803 cell density and time affected the immobilized cells' absorbance spectra. Time and gel thickness together accounted for almost 80 % of the changes in the spectra. We then calibrated the imaging spectra for chlorophyll a to non-invasively estimate growth of healthy cells in the matrices. Promising correlation for chlorophyll a (model coefficient of determination, R 2 = 0.90) was observed between hyperspectral imaging and spectrophotometry reference from methanol-extracted samples regardless of spatial differences that developed in the matrices over time. Clustering of the image pixels enabled analyzing these differences in the chlorophyll a concentration non-invasively from the whole matrix areas. In the future, this non-invasive data-driven method could be further developed for monitoring SSPCFs' biointelligent chemicals production, contamination, stress and cell growth. • Nanocellulose-immobilized cyanobacteria were monitored with hyperspectral imaging. • Time and matrix thickness had the biggest effects on the cells' absorbance spectra. • Imaging was calibrated for chlorophyll a to analyze growth of the immobilized cells. • Spatial changes in chlorophyll a concentrations were predicted from the matrices. • Solid-state photosynthetic cell factory production could be monitored in the future.

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Publication Details

Journal
Algal Research
Published
2025-05-09
DOI
https://doi.org/10.1016/j.algal.2025.104090
Citations
1
Primary Topic
Biocrusts and Microbial Ecology
Type
article
Field-Weighted Citation Impact
3.03
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article

Non-invasive monitoring of cyanobacteria growth in a nanocellulose matrix

Mikko Mäkelä, Sergey N. Kosourov, Tekla Tammelin, Ella Mahlamäki et al.
1 citations
Algal Research
Biocrusts and Microbial Ecology
3.03
article

Non-invasive monitoring of cyanobacteria growth in a nanocellulose matrix

Mikko Mäkelä, Sergey N. Kosourov, Tekla Tammelin, Ella Mahlamäki, Yagut Allahverdiyeva, Tuukka Levä
article en
1 citations

Abstract

“Solid-state photosynthetic cell factories” (SSPCFs) for sustainable chemicals manufacturing can be developed towards industrially relevant environment with rapid feedback control over their operation. This requires non-invasive monitoring of the immobilized cells in situ, which is not possible with existing methods. We deployed hyperspectral imaging in photosynthetically active radiation range (400–700 nm) to enable such monitoring. We systematically assessed cell growth and potential stress during immobilization by studying how 2,2,6,6-tetramethylpiperidine 1-oxyl (TEMPO)-oxidized cellulose nanofiber hydrogel thickness, immobilized Synechocystis sp. PCC 6803 cell density and time affected the immobilized cells' absorbance spectra. Time and gel thickness together accounted for almost 80 % of the changes in the spectra. We then calibrated the imaging spectra for chlorophyll a to non-invasively estimate growth of healthy cells in the matrices. Promising correlation for chlorophyll a (model coefficient of determination, R 2 = 0.90) was observed between hyperspectral imaging and spectrophotometry reference from methanol-extracted samples regardless of spatial differences that developed in the matrices over time. Clustering of the image pixels enabled analyzing these differences in the chlorophyll a concentration non-invasively from the whole matrix areas. In the future, this non-invasive data-driven method could be further developed for monitoring SSPCFs' biointelligent chemicals production, contamination, stress and cell growth. • Nanocellulose-immobilized cyanobacteria were monitored with hyperspectral imaging. • Time and matrix thickness had the biggest effects on the cells' absorbance spectra. • Imaging was calibrated for chlorophyll a to analyze growth of the immobilized cells. • Spatial changes in chlorophyll a concentrations were predicted from the matrices. • Solid-state photosynthetic cell factory production could be monitored in the future.

Algal ResearchVol. 89
University of Turku (FI), VTT Technical Research Centre of Finland (FI)
Zero hunger
Openalex Percentile: Top 11%
Biocrusts and Microbial Ecology
3.03
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