Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina

Marta Sá, Alzira Ramos, Joana Monte, Carla Brazinha, Claudia F. Galinha, João G Crespo

Research output: Contribution to journalArticlepeer-review

8 Scopus citations


When growing microalgae for biorefinery processes, a high product yield is desired. For that reason, monitoring the concentration of the desired products during growth and products induction procedure is of great interest. 2D Fluorescence spectroscopy is a fingerprinting technique, used in situ and at real time, with a high potential for online monitoring of biological systems. In this work, Dunaliella salina pigment content was monitored using fluorescence data coupled with chemometric tools. Climatic parameters were also used as input variables due to their impact on the pigments profile in outdoor cultivations. Predictive models were developed for chlorophyll content (a, b, and total) with variance captured between 50 and 90%, and R2 varying between 0.6 and 0.9 for both training and validation data sets. Total carotenoids models captured 70 to 80% of variance, and R2 between 0.7 and 0.9, for training and validation. Models for specific carotenoids (zeaxanthin, α-carotene, all-trans-β-carotene, and 9-cis-β-carotene) captured variance between 60 and 90%, with validation and training R2 between 0.6 and 0.9. With this methodology, it was possible to calibrate a monitoring tool for pigments quantification, as a bulk and as individual compounds, proving that 2D fluorescence spectroscopy and climatic data combined with chemometric tools can be used to assess simultaneously and at real time different pigments in D. salina biomass production.
Original languageEnglish (US)
Pages (from-to)363-373
Number of pages11
JournalJournal of Applied Phycology
Issue number1
StatePublished - Dec 6 2019
Externally publishedYes

Bibliographical note

KAUST Repository Item: Exported on 2021-02-16
Acknowledged KAUST grant number(s): OSR-2016-CPF-2907-05
Acknowledgements: This work was supported by the Associate Laboratory for Green Chemistry-LAQV, which is financed by national funds from FCT/MCTES (UID/QUI/50006/2019), by the European KBBE FP7 project “D-Factory,” under the topic “The CO2 Microalgae Biorefinery,” and by the King Abdullah University of Science and Technology (KAUST) Office of Sponsored Research (OSR) under Award No. OSR-2016-CPF-2907-05. FCT/MCTES is also acknowledged for the Post-Doctoral Fellows grants SFRH/BPD/95864/2013 and SFRH/BPD/79533/2011, and PhD Fellow grant SFRH/BD/108894/2015. The authors would like to thank the company A4F-Algae for future (Portugal), who performed all the pilot scale cultivation trials and provided the microalgae used in this work, The Marine Biological Association (Devon, UK), and NBT Ltd. (Israel).
This publication acknowledges KAUST support, but has no KAUST affiliated authors.


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