Skip to main content
Log in

Determination of intracellular lipid and main fatty acids of Nannochloropsis oceanica by ATR-FTIR spectroscopy

  • Published:
Journal of Applied Phycology Aims and scope Submit manuscript

Abstract

Fatty acid profile was one of the important characteristic parameters of edible oil. With the intensification of interest in microalgae as a potential source of edible oil, rapid methods are needed to determine the fatty acid composition of microalgae. Attenuated total reflection-Fourier transform infrared spectroscopy (ATR-FTIR) was applied to determine the lipid and fatty acid contents of Nannochloropsis oceanica, a species rich in eicosapentaenoic acid. Samples with different intracellular components were obtained by setting different culture conditions (light intensity and nitrogen concentration). In the spectra of FTIR, some characteristic bands for lipids (3025–2800 cm−1, 1770–1710 cm−1, 1480–1350 cm−1) were identified. Partial least square regression (PLSR) models were developed to predict total biomass, lipid contents, and main fatty acid contents (palmitic acid C16:0, palmitoleic acid C16:1, eicosatetraenoic acid C20:4, eicosapentaenoic acid C20:5). Generally, the prediction ability of the model established with full spectra was slightly better than that of the model established with specific bands. In the optimized model, excellent coefficients of determination (R2 ≥ 0.90), both for calibration and prediction, were found for all variables, except for fatty acid C20:4, which was slightly worse (R2 = 0.8797). The pretreatment methods of samples were further studied. It was found that the acid-heating method (0.1 M HCl, 100 °C, 0.5 h) effectively reduced the interference of the carbohydrate in samples, thus improving the measurement of the characteristic fatty acids C20:4 and C20:5 of N. oceanica. This study showed the feasibility of FTIR as a rapid screening method for evaluating biomass and lipid content, especially some special fatty acid profile of microalgae.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

source set at four concentrations: N, 10 mmol L−1; 1/2 N, 5 mmol L−1; 1/4 N, 2.5 mmol L−1; 1/8 N, 1.25 mmol L−1)

Fig. 2

source set at four concentrations: N, 10 mmol L−1; 1/2 N, 5 mmol L−1; 1/4 N, 2.5 mmol L−1; 1/8 N, 1.25 mmol L−1)

Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

Data availability

The datasets generated and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  • Bhattacharya D, Guarnieri MT, Nag A, Smolinski SL, Darzins A, Seibert M, Pienkos PT (2011) Examination of triacylglycerol biosynthetic pathways via de novo transcriptomic and proteomic analyses in an unsequenced microalga. PLoS ONE 6:e25851

    Article  Google Scholar 

  • Bligh EG, Dyer WJ (1959) A rapid method of total lipid extraction and purification. Can J Biochem Physiol 37:911–917

    Article  CAS  Google Scholar 

  • Breuer G, Lamers PP, Martens DE, Draaisma RB, Wijffels RH (2012) The impact of nitrogen starvation on the dynamics of triacylglycerol accumulation in nine microalgae strains. Bioresour Technol 124:217–226

    Article  CAS  Google Scholar 

  • Challagulla V, Walsh KB, Subedi P (2015) Microalgal fatty acid composition: rapid assessment using near-infrared spectroscopy. J Appl Phycol 28:85–94

    Article  Google Scholar 

  • Chen C-Y, Zhao X-Q, Yen H-W, Ho S-H, Cheng C-L, Lee D-J, Bai F-W, Chang J-S (2013) Microalgae-based carbohydrates for biofuel production. Biochem Eng J 78:1–10

    Article  CAS  Google Scholar 

  • Converti A, Casazza AA, Ortiz EY, Perego P, Del Borghi M (2009) Effect of temperature and nitrogen concentration on the growth and lipid content of Nannochloropsis oculata and Chlorella vulgaris for biodiesel production. Chem Eng Process: Process Intensif 48:1146–1151

    Article  CAS  Google Scholar 

  • Dean AP, Sigee DC, Estrada B, Pittman JK (2010) Using FTIR spectroscopy for rapid determination of lipid accumulation in response to nitrogen limitation in freshwater microalgae. Bioresour Technol 101:4499–4507

    Article  CAS  Google Scholar 

  • DuBois M, Gilles KA, Hamilton JK, Rebers PA, Smith F (1956) Colorimetric method for determination of sugars and related substances. Anal Chem 28:350–356

    Article  CAS  Google Scholar 

  • Feng G-D, Zhang F, Cheng L-H, Xu X-H, Zhang L, Chen H-L (2013) Evaluation of FT-IR and Nile Red methods for microalgal lipid characterization and biomass composition determination. Bioresour Technol 128:107–112

    Article  CAS  Google Scholar 

  • Flatten A, Bryhni EA, Kohler A, Egelandsdal B, Isaksson T (2005) Determination of C22:5 and C22:6 marine fatty acids in pork fat with Fourier transform mid-infrared spectroscopy. Meat Sci 69:433–440

    Article  CAS  Google Scholar 

  • Giordano M, Kansiz M, Heraud P, Beardall J, Wood B, McNaughton D (2002) Fourier transform infrared spectroscopy as a novel tool to investigate changes in intracellular macromolecular pools in the marine microalga Chaetoceros muellerii (Bacillariophyceae). J Phycol 37:271–279

    Article  Google Scholar 

  • Griffiths MJ, van Hille RP, Harrison STL (2010) Selection of direct transesterification as the preferred method for assay of fatty acid content of microalgae. Lipids 45:1053–1060

    Article  CAS  Google Scholar 

  • Guillén MD, Cabo N (1997) Characterization of edible oils and lard by fourier transform infrared spectroscopy. Relationships between composition and frequency of concrete bands in the fingerprint region. J Am Oil Chem Soc 74:1281–1286

    Article  Google Scholar 

  • Howe J, von Minden M, Gutsmann T, Koch MH, Wulf M, Gerber S, Milkereit G, Vill V, Brandenburg K (2007) Structural preferences of dioleoyl glycolipids with mono- and disaccharide head groups. Chem Phys Lipids 149:52–58

    Article  CAS  Google Scholar 

  • Katiyar R, Arora A (2020) Health promoting functional lipids from microalgae pool: a review. Algal Res 46:101800

    Article  Google Scholar 

  • Kay RA, Barton LL (1991) Microalgae as food and supplement. Crit Rev Food Sci Nutr 30:555–573

    Article  CAS  Google Scholar 

  • Kumar V, Kashyap M, Gautam S, Shukla P, Joshi KB, Vinayak V (2018) Fast Fourier infrared spectroscopy to characterize the biochemical composition in diatoms. J Biosci 43:717–729

    Article  CAS  Google Scholar 

  • Laurens LML, Wolfrum EJ (2010) Feasibility of spectroscopic characterization of algal lipids: chemometric correlation of NIR and FTIR spectra with exogenous lipids in algal biomass. BioEnergy Res 4:22–35

    Article  Google Scholar 

  • Li Q, Zhou Z, Zhang D, Wang Z, Cong W (2020) Lipid extraction from Nannochloropsis oceanica biomass after extrusion pretreatment with twin-screw extruder: optimization of processing parameters and comparison of lipid quality. Bioproc Biosyst Eng 43:655–662

    Article  CAS  Google Scholar 

  • Liu J-Y, Zeng L-H, Ren Z-H (2019) Recent application of spectroscopy for the detection of microalgae life information: a review. Appl Spectrosc Rev 55:26–59

    Article  Google Scholar 

  • Ma X, Liu J, Liu B, Chen T, Yang B, Chen F (2016) Physiological and biochemical changes reveal stress-associated photosynthetic carbon partitioning into triacylglycerol in the oleaginous marine alga Nannochloropsis oculata. Algal Res 16:28–35

    Article  Google Scholar 

  • Maggio RM, Kaufman TS, Carlo MD, Cerretani L, Bendini A, Cichelli A, Compagnone D (2009) Monitoring of fatty acid composition in virgin olive oil by Fourier transformed infrared spectroscopy coupled with partial least squares. Food Chem 114:1549–1554

    Article  CAS  Google Scholar 

  • Martins D, Custódio L, Barreira L, Pereira H, Ben-Hamadou R, Varela J, Abu-Salah K (2013) Alternative sources of n-3 long-chain polyunsaturated fatty acids in marine microalgae. Mar Drugs 11:2259–2281

    Article  Google Scholar 

  • Mayers JJ, Flynn KJ, Shields RJ (2013) Rapid determination of bulk microalgal biochemical composition by Fourier-Transform Infrared spectroscopy. Bioresour Technol 148:215–220

    Article  CAS  Google Scholar 

  • Meng Y, Yao C, Xue S, Yang H (2014) Application of Fourier transform infrared (FT-IR) spectroscopy in determination of microalgal compositions. Bioresour Technol 151:347–354

    Article  CAS  Google Scholar 

  • Negi S, Barry AN, Friedland N, Sudasinghe N, Subramanian S, Pieris S, Holguin FO, Dungan B, Schaub T, Sayre R (2015) Impact of nitrogen limitation on biomass, photosynthesis, and lipid accumulation in Chlorella sorokiniana. J Appl Phycol 28:803–812

    Article  Google Scholar 

  • Pistorius AMA, DeGrip WJ, Egorova-Zachernyuk TA (2009) Monitoring of biomass composition from microbiological sources by means of FT-IR spectroscopy. Biotechnol Bioeng 103:123–129

    Article  CAS  Google Scholar 

  • Plans M, Wenstrup MJ, Rodriguez-Saona LE (2015) Application of infrared spectroscopy for characterization of dietary Omega-3 oil supplements. J Am Oil Chem Soc 92:957–966

    Article  CAS  Google Scholar 

  • Recht L, Zarka A, Boussiba S (2012) Patterns of carbohydrate and fatty acid changes under nitrogen starvation in the microalgae Haematococcus pluvialis and Nannochloropsis sp. Appl Microbiol Biotechnol 94:1495–1503

    Article  CAS  Google Scholar 

  • Ritchie RJ (2008) Universal chlorophyll equations for estimating chlorophylls a, b, c, and d and total chlorophylls in natural assemblages of photosynthetic organisms using acetone, methanol, or ethanol solvents. Photosynthetica 46:115–126

    Article  CAS  Google Scholar 

  • Rohman A, Man YBC (2012) Application of Fourier transform infrared spectroscopy for authentication of functional food oils. Appl Spectrosc Rev 47:1–13

    Article  CAS  Google Scholar 

  • Scott DD, Srirama K, Carani BS (2007) Omega-3 fatty acids for nutrition and medicine: considering microalgae oil as a vegetarian source of EPA and DHA. Curr Diabet Rev 3:198–203

    Article  Google Scholar 

  • Uncu O, Ozen B (2015) Prediction of various chemical parameters of olive oils with Fourier transform infrared spectroscopy. LWT - Food Sci Technol 63:978–984

    Article  CAS  Google Scholar 

  • Vongsvivut J, Heraud P, Zhang W, Kralovec JA, McNaughton D, Barrow CJ (2012) Quantitative determination of fatty acid compositions in micro-encapsulated fish-oil supplements using Fourier transform infrared (FTIR) spectroscopy. Food Chem 135:603–609

    Article  CAS  Google Scholar 

  • Vongsvivut J, Miller MR, McNaughton D, Heraud P, Barrow CJ (2014) Rapid discrimination and determination of polyunsaturated fatty acid composition in marine oils by FTIR spectroscopy and multivariate data analysis. Food Bioproc Technol 7:2410–2422

    Article  CAS  Google Scholar 

  • Wang G, Wang T (2011) Characterization of lipid components in two microalgae for biofuel application. J Am Oil Chem Soc 89:135–143

    Article  Google Scholar 

  • White DA, Rooks PA, Kimmance S, Tait K, Jones M, Tarran GA, Cook C, Llewellyn CA (2019) Modulation of polar lipid profiles in Chlorella sp. in response to nutrient limitation. Metabolites 9:39

  • Yao L, Gerde JA, Lee SL, Wang T, Harrata KA (2015) Microalgae lipid characterization. J Agric Food Chem 63:1773–1787

    Article  CAS  Google Scholar 

  • Yap KY-L, Chan SY, Lim CS (2007) Infrared-based protocol for the identification and categorization of ginseng and its products. Food Res Int 40:643–652

    Article  CAS  Google Scholar 

  • Zhang D, Xue S, Sun Z, Liang K, Wang L, Zhang Q, Cong W (2014) Investigation of continuous-batch mode of two-stage culture of Nannochloropsis sp. for lipid production. Bioprocess Biosyst Eng 37:2073–2082

    Article  CAS  Google Scholar 

Download references

Funding

This work was supported by the National Key R&D Program of China (2018YFD0401105).

Author information

Authors and Affiliations

Authors

Contributions

All authors made substantial contributions in conceptualizing, drafting, developing, and reviewing the manuscript.

Corresponding author

Correspondence to Wei Cong.

Ethics declarations

Conflict of interest

The authors declare no competing interests.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhang, D., Li, Q., Yan, C. et al. Determination of intracellular lipid and main fatty acids of Nannochloropsis oceanica by ATR-FTIR spectroscopy. J Appl Phycol 34, 343–352 (2022). https://doi.org/10.1007/s10811-021-02607-9

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10811-021-02607-9

Keywords

Navigation