Label-free live microalgal starch screening via Raman flow cytometry
Microalgal carbon fixation attracts much attention as an environmentally friendly source of biomaterials. In this context, microalgal starch plays an important role because it can be converted to bioethanol and bioplastics. However, optimizing culturing conditions and generating strains with higher...
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Published in | Algal research (Amsterdam) Vol. 70; p. 102993 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.03.2023
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Abstract | Microalgal carbon fixation attracts much attention as an environmentally friendly source of biomaterials. In this context, microalgal starch plays an important role because it can be converted to bioethanol and bioplastics. However, optimizing culturing conditions and generating strains with higher starch productivity is still a challenge primarily due to the lack of methods for screening starch content at a single-cell level; established starch quantification methods are time-consuming, reagent-consuming, and destructive. Here we report a high-throughput, starch-screening method based on Raman flow cytometry by measuring molecular vibrations that can be used in suspended cells in their growth medium. Our method obtains the full fingerprint spectrum of starch, providing increased specificity when compared to narrow-band Raman spectroscopy methods. Specifically, we demonstrated label-free, single-cell-resolved screening of intracellular starch in cells of microalgal species Chromochloris zofingiensis that overcame the above problems and achieved >30–100 times higher event rate than previous methods, which enabled the acquisition of >20 times more cells in a fraction of the time. We screened the single-cell starch contents of about 28,000 C. zofingiensis cells cultured under 14 different conditions (~2000 cells per condition) to adjust culture conditions for starch accumulation. Comparing the data against Lugol staining and bulk-sample enzymatic starch quantification showed the potential of Raman flow cytometry for mean starch quantification. Raman flow cytometry showed higher sensitivity than Lugol staining and linear dependence with the mean per-cell starch ratio obtained from enzymatic starch quantification. Raman flow cytometry enables single-cell label-free metabolite quantification and paves the way to accurate, cost-effective optimization of culturing conditions, with future applications in the screening of starch hyper-producing microalgae following mutagenesis or from environmental samples.
•A high-throughput live single-cell starch screening method for microalgae was unavailable.•Raman flow cytometry measures the chemical composition of 30–100 cells per second.•Our method is more sensitive than Lugol and agrees with enzymatic quantification.•Raman flow cytometry holds promise for single-cell starch screening after mutagenesis. |
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AbstractList | Microalgal carbon fixation attracts much attention as an environmentally friendly source of biomaterials. In this context, microalgal starch plays an important role because it can be converted to bioethanol and bioplastics. However, optimizing culturing conditions and generating strains with higher starch productivity is still a challenge primarily due to the lack of methods for screening starch content at a single-cell level; established starch quantification methods are time-consuming, reagent-consuming, and destructive. Here we report a high-throughput, starch-screening method based on Raman flow cytometry by measuring molecular vibrations that can be used in suspended cells in their growth medium. Our method obtains the full fingerprint spectrum of starch, providing increased specificity when compared to narrow-band Raman spectroscopy methods. Specifically, we demonstrated label-free, single-cell-resolved screening of intracellular starch in cells of microalgal species Chromochloris zofingiensis that overcame the above problems and achieved >30–100 times higher event rate than previous methods, which enabled the acquisition of >20 times more cells in a fraction of the time. We screened the single-cell starch contents of about 28,000 C. zofingiensis cells cultured under 14 different conditions (~2000 cells per condition) to adjust culture conditions for starch accumulation. Comparing the data against Lugol staining and bulk-sample enzymatic starch quantification showed the potential of Raman flow cytometry for mean starch quantification. Raman flow cytometry showed higher sensitivity than Lugol staining and linear dependence with the mean per-cell starch ratio obtained from enzymatic starch quantification. Raman flow cytometry enables single-cell label-free metabolite quantification and paves the way to accurate, cost-effective optimization of culturing conditions, with future applications in the screening of starch hyper-producing microalgae following mutagenesis or from environmental samples.
•A high-throughput live single-cell starch screening method for microalgae was unavailable.•Raman flow cytometry measures the chemical composition of 30–100 cells per second.•Our method is more sensitive than Lugol and agrees with enzymatic quantification.•Raman flow cytometry holds promise for single-cell starch screening after mutagenesis. |
ArticleNumber | 102993 |
Author | Isozaki, Akihiro Goda, Keisuke Gala de Pablo, Julia Lindley, Matthew Hiramatsu, Kotaro |
Author_xml | – sequence: 1 givenname: Julia orcidid: 0000-0003-0557-9632 surname: Gala de Pablo fullname: Gala de Pablo, Julia organization: Department of Chemistry, The University of Tokyo, Tokyo, Japan – sequence: 2 givenname: Matthew orcidid: 0000-0002-8164-8479 surname: Lindley fullname: Lindley, Matthew organization: Department of Chemistry, The University of Tokyo, Tokyo, Japan – sequence: 3 givenname: Kotaro orcidid: 0000-0003-0767-019X surname: Hiramatsu fullname: Hiramatsu, Kotaro email: kotaro@g.ecc.u-tokyo.ac.jp organization: Department of Chemistry, The University of Tokyo, Tokyo, Japan – sequence: 4 givenname: Akihiro orcidid: 0000-0003-0391-9832 surname: Isozaki fullname: Isozaki, Akihiro organization: Department of Chemistry, The University of Tokyo, Tokyo, Japan – sequence: 5 givenname: Keisuke orcidid: 0000-0001-6302-6038 surname: Goda fullname: Goda, Keisuke organization: Department of Chemistry, The University of Tokyo, Tokyo, Japan |
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Cites_doi | 10.1508/cytologia.80.475 10.1186/s13068-017-0753-9 10.1016/j.biortech.2013.10.092 10.1039/C7LC00536A 10.1094/CCHEM.2002.79.2.286 10.1016/j.biortech.2017.01.006 10.3389/fmicb.2017.01449 10.1186/s13068-017-0967-x 10.1002/star.201400246 10.1002/star.200300218 10.1002/admt.202101567 10.1021/ac00246a002 10.1002/anie.201607604 10.1021/acs.accounts.1c00001 10.5507/fot.2012.007 10.1126/sciadv.aau0241 10.1007/s00449-013-0920-8 10.1002/jctb.6910 10.1038/nprot.2006.232 10.1002/wsbm.1501 10.1364/OL.42.004335 10.1007/s10811-011-9761-5 10.1002/biot.201400165 10.1016/j.procbio.2004.01.039 10.1364/OL.434054 10.1038/srep14936 10.1364/BOE.382957 10.1016/S0176-1617(11)81189-2 10.2142/biophysics.1.25 10.3390/md19080466 |
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Keywords | Flow cytometry Raman Label-free Starch Live-cell screening Single-cell |
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References | Fernandes, Dragone, Abreu, Geada, Teixeira, Vicente (bb0040) 2012; 24 Cheng, Li, Yuan, Zhou, Li, Wu, Wang, Zhao, Wei, Sun (bb0125) 2017; 10 Gim, Kim, Kim, Kathiravan, Yang, Jeong, Kim (bb0165) 2014; 37 Ip, Chen (bb0160) 2005; 40 Chen, Liu, Guo, Ma, Sun, Liu, Chen (bb0135) 2015; 5 Lindley, Gala de Pablo, Peterson, Isozaki, Hiramatsu, Goda (bb0180) 2022; 7 Madadi, Maljaee, Serafim, Ventura (bb0010) 2021; 19 Hiramatsu, Yamada, Lindley, Suzuki, Goda (bb0105) 2020; 11 Chew, Yap, Show, Suan, Juan, Ling, Lee, Chang (bb0035) 2017; 229 Hiramatsu, Luo, Ideguchi, Goda (bb0175) 2017; 42 He, Zhang, Huang, Wang, Ji, Xu (bb0085) 2017; 10 Herbig, Isozaki, Carlo, Guck, Nitta, Damoiseaux, Kamikawaji, Suyama, Shintaku, Wu, Nikaido, Goda (bb0090) 2022 Chiotelli, Le Meste (bb0025) 2002; 79 Krafft, Schmitt, Schie, Cialla-May, Matthäus, Bocklitz, Popp (bb0075) 2017; 56 Taylor, Suter, Li, Chow, Stinton, Zaliznyak, Beaupré (bb0080) 2017; 8 Rehman, Anal (bb0050) 2019; 21 Gifuni, Olivieri, Krauss, D’Errico, Pollio, Marzocchella (bb0015) 2017; 57 Takeshita, Takeda, Ota, Yamazaki, Kawano (bb0060) 2015; 80 Fučíková, Lewis (bb0120) 2012; 12 Lindeboom, Chang, Tyler (bb0030) 2004; 56 Ji, He, Cui, Wang, Wang, Li, Huang, Xu (bb0055) 2014; 9 Liu, Xu, Yan, Hu, Yang, Shen (bb0130) 2015; 67 Rise, Cohen, Vishkautsan, Cojocaru, Gottlieb, Arad (bb0140) 1994; 144 Smith, Zeeman (bb0045) 2006; 1 Furusawa, Suzuki, Kashiwagi, Yomo, Kaneko (bb0170) 2005; 1 de Winter, Klok, Cuaresma Franco, Barbosa, Wijffels (bb0150) 2013; 2 Hiramatsu, Ideguchi, Yonamine, Lee, Luo, Hashimoto, Ito, Hase, Park, Kasai, Sakuma, Hayakawa, Arai, Hoshino, Goda (bb0100) 2019; 5 Borman (bb0065) 1982; 54 Gala de Pablo, Lindley, Hiramatsu, Goda (bb0095) 2021 Di Caprio, Chelucci, Francolini, Altimari, Pagnanelli (bb0020) 2022; 97 Zhu, Huang, Xu, Wang, Xu, Yuan (bb0145) 2014; 152 Sakuma, Kasai, Hayakawa, Arai (bb0110) 2017; 17 Chen, Liu, Guo, Ma, Sun, Liu, Chen (bb0155) 2015; 5 Fung, Shi (bb0070) 2020; 12 Di Caprio, Visca, Altimari, Toro, Masciocchi, Iaquaniello, Pagnanelli (bb0005) 2016; 49 Lindley, Gala de Pablo, Kinegawa, Hiramatsu, Hiramatsu, Hiramatsu, Goda, Goda, Goda, Goda (bb0115) 2021; 46 Gala de Pablo (10.1016/j.algal.2023.102993_bb0095) 2021 Di Caprio (10.1016/j.algal.2023.102993_bb0005) 2016; 49 Liu (10.1016/j.algal.2023.102993_bb0130) 2015; 67 Furusawa (10.1016/j.algal.2023.102993_bb0170) 2005; 1 Rise (10.1016/j.algal.2023.102993_bb0140) 1994; 144 Hiramatsu (10.1016/j.algal.2023.102993_bb0175) 2017; 42 Smith (10.1016/j.algal.2023.102993_bb0045) 2006; 1 Fučíková (10.1016/j.algal.2023.102993_bb0120) 2012; 12 Ji (10.1016/j.algal.2023.102993_bb0055) 2014; 9 Cheng (10.1016/j.algal.2023.102993_bb0125) 2017; 10 Gim (10.1016/j.algal.2023.102993_bb0165) 2014; 37 Rehman (10.1016/j.algal.2023.102993_bb0050) 2019; 21 Chen (10.1016/j.algal.2023.102993_bb0135) 2015; 5 Gifuni (10.1016/j.algal.2023.102993_bb0015) 2017; 57 Chiotelli (10.1016/j.algal.2023.102993_bb0025) 2002; 79 Lindley (10.1016/j.algal.2023.102993_bb0115) 2021; 46 Di Caprio (10.1016/j.algal.2023.102993_bb0020) 2022; 97 Borman (10.1016/j.algal.2023.102993_bb0065) 1982; 54 Herbig (10.1016/j.algal.2023.102993_bb0090) 2022 Taylor (10.1016/j.algal.2023.102993_bb0080) 2017; 8 Madadi (10.1016/j.algal.2023.102993_bb0010) 2021; 19 Chew (10.1016/j.algal.2023.102993_bb0035) 2017; 229 Fernandes (10.1016/j.algal.2023.102993_bb0040) 2012; 24 Lindeboom (10.1016/j.algal.2023.102993_bb0030) 2004; 56 Zhu (10.1016/j.algal.2023.102993_bb0145) 2014; 152 Hiramatsu (10.1016/j.algal.2023.102993_bb0100) 2019; 5 Sakuma (10.1016/j.algal.2023.102993_bb0110) 2017; 17 Chen (10.1016/j.algal.2023.102993_bb0155) 2015; 5 de Winter (10.1016/j.algal.2023.102993_bb0150) 2013; 2 Ip (10.1016/j.algal.2023.102993_bb0160) 2005; 40 He (10.1016/j.algal.2023.102993_bb0085) 2017; 10 Lindley (10.1016/j.algal.2023.102993_bb0180) 2022; 7 Takeshita (10.1016/j.algal.2023.102993_bb0060) 2015; 80 Fung (10.1016/j.algal.2023.102993_bb0070) 2020; 12 Hiramatsu (10.1016/j.algal.2023.102993_bb0105) 2020; 11 Krafft (10.1016/j.algal.2023.102993_bb0075) 2017; 56 |
References_xml | – volume: 144 start-page: 287 year: 1994 end-page: 292 ident: bb0140 article-title: Accumulation of secondary carotenoids in Chlorella zofingiensis publication-title: J. Plant Physiol. contributor: fullname: Arad – volume: 40 start-page: 733 year: 2005 end-page: 738 ident: bb0160 article-title: Production of astaxanthin by the green microalga Chlorella zofingiensis in the dark publication-title: Process Biochem. contributor: fullname: Chen – volume: 42 start-page: 4335 year: 2017 end-page: 4338 ident: bb0175 article-title: Rapid-scan Fourier-transform coherent anti-stokes Raman scattering spectroscopy with heterodyne detection publication-title: Opt. Lett. contributor: fullname: Goda – volume: 19 start-page: 466 year: 2021 ident: bb0010 article-title: Microalgae as contributors to produce biopolymers publication-title: Mar. Drugs contributor: fullname: Ventura – volume: 5 year: 2019 ident: bb0100 article-title: High-throughput label-free molecular fingerprinting flow cytometry publication-title: Sci. Adv. contributor: fullname: Goda – volume: 152 start-page: 292 year: 2014 end-page: 298 ident: bb0145 article-title: Metabolic changes of starch and lipid triggered by nitrogen starvation in the microalga Chlorella zofingiensis publication-title: Bioresour. Technol. contributor: fullname: Yuan – volume: 7 year: 2022 ident: bb0180 article-title: High-throughput raman-activated cell sorting in the fingerprint region publication-title: Adv. Mater. Technol. contributor: fullname: Goda – volume: 54 start-page: 1021A year: 1982 end-page: 1026A ident: bb0065 article-title: Nonlinear Raman spectroscopy publication-title: Anal. Chem. contributor: fullname: Borman – volume: 5 start-page: 14936 year: 2015 ident: bb0155 article-title: Light attenuates lipid accumulation while enhancing cell proliferation and starch synthesis in the glucose-fed oleaginous microalga Chlorella zofingiensis publication-title: Sci. Rep. contributor: fullname: Chen – volume: 229 start-page: 53 year: 2017 end-page: 62 ident: bb0035 article-title: Microalgae biorefinery: high value products perspectives publication-title: Bioresour. Technol. contributor: fullname: Chang – volume: 56 start-page: 4392 year: 2017 end-page: 4430 ident: bb0075 article-title: Label-free molecular imaging of biological cells and tissues by linear and nonlinear Raman spectroscopic approaches publication-title: Angew. Chem. Int. Ed. contributor: fullname: Popp – volume: 46 start-page: 4320 year: 2021 end-page: 4323 ident: bb0115 article-title: Highly sensitive Fourier-transform coherent anti-stokes Raman scattering spectroscopy via genetic algorithm pulse shaping publication-title: Opt. Lett. contributor: fullname: Goda – volume: 57 start-page: 1423 year: 2017 end-page: 1428 ident: bb0015 article-title: Microalgae as new sources of starch: isolation and characterization of microalgal starch granules publication-title: <sb:contribution><sb:title>Chem. </sb:title></sb:contribution><sb:host><sb:issue><sb:series><sb:title>Eng. Trans.</sb:title></sb:series></sb:issue></sb:host> contributor: fullname: Marzocchella – volume: 8 year: 2017 ident: bb0080 article-title: Single-cell growth rates in photoautotrophic populations measured by stable isotope probing and resonance raman microspectrometry publication-title: Front. Microbiol. contributor: fullname: Beaupré – volume: 9 start-page: 1512 year: 2014 end-page: 1518 ident: bb0055 article-title: Raman spectroscopy provides a rapid, non-invasive method for quantitation of starch in live, unicellular microalgae publication-title: Biotechnol. J. contributor: fullname: Xu – volume: 1 start-page: 1342 year: 2006 end-page: 1345 ident: bb0045 article-title: Quantification of starch in plant tissues publication-title: Nat. Protoc. contributor: fullname: Zeeman – volume: 49 start-page: 415 year: 2016 end-page: 420 ident: bb0005 article-title: Two stage process of microalgae cultivation for starch and carotenoid production publication-title: <sb:contribution><sb:title>Chem. </sb:title></sb:contribution><sb:host><sb:issue><sb:series><sb:title>Eng. Trans.</sb:title></sb:series></sb:issue></sb:host> contributor: fullname: Pagnanelli – volume: 5 start-page: 1 year: 2015 end-page: 10 ident: bb0135 article-title: Light attenuates lipid accumulation while enhancing cell proliferation and starch synthesis in the glucose-fed oleaginous microalga Chlorella zofingiensis publication-title: Sci. Rep. contributor: fullname: Chen – volume: 80 start-page: 475 year: 2015 end-page: 481 ident: bb0060 article-title: A simple method for measuring the starch and lipid contents in the cell of microalgae publication-title: Cytologia contributor: fullname: Kawano – volume: 11 start-page: 1752 year: 2020 ident: bb0105 article-title: Large-scale label-free single-cell analysis of paramylon in Euglena gracilis by high-throughput broadband Raman flow cytometry publication-title: Biomed.Opt.Express contributor: fullname: Goda – volume: 79 start-page: 286 year: 2002 end-page: 293 ident: bb0025 article-title: Effect of small and large wheat starch granules on thermomechanical behavior of starch publication-title: Cereal Chem. contributor: fullname: Le Meste – volume: 67 start-page: 612 year: 2015 end-page: 619 ident: bb0130 article-title: Application of Raman spectroscopy in structure analysis and crystallinity calculation of corn starch publication-title: Starch - Stärke contributor: fullname: Shen – volume: 10 start-page: 1 year: 2017 end-page: 14 ident: bb0125 article-title: Improving carbohydrate and starch accumulation in Chlorella sp. AE10 by a novel two-stage process with cell dilution publication-title: Biotechnol.Biofuels contributor: fullname: Sun – volume: 24 start-page: 1203 year: 2012 end-page: 1208 ident: bb0040 article-title: Starch determination in Chlorella vulgaris—a comparison between acid and enzymatic methods publication-title: J. Appl. Phycol. contributor: fullname: Vicente – volume: 17 start-page: 2760 year: 2017 end-page: 2767 ident: bb0110 article-title: On-chip cell sorting by high-speed local-flow control using dual membrane pumps publication-title: Lab Chip contributor: fullname: Arai – volume: 97 start-page: 67 year: 2022 end-page: 78 ident: bb0020 article-title: Extraction of microalgal starch and pigments by using different cell disruption methods and aqueous two-phase system publication-title: J. Chem. Technol. Biotechnol. contributor: fullname: Pagnanelli – start-page: 1 year: 2022 end-page: 2 ident: bb0090 article-title: Best practices for reporting throughput in biomedical research publication-title: Nat. Methods contributor: fullname: Goda – volume: 12 start-page: 83 year: 2012 end-page: 93 ident: bb0120 article-title: Intersection of chlorella, Muriella and bracteacoccus: resurrecting the genus chromochloris kol et chodat (Chlorophyceae, Chlorophyta) publication-title: Fottea contributor: fullname: Lewis – year: 2021 ident: bb0095 article-title: High-throughput Raman flow cytometry and beyond publication-title: Acc. Chem. Res. contributor: fullname: Goda – volume: 2 start-page: 313 year: 2013 end-page: 320 ident: bb0150 article-title: The synchronized cell cycle of Neochloris oleoabundans and its influence on biomass composition under constant light conditions publication-title: AlgalRes. contributor: fullname: Wijffels – volume: 10 start-page: 275 year: 2017 ident: bb0085 article-title: Label-free, simultaneous quantification of starch, protein and triacylglycerol in single microalgal cells publication-title: Biotechnol. Biofuels contributor: fullname: Xu – volume: 21 year: 2019 ident: bb0050 article-title: Enhanced lipid and starch productivity of microalga (Chlorococcum sp. TISTR 8583) with nitrogen limitation following effective pretreatments for biofuel production publication-title: Biotechnol.Rep. contributor: fullname: Anal – volume: 56 start-page: 89 year: 2004 end-page: 99 ident: bb0030 article-title: Analytical,biochemical and physicochemical aspects of starch granule size, with emphasis on small granule starches: a review publication-title: Starch - Stärke contributor: fullname: Tyler – volume: 12 year: 2020 ident: bb0070 article-title: Mammalian cell and tissue imaging using Raman and coherent Raman microscopy publication-title: WIREs Syst.Biol.Med. contributor: fullname: Shi – volume: 37 start-page: 99 year: 2014 end-page: 106 ident: bb0165 article-title: Comparison of biomass production and total lipid content of freshwater green microalgae cultivated under various culture conditions publication-title: Bioprocess Biosyst. Eng. contributor: fullname: Kim – volume: 1 start-page: 25 year: 2005 end-page: 31 ident: bb0170 article-title: Ubiquity of log-normal distributions in intra-cellular reaction dynamics publication-title: Biophysics contributor: fullname: Kaneko – volume: 80 start-page: 475 year: 2015 ident: 10.1016/j.algal.2023.102993_bb0060 article-title: A simple method for measuring the starch and lipid contents in the cell of microalgae publication-title: Cytologia doi: 10.1508/cytologia.80.475 contributor: fullname: Takeshita – start-page: 1 year: 2022 ident: 10.1016/j.algal.2023.102993_bb0090 article-title: Best practices for reporting throughput in biomedical research publication-title: Nat. Methods contributor: fullname: Herbig – volume: 10 start-page: 1 year: 2017 ident: 10.1016/j.algal.2023.102993_bb0125 article-title: Improving carbohydrate and starch accumulation in Chlorella sp. AE10 by a novel two-stage process with cell dilution publication-title: Biotechnol.Biofuels doi: 10.1186/s13068-017-0753-9 contributor: fullname: Cheng – volume: 152 start-page: 292 year: 2014 ident: 10.1016/j.algal.2023.102993_bb0145 article-title: Metabolic changes of starch and lipid triggered by nitrogen starvation in the microalga Chlorella zofingiensis publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2013.10.092 contributor: fullname: Zhu – volume: 17 start-page: 2760 year: 2017 ident: 10.1016/j.algal.2023.102993_bb0110 article-title: On-chip cell sorting by high-speed local-flow control using dual membrane pumps publication-title: Lab Chip doi: 10.1039/C7LC00536A contributor: fullname: Sakuma – volume: 79 start-page: 286 year: 2002 ident: 10.1016/j.algal.2023.102993_bb0025 article-title: Effect of small and large wheat starch granules on thermomechanical behavior of starch publication-title: Cereal Chem. doi: 10.1094/CCHEM.2002.79.2.286 contributor: fullname: Chiotelli – volume: 229 start-page: 53 year: 2017 ident: 10.1016/j.algal.2023.102993_bb0035 article-title: Microalgae biorefinery: high value products perspectives publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2017.01.006 contributor: fullname: Chew – volume: 8 year: 2017 ident: 10.1016/j.algal.2023.102993_bb0080 article-title: Single-cell growth rates in photoautotrophic populations measured by stable isotope probing and resonance raman microspectrometry publication-title: Front. Microbiol. doi: 10.3389/fmicb.2017.01449 contributor: fullname: Taylor – volume: 10 start-page: 275 year: 2017 ident: 10.1016/j.algal.2023.102993_bb0085 article-title: Label-free, simultaneous quantification of starch, protein and triacylglycerol in single microalgal cells publication-title: Biotechnol. Biofuels doi: 10.1186/s13068-017-0967-x contributor: fullname: He – volume: 67 start-page: 612 year: 2015 ident: 10.1016/j.algal.2023.102993_bb0130 article-title: Application of Raman spectroscopy in structure analysis and crystallinity calculation of corn starch publication-title: Starch - Stärke doi: 10.1002/star.201400246 contributor: fullname: Liu – volume: 56 start-page: 89 year: 2004 ident: 10.1016/j.algal.2023.102993_bb0030 article-title: Analytical,biochemical and physicochemical aspects of starch granule size, with emphasis on small granule starches: a review publication-title: Starch - Stärke doi: 10.1002/star.200300218 contributor: fullname: Lindeboom – volume: 7 issue: 10 year: 2022 ident: 10.1016/j.algal.2023.102993_bb0180 article-title: High-throughput raman-activated cell sorting in the fingerprint region publication-title: Adv. Mater. Technol. doi: 10.1002/admt.202101567 contributor: fullname: Lindley – volume: 54 start-page: 1021A year: 1982 ident: 10.1016/j.algal.2023.102993_bb0065 article-title: Nonlinear Raman spectroscopy publication-title: Anal. Chem. doi: 10.1021/ac00246a002 contributor: fullname: Borman – volume: 49 start-page: 415 year: 2016 ident: 10.1016/j.algal.2023.102993_bb0005 article-title: Two stage process of microalgae cultivation for starch and carotenoid production publication-title: Chem. Eng. Trans. contributor: fullname: Di Caprio – volume: 57 start-page: 1423 year: 2017 ident: 10.1016/j.algal.2023.102993_bb0015 article-title: Microalgae as new sources of starch: isolation and characterization of microalgal starch granules publication-title: Chem. Eng. Trans. contributor: fullname: Gifuni – volume: 56 start-page: 4392 year: 2017 ident: 10.1016/j.algal.2023.102993_bb0075 article-title: Label-free molecular imaging of biological cells and tissues by linear and nonlinear Raman spectroscopic approaches publication-title: Angew. Chem. Int. Ed. doi: 10.1002/anie.201607604 contributor: fullname: Krafft – volume: 5 start-page: 1 year: 2015 ident: 10.1016/j.algal.2023.102993_bb0135 article-title: Light attenuates lipid accumulation while enhancing cell proliferation and starch synthesis in the glucose-fed oleaginous microalga Chlorella zofingiensis publication-title: Sci. Rep. contributor: fullname: Chen – year: 2021 ident: 10.1016/j.algal.2023.102993_bb0095 article-title: High-throughput Raman flow cytometry and beyond publication-title: Acc. Chem. Res. doi: 10.1021/acs.accounts.1c00001 contributor: fullname: Gala de Pablo – volume: 12 start-page: 83 year: 2012 ident: 10.1016/j.algal.2023.102993_bb0120 article-title: Intersection of chlorella, Muriella and bracteacoccus: resurrecting the genus chromochloris kol et chodat (Chlorophyceae, Chlorophyta) publication-title: Fottea doi: 10.5507/fot.2012.007 contributor: fullname: Fučíková – volume: 5 year: 2019 ident: 10.1016/j.algal.2023.102993_bb0100 article-title: High-throughput label-free molecular fingerprinting flow cytometry publication-title: Sci. Adv. doi: 10.1126/sciadv.aau0241 contributor: fullname: Hiramatsu – volume: 2 start-page: 313 year: 2013 ident: 10.1016/j.algal.2023.102993_bb0150 article-title: The synchronized cell cycle of Neochloris oleoabundans and its influence on biomass composition under constant light conditions publication-title: AlgalRes. contributor: fullname: de Winter – volume: 37 start-page: 99 year: 2014 ident: 10.1016/j.algal.2023.102993_bb0165 article-title: Comparison of biomass production and total lipid content of freshwater green microalgae cultivated under various culture conditions publication-title: Bioprocess Biosyst. Eng. doi: 10.1007/s00449-013-0920-8 contributor: fullname: Gim – volume: 97 start-page: 67 year: 2022 ident: 10.1016/j.algal.2023.102993_bb0020 article-title: Extraction of microalgal starch and pigments by using different cell disruption methods and aqueous two-phase system publication-title: J. Chem. Technol. Biotechnol. doi: 10.1002/jctb.6910 contributor: fullname: Di Caprio – volume: 1 start-page: 1342 year: 2006 ident: 10.1016/j.algal.2023.102993_bb0045 article-title: Quantification of starch in plant tissues publication-title: Nat. Protoc. doi: 10.1038/nprot.2006.232 contributor: fullname: Smith – volume: 12 year: 2020 ident: 10.1016/j.algal.2023.102993_bb0070 article-title: Mammalian cell and tissue imaging using Raman and coherent Raman microscopy publication-title: WIREs Syst.Biol.Med. doi: 10.1002/wsbm.1501 contributor: fullname: Fung – volume: 21 year: 2019 ident: 10.1016/j.algal.2023.102993_bb0050 article-title: Enhanced lipid and starch productivity of microalga (Chlorococcum sp. TISTR 8583) with nitrogen limitation following effective pretreatments for biofuel production publication-title: Biotechnol.Rep. contributor: fullname: Rehman – volume: 42 start-page: 4335 year: 2017 ident: 10.1016/j.algal.2023.102993_bb0175 article-title: Rapid-scan Fourier-transform coherent anti-stokes Raman scattering spectroscopy with heterodyne detection publication-title: Opt. Lett. doi: 10.1364/OL.42.004335 contributor: fullname: Hiramatsu – volume: 24 start-page: 1203 year: 2012 ident: 10.1016/j.algal.2023.102993_bb0040 article-title: Starch determination in Chlorella vulgaris—a comparison between acid and enzymatic methods publication-title: J. Appl. Phycol. doi: 10.1007/s10811-011-9761-5 contributor: fullname: Fernandes – volume: 9 start-page: 1512 year: 2014 ident: 10.1016/j.algal.2023.102993_bb0055 article-title: Raman spectroscopy provides a rapid, non-invasive method for quantitation of starch in live, unicellular microalgae publication-title: Biotechnol. J. doi: 10.1002/biot.201400165 contributor: fullname: Ji – volume: 40 start-page: 733 year: 2005 ident: 10.1016/j.algal.2023.102993_bb0160 article-title: Production of astaxanthin by the green microalga Chlorella zofingiensis in the dark publication-title: Process Biochem. doi: 10.1016/j.procbio.2004.01.039 contributor: fullname: Ip – volume: 46 start-page: 4320 year: 2021 ident: 10.1016/j.algal.2023.102993_bb0115 article-title: Highly sensitive Fourier-transform coherent anti-stokes Raman scattering spectroscopy via genetic algorithm pulse shaping publication-title: Opt. Lett. doi: 10.1364/OL.434054 contributor: fullname: Lindley – volume: 5 start-page: 14936 year: 2015 ident: 10.1016/j.algal.2023.102993_bb0155 article-title: Light attenuates lipid accumulation while enhancing cell proliferation and starch synthesis in the glucose-fed oleaginous microalga Chlorella zofingiensis publication-title: Sci. Rep. doi: 10.1038/srep14936 contributor: fullname: Chen – volume: 11 start-page: 1752 year: 2020 ident: 10.1016/j.algal.2023.102993_bb0105 article-title: Large-scale label-free single-cell analysis of paramylon in Euglena gracilis by high-throughput broadband Raman flow cytometry publication-title: Biomed.Opt.Express doi: 10.1364/BOE.382957 contributor: fullname: Hiramatsu – volume: 144 start-page: 287 year: 1994 ident: 10.1016/j.algal.2023.102993_bb0140 article-title: Accumulation of secondary carotenoids in Chlorella zofingiensis publication-title: J. Plant Physiol. doi: 10.1016/S0176-1617(11)81189-2 contributor: fullname: Rise – volume: 1 start-page: 25 year: 2005 ident: 10.1016/j.algal.2023.102993_bb0170 article-title: Ubiquity of log-normal distributions in intra-cellular reaction dynamics publication-title: Biophysics doi: 10.2142/biophysics.1.25 contributor: fullname: Furusawa – volume: 19 start-page: 466 year: 2021 ident: 10.1016/j.algal.2023.102993_bb0010 article-title: Microalgae as contributors to produce biopolymers publication-title: Mar. Drugs doi: 10.3390/md19080466 contributor: fullname: Madadi |
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