A Millifluidic Study of Cell-to-Cell Heterogeneity in Growth-Rate and Cell-Division Capability in Populations of Isogenic Cells of Chlamydomonas reinhardtii

To address possible cell-to-cell heterogeneity in growth dynamics of isogenic cell populations of Chlamydomonas reinhardtii, we developed a millifluidic drop-based device that not only allows the analysis of populations grown from single cells over periods of a week, but is also able to sort and collect drops of interest, containing viable and healthy cells, which can be used for further experimentation. In this study, we used isogenic algal cells that were first synchronized in mixotrophic growth conditions. We show that these synchronized cells, when placed in droplets and kept in mixotrophic growth conditions, exhibit mostly homogeneous growth statistics, but with two distinct subpopulations: a major population with a short doubling-time (fast-growers) and a significant subpopulation of slowly dividing cells (slow-growers). These observations suggest that algal cells from an isogenic population may be present in either of two states, a state of restricted division and a state of active division. When isogenic cells were allowed to propagate for about 1000 generations on solid agar plates, they displayed an increased heterogeneity in their growth dynamics. Although we could still identify the original populations of slow- and fast-growers, drops inoculated with a single progenitor cell now displayed a wider diversity of doubling-times. Moreover, populations dividing with the same growth-rate often reached different cell numbers in stationary phase, suggesting that the progenitor cells differed in the number of cell divisions they could undertake. We discuss possible explanations for these cell-to-cell heterogeneities in growth dynamics, such as mutations, differential aging or stochastic variations in metabolites and macromolecules yielding molecular switches, in the light of single-cell heterogeneities that have been reported among isogenic populations of other eu- and prokaryotes.

[1]  Wolfgang Wiechert,et al.  Single-cell microfluidics: opportunity for bioprocess development. , 2014, Current opinion in biotechnology.

[2]  Emilio Fernández,et al.  Transgenic microalgae as green cell-factories. , 2004, Trends in biotechnology.

[3]  T. Tenson,et al.  The Frequency of Persisters in Escherichia coli Reflects the Kinetics of Awakening from Dormancy , 2010, Journal of bacteriology.

[4]  B. Kennedy,et al.  Replicative aging in yeast: the means to the end. , 2008, Annual review of cell and developmental biology.

[5]  M. Lidstrom,et al.  The role of physiological heterogeneity in microbial population behavior. , 2010, Nature chemical biology.

[6]  D. Holden,et al.  Heterogeneity of intracellular replication of bacterial pathogens. , 2013, Current opinion in microbiology.

[7]  Ki Jun Jeong,et al.  Evaluation of intracellular lipid bodies in Chlamydomonas reinhardtii strains by flow cytometry. , 2013, Bioresource technology.

[8]  J. Rochaix Chlamydomonas, a model system for studying the assembly and dynamics of photosynthetic complexes , 2002, FEBS letters.

[9]  F. Wollman,et al.  The biogenesis and assembly of photosynthetic proteins in thylakoid membranes1 , 1999, Biochimica et biophysica acta.

[10]  C. Pesce,et al.  Regulated cell-to-cell variation in a cell-fate decision system , 2005, Nature.

[11]  G. Yvert,et al.  Monitoring single-cell bioenergetics via the coarsening of emulsion droplets , 2012, Proceedings of the National Academy of Sciences.

[12]  A. Berchuck,et al.  TRANSGENIC MICROALGAE AS GREEN CELL FACTORIES , 2013 .

[13]  Jincheng Wu,et al.  Deconstructing stem cell population heterogeneity: single-cell analysis and modeling approaches. , 2013, Biotechnology advances.

[14]  D. Bumann,et al.  Phenotypic Variation of Salmonella in Host Tissues Delays Eradication by Antimicrobial Chemotherapy , 2014, Cell.

[15]  P. Schaeffer,et al.  Catabolic repression of bacterial sporulation. , 1965, Proceedings of the National Academy of Sciences of the United States of America.

[16]  Tae Seok Seo,et al.  An integrated microfluidic device for the high-throughput screening of microalgal cell culture conditions that induce high growth rate and lipid content , 2013, Analytical and Bioanalytical Chemistry.

[17]  K. Gerdes,et al.  Bacterial persistence and toxin-antitoxin loci. , 2012, Annual review of microbiology.

[18]  Walter Montenarie,et al.  Springer Science and Business Media , 2004 .

[19]  T. Pröschold,et al.  Portrait of a Species , 2005, Genetics.

[20]  T. Hails,et al.  Isolation of a Chlamydomonas reinhardtii telomer by functional complementation in yeast , 1995, Current Genetics.

[21]  D. Bhattacharya,et al.  Using Natural Selection to Explore the Adaptive Potential of Chlamydomonas reinhardtii , 2014, PloS one.

[22]  R. Stepanauskas Single cell genomics: an individual look at microbes. , 2012, Current opinion in microbiology.

[23]  J K Hoober,et al.  The Chlamydomonas Sourcebook. A Comprehensive Guide to Biology and Laboratory Use. Elizabeth H. Harris. Academic Press, San Diego, CA, 1989. xiv, 780 pp., illus. $145. , 1989, Science.

[24]  A. Garz,et al.  Cell-to-cell diversity in a synchronized Chlamydomonas culture as revealed by single-cell analyses. , 2012, Biophysical journal.

[25]  R. Amann,et al.  Single-cell identification in microbial communities by improved fluorescence in situ hybridization techniques , 2008, Nature Reviews Microbiology.

[26]  R. Ismagilov,et al.  Microfluidic confinement of single cells of bacteria in small volumes initiates high-density behavior of quorum sensing and growth and reveals its variability. , 2009, Angewandte Chemie.

[27]  J. Campisi Aging, cellular senescence, and cancer. , 2013, Annual review of physiology.

[28]  B. Lang,et al.  A Broad Phylogenetic Survey Unveils the Diversity and Evolution of Telomeres in Eukaryotes , 2013, Genome biology and evolution.

[29]  M. Kupiec Biology of telomeres: lessons from budding yeast. , 2014, FEMS microbiology reviews.

[30]  Chris Abell,et al.  Quantitative tracking of the growth of individual algal cells in microdroplet compartments. , 2011, Integrative biology : quantitative biosciences from nano to macro.

[31]  Jong-In Han,et al.  In situ analysis of heterogeneity in the lipid content of single green microalgae in alginate hydrogel microcapsules. , 2013, Analytical chemistry.

[32]  Zhongjun Zhou,et al.  Genetics of aging, progeria and lamin disorders. , 2014, Current opinion in genetics & development.

[33]  M. Schroda,et al.  Protocol: methodology for chromatin immunoprecipitation (ChIP) in Chlamydomonas reinhardtii , 2011, Plant Methods.

[34]  R. Walmsley,et al.  Replicative ageing in the fission yeast Schizosaccharomyces pombe , 1999, Yeast.

[35]  Thomas G. Doak,et al.  Drift-barrier hypothesis and mutation-rate evolution , 2012, Proceedings of the National Academy of Sciences.

[36]  Miller Tran,et al.  Chlamydomonas reinhardtii chloroplasts as protein factories. , 2007, Current opinion in biotechnology.

[37]  R. Mortimer,et al.  Life Span of Individual Yeast Cells , 1959, Nature.

[38]  D. Dubnau,et al.  A ComGA‐dependent checkpoint limits growth during the escape from competence , 2001, Molecular microbiology.

[39]  Marie E. Petracek,et al.  Chlamydomonas reinhardtii telomere repeats form unstable structures involving guanine-guanine base pairs , 1992, Nucleic Acids Res..

[40]  A. Arkin,et al.  Stochastic mechanisms in gene expression. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[41]  Helena M. Amaro,et al.  Efficient H2 production via Chlamydomonas reinhardtii. , 2011, Trends in biotechnology.

[42]  J. Jacquot,et al.  Analysis of light/dark synchronization of cell-wall-less Chlamydomonas reinhardtii (Chlorophyta) cells by flow cytometry , 1999 .

[43]  G. Ferbeyre,et al.  Fission yeast and other yeasts as emergent models to unravel cellular aging in eukaryotes. , 2010, The journals of gerontology. Series A, Biological sciences and medical sciences.

[44]  Ian K. Blaby,et al.  The Chlamydomonas genome project: a decade on. , 2014, Trends in plant science.

[45]  Jihye Kim,et al.  Growth kinetics of microalgae in microfluidic static droplet arrays , 2012, Biotechnology and bioengineering.

[46]  Shoji Takeuchi,et al.  Encapsulating bacteria in agarose microparticles using microfluidics for high-throughput cell analysis and isolation. , 2011, ACS chemical biology.

[47]  J. Rochaix,et al.  Chlamydomonas genetics, a tool for the study of bioenergetic pathways. , 1998, Biochimica et biophysica acta.

[48]  M. Iqtedar,et al.  Stem cell function and maintenance – ends that matter: Role of telomeres and telomerase , 2013, Journal of Biosciences.

[49]  I. Nemenman,et al.  Cellular noise and information transmission. , 2014, Current opinion in biotechnology.

[50]  C. Harley,et al.  Telomeres shorten during ageing of human fibroblasts , 1990, Nature.

[51]  Byron F. Brehm-Stecher,et al.  Single-Cell Microbiology: Tools, Technologies, and Applications , 2004, Microbiology and Molecular Biology Reviews.

[52]  J. Rochaix Chlamydomonas reinhardtii as the photosynthetic yeast. , 1995, Annual review of genetics.

[53]  C D Silflow,et al.  Assembly and motility of eukaryotic cilia and flagella. Lessons from Chlamydomonas reinhardtii. , 2001, Plant physiology.

[54]  N. Colegrave,et al.  Estimate of the Spontaneous Mutation Rate in Chlamydomonas reinhardtii , 2012, Genetics.

[55]  E. H. Harris,et al.  CHLAMYDOMONAS AS A MODEL ORGANISM. , 2003, Annual review of plant physiology and plant molecular biology.

[56]  H. Moyed,et al.  hipA, a newly recognized gene of Escherichia coli K-12 that affects frequency of persistence after inhibition of murein synthesis , 1983, Journal of bacteriology.

[57]  J. Berman,et al.  Chlamydomonas telomere sequences are A+T-rich but contain three consecutive G-C base pairs. , 1990, Proceedings of the National Academy of Sciences of the United States of America.

[58]  J. Berman,et al.  A Chlamydomonas protein that binds single‐stranded G‐strand telomere DNA. , 1994, The EMBO journal.

[59]  Yong Pan,et al.  Mitochondria, reactive oxygen species, and chronological aging: A message from yeast , 2011, Experimental Gerontology.

[60]  G. Lahav,et al.  We are all individuals: causes and consequences of non-genetic heterogeneity in mammalian cells. , 2011, Current opinion in genetics & development.

[61]  E. Shapiro,et al.  Single-cell sequencing-based technologies will revolutionize whole-organism science , 2013, Nature Reviews Genetics.

[62]  Elizabeth A Specht,et al.  Advances in microalgae engineering and synthetic biology applications for biofuel production. , 2013, Current opinion in chemical biology.

[63]  Philip Owende,et al.  Biofuels from microalgae—A review of technologies for production, processing, and extractions of biofuels and co-products , 2010 .

[64]  N. Perdigones,et al.  Telomere biology and translational research. , 2013, Translational research : the journal of laboratory and clinical medicine.

[65]  Sergio Rosales-Mendoza,et al.  Chlamydomonas reinhardtii as a viable platform for the production of recombinant proteins: current status and perspectives , 2011, Plant Cell Reports.

[66]  Frederik Sommer,et al.  Transcription Factor–Dependent Chromatin Remodeling at Heat Shock and Copper-Responsive Promoters in Chlamydomonas reinhardtii[W][OA] , 2011, Plant Cell.

[67]  J. Shay,et al.  Historical claims and current interpretations of replicative aging , 2002, Nature Biotechnology.

[68]  U. Hofer Environmental microbiology: Exploring diversity with single-cell genomics , 2013, Nature Reviews Microbiology.

[69]  Andrew Wright,et al.  Robust Growth of Escherichia coli , 2010, Current Biology.

[70]  J. Bruce German,et al.  Accumulation of High-Value Lipids in Single-Cell Microorganisms: A Mechanistic Approach and Future Perspectives , 2014, Journal of agricultural and food chemistry.

[71]  Lance Lee Mechanisms of mammalian ciliary motility: Insights from primary ciliary dyskinesia genetics. , 2011, Gene.

[72]  Jane Kondev,et al.  Regulation of noise in gene expression. , 2013, Annual review of biophysics.

[73]  P. Maloney,et al.  Distribution of suboptimally induces -D-galactosidase in Escherichia coli. The enzyme content of individual cells. , 1973, Journal of molecular biology.

[74]  W. J. V. Osterhout,et al.  ON THE DYNAMICS OF PHOTOSYNTHESIS , 1918, The Journal of general physiology.

[75]  Jessica A. Thompson,et al.  Dynamics of intracellular bacterial replication at the single cell level , 2010, Proceedings of the National Academy of Sciences.

[76]  François Taddei,et al.  In Brief , 2003, Nature Reviews Microbiology.

[77]  L. Váchová,et al.  Yeast Colonies: A Model for Studies of Aging, Environmental Adaptation, and Longevity , 2012, Oxidative medicine and cellular longevity.

[78]  Jennifer T. Pentz,et al.  Experimental evolution of an alternating uni- and multicellular life cycle in Chlamydomonas reinhardtii , 2013, Nature Communications.

[79]  E. H. Harris The Chlamydomonas sourcebook , 2009 .

[80]  P. Schönswetter,et al.  Environmental Heterogeneity and Phenotypic Divergence: Can Heritable Epigenetic Variation Aid Speciation? , 2012, Genetics research international.

[81]  Kenji Yasuda,et al.  Using single cell cultivation system for on-chip monitoring of the interdivision timer in Chlamydomonas reinhardtii cell cycle , 2010, Journal of nanobiotechnology.

[82]  J. D. de Visser,et al.  Millifluidic droplet analyser for microbiology. , 2011, Lab on a chip.

[83]  V. Cooper The Origins of Specialization: Insights from Bacteria Held 25 Years in Captivity , 2014, PLoS biology.

[84]  Cliff Han,et al.  Capturing and cultivating single bacterial cells in gel microdroplets to obtain near-complete genomes , 2014, Nature Protocols.

[85]  O. Rahn,et al.  The Growth Rate of Individual Bacterial Cells , 1932, Journal of bacteriology.

[86]  Donald Wlodkowic,et al.  Timing is everything: stochastic origins of cell-to-cell variability in cancer cell death. , 2011, Frontiers in bioscience.

[87]  B. Fischer,et al.  Growth condition-dependent sensitivity, photodamage and stress response of Chlamydomonas reinhardtii exposed to high light conditions. , 2006, Plant & cell physiology.

[88]  O. Misumi,et al.  Effects of Chloroplast DNA Content on the Cell Proliferation and Aging in Chlamydomonas reinhardtii , 2001, Journal of Plant Research.

[89]  Qian Wang,et al.  Cilia and Flagella Revealed From Flagellar Assembly in Chlamydomonas to Human Obesity Disorders , 2004, Cell.

[90]  Sui Huang Non-genetic heterogeneity of cells in development: more than just noise , 2009, Development.

[91]  A. Grossman Chlamydomonas reinhardtii and photosynthesis: genetics to genomics. , 2000, Current opinion in plant biology.

[92]  Jeff Shrager,et al.  Chlamydomonas reinhardtii at the Crossroads of Genomics , 2003, Eukaryotic Cell.

[93]  T. Strovas,et al.  Cell-to-Cell Heterogeneity in Growth Rate and Gene Expression in Methylobacterium extorquens AM1 , 2007, Journal of bacteriology.

[94]  J. Rochaix The three genomes of Chlamydomonas , 2004, Photosynthesis Research.

[95]  Sara L. Zimmer,et al.  The Chlamydomonas Genome Reveals the Evolution of Key Animal and Plant Functions , 2007, Science.

[96]  Qian Wang,et al.  Cilium-generated signaling and cilia-related disorders , 2005, Laboratory Investigation.

[97]  V. Longo,et al.  Chronological aging in Saccharomyces cerevisiae. , 2012, Sub-cellular biochemistry.

[98]  Lin Chao,et al.  Temporal Dynamics of Bacterial Aging and Rejuvenation , 2011, Current Biology.

[99]  N. Colegrave,et al.  SPONTANEOUS MUTATION ACCUMULATION IN MULTIPLE STRAINS OF THE GREEN ALGA, CHLAMYDOMONAS REINHARDTII , 2014, Evolution; international journal of organic evolution.

[100]  P. Spolaore,et al.  Commercial applications of microalgae. , 2006, Journal of bioscience and bioengineering.

[101]  David G. Mann,et al.  Algae: An Introduction to Phycology , 1996 .

[102]  Jialan Cao,et al.  Cultivation of Chlorella vulgaris in microfluid segments and microtoxicological determination of their sensitivity against CuCl2 in the nanoliter range , 2011 .

[103]  C. Howe,et al.  Biodiesel from algae: challenges and prospects. , 2010, Current opinion in biotechnology.

[104]  M. Blasco,et al.  Telomerase at the intersection of cancer and aging. , 2013, Trends in genetics : TIG.

[105]  Fabrice Franck,et al.  Hydrogen photo-evolution upon S deprivation stepwise: an illustration of microalgal photosynthetic and metabolic flexibility and a step stone for future biotechnological methods of renewable H2 production , 2010, Photosynthesis Research.

[106]  J. Szostak,et al.  A mutant with a defect in telomere elongation leads to senescence in yeast , 1989, Cell.

[107]  J. Vijg,et al.  Genome instability and aging. , 2013, Annual review of physiology.

[108]  J. Spudich,et al.  Regulation of the Chlamydomonas cell cycle by light and dark , 1980, The Journal of cell biology.

[109]  A. Aguilera,et al.  Causes of genome instability. , 2013, Annual review of genetics.

[110]  Phang Siew Moi,et al.  Handbook of Microalgal Culture. Biotechnology and Applied Phycology , 2004, Journal of Applied Phycology.

[111]  Carla S. Jones,et al.  Algae biofuels: versatility for the future of bioenergy. , 2012, Current opinion in biotechnology.

[112]  Massimo Pigliucci,et al.  What Role Does Heritable Epigenetic Variation Play in Phenotypic Evolution? , 2010 .

[113]  J. R. van der Meer,et al.  Use of flow cytometric methods for single-cell analysis in environmental microbiology. , 2008, Current opinion in microbiology.

[114]  Jens Rupprecht,et al.  From systems biology to fuel--Chlamydomonas reinhardtii as a model for a systems biology approach to improve biohydrogen production. , 2009, Journal of biotechnology.

[115]  A. Maklakov Aging: Why Do Organisms Live Too Long? , 2013, Current Biology.

[116]  J. Capp Noise-Driven Heterogeneity in the Rate of Genetic-Variant Generation as a Basis for Evolvability , 2010, Genetics.

[117]  Elizabeth H. Harris,et al.  The Chlamydomonas Sourcebook: A Comprehensive Guide to Biology and Laboratory Use , 1989 .

[118]  Elizabeth A Specht,et al.  Algae-based oral recombinant vaccines , 2014, Front. Microbiol..

[119]  S. Mayfield,et al.  Modifications of the metabolic pathways of lipid and triacylglycerol production in microalgae , 2011, Microbial cell factories.

[120]  Peter Lindblad,et al.  Potential for green microalgae to produce hydrogen, pharmaceuticals and other high value products in a combined process , 2012, Critical reviews in biotechnology.

[121]  D. Marshall,et al.  Microfluidics for single cell analysis. , 2012, Current opinion in biotechnology.

[122]  T. Rando The ins and outs of aging and longevity. , 2013, Annual review of physiology.

[123]  B. Kennedy,et al.  Replicative and chronological aging in Saccharomyces cerevisiae. , 2012, Cell metabolism.

[124]  Eric C. Henry,et al.  HANDBOOK OF MICROALGAL CULTURE: BIOTECHNOLOGY AND APPLIED PHYCOLOGY , 2004 .

[125]  D. Koshland,et al.  Non-genetic individuality: chance in the single cell , 1976, Nature.