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Microbial population dynamics decouple growth response from environmental nutrient concentration. Proc Natl Acad Sci U S A 2023; 120:e2207295120. [PMID: 36598949 PMCID: PMC9926246 DOI: 10.1073/pnas.2207295120] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
How the growth rate of a microbial population responds to the environmental availability of chemical nutrients and other resources is a fundamental question in microbiology. Models of this response, such as the widely used Monod model, are generally characterized by a maximum growth rate and a half-saturation concentration of the resource. What values should we expect for these half-saturation concentrations, and how should they depend on the environmental concentration of the resource? We survey growth response data across a wide range of organisms and resources. We find that the half-saturation concentrations vary across orders of magnitude, even for the same organism and resource. To explain this variation, we develop an evolutionary model to show that demographic fluctuations (genetic drift) can constrain the adaptation of half-saturation concentrations. We find that this effect fundamentally differs depending on the type of population dynamics: Populations undergoing periodic bottlenecks of fixed size will adapt their half-saturation concentrations in proportion to the environmental resource concentrations, but populations undergoing periodic dilutions of fixed size will evolve half-saturation concentrations that are largely decoupled from the environmental concentrations. Our model not only provides testable predictions for laboratory evolution experiments, but it also reveals how an evolved half-saturation concentration may not reflect the organism's environment. In particular, this explains how organisms in resource-rich environments can still evolve fast growth at low resource concentrations. Altogether, our results demonstrate the critical role of population dynamics in shaping fundamental ecological traits.
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JONES KL, RHODES-ROBERTS MURIELE. Physiological Properties of Nitrogen-scavenging Bacteria from the Marine Environment. ACTA ACUST UNITED AC 2008. [DOI: 10.1111/j.1365-2672.1980.tb04717.x] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Johnston W, Cooney M, Schorlemmer A, Pohl S, Karl DM, Bidigare R. Carbon mass balance methodology to characterize the growth of pigmented marine bacteria under conditions of light cycling. Bioprocess Biosyst Eng 2005; 27:163-74. [PMID: 15668759 DOI: 10.1007/s00449-004-0395-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2004] [Accepted: 11/02/2004] [Indexed: 10/25/2022]
Abstract
A carbon mass balance methodology employing minimal measurements was applied to heterotrophic and photoheterotrophic marine bacteria grown under constant dilution and exposed to 12-h intervals of light or darkness. Carbon mass balance calculations using measurements taken every 3 h closed to within 93-103% using dissolved organic carbon, biomass carbon and CO2 production data only, indicating that background interference from dissolved inorganic carbon variations in the amended seawater medium was not significant. Neither strain was observed to sustain a net CO2 fixation using paramagnetic measurement of oxygen uptake rates (OUR), indicating a need for more sensitive on-line measurement techniques for OUR. Photoheterotrophic growth demonstrated lower carbon-mole biomass yields (0.41+/-0.026 vs. 0.64+/-0.013 mol mol(-1)) despite higher specific glucose uptake rates (0.025 vs. 0.02 mol mol(-1) h(-1)), suggesting that bioreactor-based study of marine bacteria can present growth modes that are different from those encountered in the marine environment.
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Affiliation(s)
- Wayne Johnston
- Hawaii Natural Energy Institute, School of Ocean and Earth Science and Technology, University of Hawaii, Honolulu, HI 96822, USA
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Wick LM, Quadroni M, Egli T. Short- and long-term changes in proteome composition and kinetic properties in a culture of Escherichia coli during transition from glucose-excess to glucose-limited growth conditions in continuous culture and vice versa. Environ Microbiol 2001; 3:588-99. [PMID: 11683869 DOI: 10.1046/j.1462-2920.2001.00231.x] [Citation(s) in RCA: 82] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
To investigate the ability of Escherichia coli K12 MG1655 to cope with excess and limitation of a carbon and energy source, we studied the changes in kinetic properties and two-dimensional (2D) gel protein patterns of an E. coli culture. The population was transferred from glucose-excess batch to glucose-limited continuous culture (D = 0.3 h(-1)), in which it was cultivated for 500 h (217 generations) and then transferred back to glucose-excess batch culture. Two different stages to glucose-limitation were recognized: a short-term physiological adaptation characterized by a general effort in enhancing the cell's substrate scavenging ability and mutations resulting in a population exhibiting increased glucose affinity. Physiological short-term adaptation to glucose-limitation was achieved by upregulation of 12 proteins, namely MglB, MalE, ArgT, DppA, RbsB, YdcS, LivJ (precursor), UgpB (precursor), AceA, AldA, AtpA and GatY. Eight of these proteins are periplasmic binding proteins of ABC transporters. Most of them are not involved in glucose transport regulons, but rather in chemotaxis and transport of other substrates, whereas MalE and MglB have previously been shown to belong to transport systems important in glucose transport under glucose-limited conditions. Evolution under low glucose concentration led to an up to 10-fold increase in glucose affinity (from a K(s) of 366 +/- 36 microg l(-1) at the beginning to 44 +/- 7 microg l(-1)). The protein pattern of a "500-h-old" continuous culture showed a highly increased expression of MglB and MalE as well as of the regulator protein MalI. When adapted cells taken from the "500-h-old" continuous culture were transferred to batch culture, an increased expression of MalE was observed, compared with cells from un-adapted batch-grown cells. Otherwise, no significant changes were observed in the protein pattern of batch-grown populations before and after 500 h of evolution in the glucose-limited continuous culture.
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Affiliation(s)
- L M Wick
- Swiss Federal Institute for Environmental Science and Technology (EAWAG), PO Box 611, Uberlandstrasse 133, CH-8600 Dübendorf, Switzerland
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Kovárová-Kovar K, Egli T. Growth kinetics of suspended microbial cells: from single-substrate-controlled growth to mixed-substrate kinetics. Microbiol Mol Biol Rev 1998; 62:646-66. [PMID: 9729604 PMCID: PMC98929 DOI: 10.1128/mmbr.62.3.646-666.1998] [Citation(s) in RCA: 380] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Growth kinetics, i.e., the relationship between specific growth rate and the concentration of a substrate, is one of the basic tools in microbiology. However, despite more than half a century of research, many fundamental questions about the validity and application of growth kinetics as observed in the laboratory to environmental growth conditions are still unanswered. For pure cultures growing with single substrates, enormous inconsistencies exist in the growth kinetic data reported. The low quality of experimental data has so far hampered the comparison and validation of the different growth models proposed, and only recently have data collected from nutrient-controlled chemostat cultures allowed us to compare different kinetic models on a statistical basis. The problems are mainly due to (i) the analytical difficulty in measuring substrates at growth-controlling concentrations and (ii) the fact that during a kinetic experiment, particularly in batch systems, microorganisms alter their kinetic properties because of adaptation to the changing environment. For example, for Escherichia coli growing with glucose, a physiological long-term adaptation results in a change in KS for glucose from some 5 mg liter-1 to ca. 30 microg liter-1. The data suggest that a dilemma exists, namely, that either "intrinsic" KS (under substrate-controlled conditions in chemostat culture) or micromax (under substrate-excess conditions in batch culture) can be measured but both cannot be determined at the same time. The above-described conventional growth kinetics derived from single-substrate-controlled laboratory experiments have invariably been used for describing both growth and substrate utilization in ecosystems. However, in nature, microbial cells are exposed to a wide spectrum of potential substrates, many of which they utilize simultaneously (in particular carbon sources). The kinetic data available to date for growth of pure cultures in carbon-controlled continuous culture with defined mixtures of two or more carbon sources (including pollutants) clearly demonstrate that simultaneous utilization results in lowered residual steady-state concentrations of all substrates. This should result in a competitive advantage of a cell capable of mixed-substrate growth because it can grow much faster at low substrate concentrations than one would expect from single-substrate kinetics. Additionally, the relevance of the kinetic principles obtained from defined culture systems with single, mixed, or multicomponent substrates to the kinetics of pollutant degradation as it occurs in the presence of alternative carbon sources in complex environmental systems is discussed. The presented overview indicates that many of the environmentally relevant apects in growth kinetics are still waiting to be discovered, established, and exploited.
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Affiliation(s)
- K Kovárová-Kovar
- Swiss Federal Institute for Environmental Science and Technology (EAWAG), CH-8600 Dübendorf, Switzerland
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Affiliation(s)
- H W Jannasch
- Woods Hole Oceanographic Institution, Massachusetts 02543, USA
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The Ecological and Physiological Significance of the Growth of Heterotrophic Microorganisms with Mixtures of Substrates. ADVANCES IN MICROBIAL ECOLOGY 1995. [DOI: 10.1007/978-1-4684-7724-5_8] [Citation(s) in RCA: 159] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Senn H, Lendenmann U, Snozzi M, Hamer G, Egli T. The growth of Escherichia coli in glucose-limited chemostat cultures: a re-examination of the kinetics. BIOCHIMICA ET BIOPHYSICA ACTA 1994; 1201:424-36. [PMID: 7803473 DOI: 10.1016/0304-4165(94)90072-8] [Citation(s) in RCA: 100] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
The relationship between specific growth rate (mu) and steady-state glucose concentration was investigated for Escherichia coli ML30 in carbon-limited chemostat culture. This was made possible by the development of a method for measuring reducing sugars in culture media in the microgram.1-1-range. Cells initially cultivated in batch culture at high glucose concentrations required long-term adaptation to nutrient-limited growth conditions in the chemostat (between 100-200 volume changes at D = 0.6 h-1) until steady-state with respect to residual glucose concentration was reached; for adapted cells, however, new steady-state glucose concentrations were usually obtained within less than 10 volume changes. A statistical evaluation of different kinetic models showed that between 0.2 h-1 < D < 0.8 h-1 the three models proposed by Monod (1942), Shehata and Marr (1971), and Westerhoff et al. (1982) described the data equally well and the applicability of the different models is discussed. Depending on the model used, calculated glucose concentrations supporting half maximum growth rate (Ks) were in the range of 40-88 micrograms.1-1. The data strongly suggest that the large differences in Ks constants reported in the literature (ranging from 40 micrograms.1-1 up to 99 mg.1-1) are due to the use of E. coli cells adapted to different degrees to nutrient-limited growth conditions. This indicates that it is probably not possible to describe the kinetic properties of a bacterium with a single set of kinetic 'constants'.
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Affiliation(s)
- H Senn
- Swiss Federal Institute for Environmental Science and Technology (EAWAG), Dübendorf
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Owens J, Legan J. Determination of the Monod substrate saturation constant for microbial growth. FEMS Microbiol Lett 1987. [DOI: 10.1111/j.1574-6968.1987.tb02478.x] [Citation(s) in RCA: 53] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
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Rittmann BE, Crawford L, Tuck CK, Namkung E. In situ determination of kinetic parameters for biofilms: Isolation and characterization of oligotrophic biofilms. Biotechnol Bioeng 1986; 28:1753-60. [DOI: 10.1002/bit.260281120] [Citation(s) in RCA: 60] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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Kjelleberg S, Marshall KC, Hermansson M. Oligotrophic and copiotrophic marine bacteriaâobservations related to attachment. FEMS Microbiol Lett 1985. [DOI: 10.1111/j.1574-6968.1985.tb01135.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Baxter M, Sieburth JM. Metabolic and ultrastructural response to glucose of two eurytrophic bacteria isolated from seawater at different enriching concentrations. Appl Environ Microbiol 1984; 47:31-8. [PMID: 6696421 PMCID: PMC239607 DOI: 10.1128/aem.47.1.31-38.1984] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
Two marine bacteria, an Acinetobacter sp. (strain GO1) and a vibrio sp. (strain G1), were isolated by extinction dilution and maintained in natural seawater supplemented with nitrogen, phosphorus, and glucose at 0.01 and 10 mg of glucose carbon per liter above ambient monosaccharide concentrations, respectively. After 3 days in unsupplemented natural seawater, growth in batch culture with glucose supplements was determined by changes in cell numbers and glucose concentration. The exponential growth of the Acinetobacter strain with added glucose was indistinguishable from that in natural seawater alone, whereas that of the Vibrio strain was more rapid in the presence of glucose supplements, suggesting that the Acinetobacter strain preferred the natural organic matter in seawater as a carbon source. The ultrastructure for both isolates was unaffected by glucose supplements during exponential growth, but there were marked changes in stationary-phase cells. The Vibrio strain formed polyphosphate at 10 mg of glucose carbon per liter, whereas poly-beta-hydroxybutyrate formation occurred at 100 mg and became excessive at 1,000 mg, disrupting the cells. In contrast, the Acinetobacter strain elongated at 100 and 1,000 mg of glucose carbon per liter but failed to show poly-beta-hydroxybutyrate formation. The diversity of responses shown here would not have been detected with a single concentration of substrate, often used in the literature to characterize both pure and natural populations of marine bacteria.
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Taxonomic investigations of bacteriophage sensitive bacteria isolated from marine waters. ACTA ACUST UNITED AC 1983. [DOI: 10.1007/bf01983456] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Abstract
A marine psychrophilic Vibrio sp., Ant-300, recovered from starvation after the addition of 1 volume of complete nutrient medium to 9 volumes of starvation menstruum. Turbidity (measured by optical density), viable cell counts, cell size (measured from electron micrographs), and cellular concentrations of protein, DNA, and RNA were monitored with recovery time. The usual growth curve of bacterial cultures was observed. On a per viable cell basis, protein, DNA, and RNA increased to maximum values just before cell division and then returned to close to the initial starved-cell value during the stationary phase. Cells under complete starvation conditions or missing only one nutrient in the stationary phase responded with cell division resulting in many smaller cells. The length of the lag phase during recovery was directly proportional to the length of the prior starvation period, even when identical numbers of cells were used for recovery. Cells appeared to pass more deeply into dormancy with starvation time.
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Kemp CW, Robrish SA, Curtis MA, Sharer SA, Bowen WH. Application of a competition model to the growth of Streptococcus mutans and Streptococcus sanguis in binary continuous culture. Appl Environ Microbiol 1983; 45:1277-82. [PMID: 6344790 PMCID: PMC242450 DOI: 10.1128/aem.45.4.1277-1282.1983] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
Streptococcus mutans 6715-15 and Streptococcus sanguis 10558 were grown together in continuous culture with glucose as the limiting carbon source. The relationship of growth rate to substrate concentration was determined for pure cultures of each organism in continuous and batch cultures. A model based on competition for a growth-limiting substrate (glucose) was used to predict the proportions of each organism when grown in binary cultures. The results indicate that interactions other than competition for glucose carbon exist between S. mutans and S. sanguis grown under these conditions.
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Concentration and microbiological utilization of small organic molecules in the Scheldt estuary, the Belgian coastal zone of the North Sea and the English Channel. ACTA ACUST UNITED AC 1980. [DOI: 10.1016/s0302-3524(80)80084-3] [Citation(s) in RCA: 73] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Law AT, Button DK. Multiple-carbon-source-limited growth kinetics of a marine coryneform bacterium. J Bacteriol 1977; 129:115-23. [PMID: 830637 PMCID: PMC234903 DOI: 10.1128/jb.129.1.115-123.1977] [Citation(s) in RCA: 86] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
The steady-state growth rate of a marine isolate was related to the concentrations of several carbon and energy source substrates when these substrates limited growth simultaneously in continuous culture. Glucose limitation was characterized by a threshold of 0.21 mg/liter for growth, a half-maximal growth rate at 0.48 mg/liter, U-shaped curves in extractable pool concentration-versus-growth velocity plots, and slow maximal growth rates. Arginine addition reduced the glucose threshold to 0.008 mg/liter, more than doubled the maximal growth rate, and stabilized pool concentrations at low growth rates. Addition of a third substrate, glutamate, caused further reduction of the glucose concentration a steady state. Maximal reduction of the glucose concentration was effected by adding a mixture of 20 amino acids. Steady-state limiting nutrient concentration was dependent on the specific identity of the auxiliary nutrients and on the concentration ratio at which they were supplied. When glucose was supplemented with an equal quantity of an amino acid mixture, the external steady-state glucose remained below 10 mug/liter. When 1 mug of glucose was added to a 2.5-mg/liter amino acid mixture, at least 70% of it was consumed at steady state in spite of the threshold observed. Lack of crossover between metabolic pathways, suggested by the absence of glucose carbon in pool glutamate of arginine-glucose-grown cells, may have been partly responsible for the mixed carbon source stimulation of nutrient accumulation observed. The affinity observed is sufficient to account for normal growth at a total organic substrate concentration of only 0.11 mg/liter when supplied from a suitable mixture.
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Smith WO, Barber RT, Huntsman SA. Primary production off the coast of northwest Africa: excretion of dissolved organic matter and its heterotrophic uptake. ACTA ACUST UNITED AC 1977. [DOI: 10.1016/0146-6291(77)90539-2] [Citation(s) in RCA: 53] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Tuttle JH, Holmes PE, Jannasch HW. Growth rate stimulation of marine pseudomonads by thiosulfate. Arch Microbiol 1974; 99:1-14. [PMID: 4852191 DOI: 10.1007/bf00696218] [Citation(s) in RCA: 48] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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Jost JL, Drake JF, Fredrickson AG, Tsuchiya HM. Interactions of Tetrahymena pyriformis, Escherichia coli, Azotobacter vinelandii, and glucose in a minimal medium. J Bacteriol 1973; 113:834-40. [PMID: 4632323 PMCID: PMC285298 DOI: 10.1128/jb.113.2.834-840.1973] [Citation(s) in RCA: 115] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
A study was made of the food web formed from a protozoon, two bacteria, and a glucose minimal medium in chemostat culture. The system was also divided into simpler parts, first by omitting the protozoon to obtain a competition system, and then by omitting one or the other of the bacteria to obtain two food chains. In the competition studies, one bacterium was displaced by the other at all holding times used. In the food chain studies, sustained oscillations of the population densities of predator and prey developed at short holding times, and then changed to damped oscillations at longer holding times. In addition, the level of residual glucose remained high at long holding times. A new model of microbial growth is necessary to explain these results. In the food web studies, predation of the protozoon on the two bacteria stabilized the competition between the latter and allowed their coexistence in the same habitat. Thus, Gause's principle was circumvented.
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Johnson PT, Chapman FA. Comparative studies on the in vitro response of bacteria to invertebrate body fluids. I. Dendrostomum zostericolum, a sipunculid worm. J Invertebr Pathol 1970; 16:127-38. [PMID: 4915595 DOI: 10.1016/0022-2011(70)90218-1] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
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Abstract
Specific growth rates as low as 0.005 hr(-1) (generation times of 20 to 200 hr) of aquatic bacteria in natural waters have been calculated from significant differences between dilution rates and washout rates in a chemostat. The measured growth rates were affected by the treatment of the water samples (type of sterilization) and by competition with the natural microflora for the unknown growth-limiting substrate.
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