Next Article in Journal
Changes of Soil C Stock under Establishment and Abandonment of Arable Lands in Permafrost Area—Central Yakutia
Next Article in Special Issue
Impact of Air Mass Conditions and Aerosol Properties on Ice Nucleating Particle Concentrations at the High Altitude Research Station Jungfraujoch
Previous Article in Journal
Correction: Bärfuss et al. New Setup of the UAS ALADINA for Measuring Boundary Layer Properties, Atmospheric Particles and Solar Radiation. Atmosphere, 2018, 9, 28
Previous Article in Special Issue
Compositional and Mineralogical Effects on Ice Nucleation Activity of Volcanic Ash
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:

Abundance of Biological Ice Nucleating Particles in the Mississippi and Its Major Tributaries

Ocean Lab, The Parrog, Fishguard Harbour, Wales SA64 0ED, UK
Department of Atmospheric Science, Colorado State University, Fort Collins, CO 80523, USA
Author to whom correspondence should be addressed.
Atmosphere 2018, 9(8), 307;
Submission received: 10 July 2018 / Revised: 30 July 2018 / Accepted: 3 August 2018 / Published: 7 August 2018
(This article belongs to the Special Issue Ice Nucleation in the Atmosphere)


Ice nucleating particles (INPs) are rare among atmospheric aerosols. However, through their ability to induce freezing of cloud droplets in cold clouds, they affect cloud lifetime, cloud albedo, and the efficiency and distribution of precipitation. While terrestrial sources of INPs are the focus of much research, the potential of rivers and lakes to be significant INP reservoirs has been neglected. In the first survey of a major river system, surface waters from the Mississippi, Missouri, Platte, and Sweetwater Rivers, all draining east and south from the Great Divide in the United States of America (USA), were tested for their INP concentrations. The survey comprised 49 samples, taken approximately every 150–250 km along 90% of the Mississippi (from Natchez, MS to the source at Bemidji, MN), the full length of the Missouri, 90% of the North Platte, and all of the Sweetwater. Samples were analysed using the immersion freezing method. The highest freezing temperature varied between −4 and −6 °C, and the concentration of INPs active at −10 °C or warmer ranged from 87 to 47,000 mL−1. The average INP concentration at −10 °C was 4950 mL−1, almost four orders of magnitude greater than the numbers of INPs typically found active at this temperature in seawater. The majority of INPs (69 to >99%) were heat labile (deactivated by heating to 95 °C) and therefore likely to be biological. Although the surface area of rivers is limited, their significant concentrations of INPs suggest that freshwater emissions should be investigated for their potential impact on regional cloud processes.

1. Introduction

Ice nucleating particles (INPs) form only a very small subset of all aerosols in the atmosphere [1]. Even so, warmer than about −38 °C, INPs are required to catalyse the formation of ice crystals in clouds in a process termed heterogeneous nucleation. Colder than −38 °C, INPs are not required, and this is termed homogenous freezing. The action of the INPs greatly influences the distribution of liquid and ice particles within clouds. They thereby exert a potentially strong modulation of Earth’s energy budget and the water cycle through their modification of cloud radiative properties, the release of latent heat, and the efficiency and distribution of precipitation [2,3,4,5].
Terrestrial sources of INPs have received much attention. In addition to ongoing interest into the action of both mineral dusts and soot [6,7,8], the role of the soil organic matter, which includes INPs produced by the decomposer community, as a source of atmospheric INPs is now being more closely examined [9,10,11,12]; pioneering work identified the litter layer, in particular, as a prodigious source of biological INPs in diverse global ecotypes [13,14]. By contrast, while oceans comprise 71% of the Earth’s surface area and emit INPs within sea spray—mainly by bubble bursting—they are only now being investigated more systematically [15,16,17,18,19,20,21]. Until recently, the only systematic study of INPs in the marine boundary layer was that undertaken by Bigg [22]. Low INP levels over oceans and variable production of biological INPs has recently been documented in marine sea spray aerosol [18,23], and higher levels appear to be generated by planktonic blooms or the ensuing microbial succession [16,18,19,24,25]. Their emission from the ocean surface will likely be enhanced by their enrichment in the sea surface microlayer [17,26].
Freshwaters as sources of INPs have been largely overlooked. Morris et al. [27,28] showed cultivable Pseudomonas syringae were present in a variety of fresh water habitats at 0.05 to 10 mL−1, with most characterised as ice nucleation active. In addition, diatoms thought to be associated with ice nucleating bacteria in lake water were shown to produce ice at up to −3 °C [29]. Pietsch et al. [30] investigated the aerosolisation of two strains of Pseudomonas in a Collison nebuliser; air was injected at high velocity through the nebulizer’s orifice which broke the cell suspension apart into small droplets. More recently, two studies have measured INPs in river surface waters. Moffett [31] surveyed the river Gwuan from its upper reaches to several kilometres out to sea for total and heat sensitive INP concentrations, while Larsen et al. [32] measured INPs weekly at one position in the Rhine, in Basel, Switzerland, over 16 months. Baseline Rhine river concentrations were <100 INPs active at −8 °C mL−1, but this increased to around 4000 INPs mL−1 at −8 °C during transitory peak flows following intense rainfall, likely associated with the flushing of INPs from plant surfaces, litter, and soil. Most INPs were small (<0.22 μm).
The work documented here is the first analysis of INPs in a major river system. We demonstrate that the river waters contained high levels of biological INPs and suggest that their potential influence on cold cloud ice formation and precipitation requires investigation.

2. Materials and Methods

A single surface water sample was taken approximately every 150–250 km along the river systems (Figure 1). To sample river surface water, a sterile 15 mL centrifuge tube (Falcon, VWR, Lutterworth, UK) was taped to a 4 m length of plastic pipe. The assembly was then lowered into the water as vertically as possible and the top ~1 cm of water allowed to flow into the tube. These samples were then immediately frozen on dry ice for a maximum of 48 h or kept cold on crushed ice for at most 6 h before analysis. A second bulk sample of approximately 450 mL was then taken in the same way into a clean 500 mL polypropylene bottle (VWR), and within 5 min the temperature and pH determined. The pH was determined using a portable meter checked every day with standard buffers. INPs were counted using a thermal cycler, (PTC-200, MJ Research, Watford, UK) as described in Hill et al. [33], except in this case the thermal cycler had been modified to enable cooling to 30 °C below ambient. INP determinations were performed using 16–24 aliquots of 80–100 µL in a single-use 96-well polypropylene plate (Starlab, Milton Keynes, UK). The temperature was reduced in increments of 1 °C with a transition time of 5–10 s. Samples were then held for 2 min at each temperature before assessing the number of frozen wells visually. Conversion to INP mL−1 water at each temperature was estimated using the formula −ln(f)/V, where f is the proportion of droplets not frozen and V is the volume of each aliquot [34]. The majority of samples were also heated in the modified thermal cycler to 95 °C for 20 min. Before reanalysis to determine the fraction of INPs which were likely to be biological, the trays were briefly centrifuged to remove small bubbles (these can obscure the appearance of freezing). Three pooled samples and one individual sample were also filtered through 0.22 µm-pore-diameter syringe filters (PES, VWR) to gauge the size of the INPs. The syringe filters contributed no INPs to the samples. Deionised water passed through a 20 nm filter served as controls in each determination (0.6% of control wells froze during these experiments).
The results for 49 samples are presented. The majority were sampled in a two-week period in June 2015 and the remainder in a two-week period in September 2012. One site (Lewellen, NE, USA) was sampled on both occasions.

3. Results

Sampling locations and numbers of INPs active at −10 °C or warmer are shown in Figure 1, whereas details of sampling location, water chemistry, and INP concentrations at −7 °C and −10 °C, as well as the % heat labile at −10 °C, are shown in Table 1. Water temperatures varied from 11.0 to 28.6 °C, while pH ranged from 6.8 to 9.0.
Ice spectra (the number of INPs per mL plotted against temperature) are shown for both untreated and selected heat treated (95 °C) samples separately for the Mississippi, Missouri, and Sweetwater/Platte Rivers in Figure 2 (complete results for heat treated samples are shown in Figure S1). The most efficient INPs initiated freezing at between −4 and −6 °C, while numbers active at −7 and −10 °C or warmer ranged from 36 to 12,000 mL−1 and 87 to 47,000 mL−1 river water, respectively (Table 1). In precipitation, the corresponding values mostly fall within the range 0.1 to 50 mL−1 [1]. Hence, direct inputs to rivers from precipitation (apart from that which intersects foliage) is a minor source. Heating reduced INP concentrations, typically to the limit of testing at −13 to −15 °C. At −10 °C or warmer, 66 to >99% of INPs were heat labile, and therefore likely to be biological [13] (Table 1).
Three samples from the 2012 campaign were filtered using 0.22 µm disposable filters. As shown in Table 2, the proportion of INPs in the filtrate was variable. Between 24 and >99% of INPs passed through the filters, suggesting that a significant proportion were not intact cells.

4. Discussion

In this study, the concentrations of INPs in surface river water were much greater than that typically found in marine systems: median values at −10 °C were around 2000 times that of seawater, which tends to be ≤1 mL−1 at −10 °C [25,31] with occasionally higher transitory concentrations, probably associated with algal blooms [25]. The number of INPs was also highly variable, reflecting the relative contributions of a range of sources (Figure S2). The vast majority of INPs (66–99%, median 93%) were heat labile, suggesting a biological component. Indeed, the susceptibility of INPs to being denatured by 95 °C generally increased with their concentration in the sample (Figure 3). It can also be seen that the warmer-temperature-active INPs are more heat sensitive and that the effect is lost around −12 °C (Figure 2 and Figure S1); presumably, at colder temperatures INPs are a mix of heat-resistant organic and mineral INPs [12]. The size observations agree with previous work on freshwater INPs in Wales [31], marine INPs [17,20], precipitation [35,36,37], and recent studies showing that ice nucleating fungi and pollen release copious numbers of small (e.g., <15 nm) cell-free INPs [38,39,40].
Figure 1 highlights some of the geographic variation in the distribution and concentration of INPs. One point of interest is the confluence of the Mississippi River with its largest tributary, the Ohio. The two rivers are very different, with the turbid Mississippi living up to its moniker “The Big Muddy”. There was a marked decrease (>15-fold) in INP concentration below their junction (Figure 1). On the day of sampling, the discharge of the Mississippi upstream of the junction was 14,450 m3 s−1 with a suspended sediments loading of 1110 mg L−1 (monitored at Thebes; USGS National Water Information System, Site number 07022000), whereas that of the Ohio was only 4100 m3 s−1 (at Olmsted, USGS 03612600, no suspended sediments or turbidity data available at this or nearby stations). Hence, simple dilution of the Mississippi’s INPs by a large influx of “cleaner” water from the Ohio did not cause the decrease. It, therefore, may have resulted from microbiological decomposition of organic INPs or from sedimentation due to a change in river chemistry. For example, at the time of sampling the pH of the Mississippi was 7.7–8.0, whereas in the Ohio it was 6.9. In non-alkaline water, divalent cations are more soluble and hence available to form flocs. An injection of Mg2+ and Ca2+ ions by the Ohio may have promoted flocculation and rapid settling of INPs downstream of the confluence.
By contrast, the large jump in INP concentration in the Missouri, from 1500 to 10,000, as it crossed from Montana into North Dakota (Figure 1), was likely due to large inflows of INP-rich water from the Yellowstone River just upstream of the Williston sampling point. During the afternoon of sampling, the Missouri’s discharge was only 250 m3 s−1 (measured near Culbertson; USGS 06185500, no suspended sediments or turbidity data available) whereas the Yellowstone was three times higher (830 m3 s−1 and 155 mg L−1 suspended sediments, measured near Sidney, USGS 06329500). Interestingly, and as was also seen below the Mississippi/Ohio junction, INP concentrations then decreased as the Missouri flowed southeast through the Dakotas.
Although based on a limited number of observations, the level of sediment (a combination of upstream land use and rate of flow) in rivers may be directly related to the number of INPs. For example, the Bad River at Fort Pierre was sampled at its junction with the Missouri. This small tributary of the Missouri is noted for its very high silt levels, which was evident at the time of sampling. Accordingly, it had the greatest number of INPs of any sample: 17,000 mL−1 at −7 °C and 59,000 mL−1 at −10 °C. Post precipitation run-off would produce a pulse of increased sediment inputs, while washing of foliage by rain would contribute additional INPs. In addition, the swollen river would wash additional areas of vegetation. The increased flow rate may also erode biofilms on river bed stones and pebbles, and stir up sediments on the river bed.
Freshwater could be a significant source of regional atmospheric INPs. Indeed, freshwater bacteria have even been found to dominate the bacterial microbiome of aerosols [41,42]. The same emission mechanism that operates in seawater—bubble bursting—would also facilitate freshwater INPs becoming airborne. Bubble bursting has been assessed to cover between 3–4% of the ocean’s surface at any one time [43]. This is likely to be greater for large freshwater bodies because the waves are smaller and occur with much greater frequency, and so break and foam more frequently [44]. In addition, film jet bubble bursting may be more extensive in freshwaters compared to marine due to the increased dissolved organic carbon content. This may be less significant in rivers during low flow rates, as demonstrated for the Rhine in Switzerland [32]. Using single particle aerosol time-of-flight mass spectrometry of aerosols generated from Lake Michigan water, Axson et al. [45] found a mass spectral fingerprint dominated by calcium carbonate but also with organic nitrogen markers consistent with the presence of organic material.
This initial study requires extension and refinement. Samples should be taken at different seasons, depths, and distances from the bank to build up a more detailed picture of freshwater INP dynamics and to assess the rate at which freshwater INPs become airborne and the factors, such as the influence of the surface microlayer, controlling it. Initial results from the Maumee River suggest that freshwater INPs do indeed become aerosolised [46]. Other rivers and, especially, large freshwater bodies such as lakes, reservoirs, glaciers, swamps, peat bogs, and other wetlands should also be analysed to see if these initial findings are broadly representative. For example, most samples in this study were taken from regions where agriculture predominates; other freshwater bodies may not reflect this anthropo-ecological context. As regards the nature of the INPs, at this stage we can only presume that they are macromolecules such as proteins; work is ongoing to characterize them. However, a testable hypothesis resulting from this initial work is that freshwater bodies are a significant repository of biological INPs, which are likely to vary seasonally and impact regionally on cloud ice formation, precipitation, and climate.

Supplementary Materials

The following are available online at, Figure S1: Full spectra of ice nucleating particle concentrations in the Sweetwater/Platte, Missouri, and Mississippi Rivers. Left column figures show INP spectra in untreated water, while the right column figures show all results for heat-treated samples (95 °C for 20 min), Figure S2: Sources of INPs in rivers.

Author Contributions

Conceptualization, B.F.M.; Formal analysis, T.C.J.H. and P.J.D.; Funding acquisition, B.F.M., T.C.J.H., and P.J.D.; Investigation, B.F.M.; Methodology, B.F.M.; Resources, T.C.J.H.; Writing−original draft, B.F.M. and T.C.J.H.; Writing—review and editing, B.F.M., T.C.J.H., and P.J.D.


This work was funded by National Science Foundation grant 1358495 (TH and PD). BM funded the rest from his Father’s legacy.


We would particularly like to thank Gary Franc, deceased, at the University of Wyoming, for his generous support of the research and his advice. Further, we are grateful to Bob Baumgartner, manager of the University of Wyoming’s James C. Hageman Sustainable Agriculture Research and Extension Centre (SAREC), for access to the centre and use of their laboratory. Also, we thank Arsineh Hecobian for producing Figure 1.

Conflicts of Interest

The authors declare no conflict of interest.


  1. Petters, M.D.; Wright, T.P. Revisiting ice nucleation from precipitation samples. Geophys. Res. Lett. 2015, 42, 8758–8766. [Google Scholar] [CrossRef]
  2. Lohmann, U.; Feichter, J. Global indirect aerosol effects: A review. Atmos. Chem. Phys. 2005, 5, 715–737. [Google Scholar] [CrossRef]
  3. DeMott, P.J.; Prenni, J.A.; Liu, X.; Kreidenweis, S.M.; Petters, M.D.; Twohy, C.H.; Richardson, M.S.; Eidhammer, T.; Rogers, D.C. Predicting global atmospheric ice nuclei distributions and their impacts on climate. Proc. Natl. Acad. Sci. USA 2010, 107, 11217–11222. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  4. Murray, B.J.; O’Sullivan, D.; Atkinson, J.D.; Webb, M. Ice nucleation by particles immersed in supercooled cloud droplets. Chem. Soc. Rev. 2012, 41, 6519–6554. [Google Scholar] [CrossRef] [PubMed]
  5. Boucher, O.; Randall, D.; Artaxo, P.; Bretherton, C.; Feingold, G.; Forster, P.; Kerminen, V.-M.; Kondo, Y.; Liao, H.; Lohmann, U.; et al. Clouds and Aerosols. In Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change; Stocker, T.F., Qin, D., Plattner, G.-K., Tignor, M., Allen, S.K., Boschung, J., Nauels, A., Xia, Y., Bex, V., Midgley, P.M., Eds.; Cambridge University Press: Cambridge, UK; New York, NY, USA, 2013. [Google Scholar]
  6. Hoose, C.; Möhler, O. Heterogeneous ice nucleation on atmospheric aerosols: A review of results from laboratory experiments. Atmos. Chem. Phys. 2012, 12, 9817–9854. [Google Scholar] [CrossRef]
  7. Niemand, M.; Möhler, O.; Vogel, B.; Vogel, H.; Hoose, C.; Connolly, P.; Klein, H.; Bingemer, H.; DeMott, P.; Skrotzki, J.; et al. Parameterization of immersion freezing on mineral dust particles: An application in a regional scale model. J. Atmos. Sci. 2012, 69, 3077–3092. [Google Scholar] [CrossRef]
  8. Boose, Y.; Welti, A.; Atkinson, J.; Ramelli, F.; Danielczok, A.; Bingemer, H.G.; Plötze, M.; Sierau, B.; Kanji, Z.A.; Lohmann, U. Heterogeneous ice nucleation on dust particles sourced from nine deserts worldwide—Part 1: Immersion freezing. Atmos. Chem. Phys. 2016, 16, 15075–15095. [Google Scholar] [CrossRef]
  9. Conen, F.; Morris, C.E.; Leifeld, J.; Yakutin, M.V.; Alewell, C. Biological residues define the ice nucleation properties of soil dust. Atmos. Chem. Phys. 2011, 11, 9643–9648. [Google Scholar] [CrossRef] [Green Version]
  10. O’Sullivan, D.; Murray, B.J.; Malkin, T.L.; Whale, T.F.; Umo, N.S.; Atkinson, J.D.; Price, H.C.; Baustian, K.J.; Browse, J.; Webb, M.E. Ice nucleation by fertile soil dusts: Relative importance of mineral and biogenic components. Atmos. Chem. Phys. 2014, 14, 1853–1867. [Google Scholar]
  11. Tobo, Y.; DeMott, P.J.; Hill, T.C.J.; Prenni, A.J.; Swoboda-Colberg, N.G.; Franc, G.D.; Kreidenweis, S.M. Organic matter matters for ice nuclei of agricultural soil origin. Atmos. Chem. Phys. 2014, 14, 8521–8531. [Google Scholar] [CrossRef] [Green Version]
  12. Hill, T.C.J.; DeMott, P.J.; Tobo, Y.; Fröhlich-Nowoisky, J.; Moffett, B.F.; Franc, G.D.; Kreidenweis, S.M. Sources of organic ice nucleating particles in soils. Atmos. Chem. Phys. 2016, 16, 7195–7211. [Google Scholar] [CrossRef] [Green Version]
  13. Schnell, R.C.; Vali, G. Biogenic ice nuclei, Part I: Terrestrial and marine sources. J. Atmos. Sci. 1976, 33, 1554–1564. [Google Scholar] [CrossRef]
  14. Vali, G.; Christensen, M.; Fresh, R.W.; Galyan, E.L.; Maki, L.R.; Schnell, R.C. Biogenic ice nuclei Part II, Bacterial sources. J. Atmos. Sci. 1976, 33, 1565–1570. [Google Scholar]
  15. Burrows, S.M.; Hoose, C.; Pöschl, U.; Lawrence, M.G. Ice nuclei in marine air: Bioparticles or dust? Atmos. Chem. Phys. 2011, 13, 245–267. [Google Scholar] [CrossRef]
  16. Wang, X.; Sultana, C.M.; Trueblood, J.; Hill, T.C.J.; Malfatti, F.; Lee, C.; Laskina, O.; Moore, K.A.; Beall, C.M.; McCluskey, C.S.; et al. Microbial control of sea spray aerosol composition: A tale of two blooms. ACS Cent. Sci. 2015, 1, 124–131. [Google Scholar] [CrossRef] [PubMed]
  17. Wilson, T.W.; Ladino, L.A.; Alpert, P.A.; Breckels, M.N.; Brooks, I.M.; Browse, J.; Burrows, S.M.; Carslaw, K.S.; Huffman, J.A.; Judd, C.; et al. A marine biogenic source of atmospheric ice-nucleating particles. Nature 2015, 525, 234–238. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  18. DeMott, P.J.; Hill, T.C.J.; McCluskey, C.S.; Prather, K.A.; Collins, D.B.; Sullivan, R.C.; Ruppel, M.J.; Mason, R.H.; Irish, V.E.; Lee, T.; et al. Sea spray aerosol as a unique source of ice nucleating particles. Proc. Natl. Acad. Sci. USA 2016, 113, 5797–5803. [Google Scholar] [CrossRef] [PubMed]
  19. McCluskey, C.S.; Hill, T.C.J.; Malfatti, F.; Sultana, C.M.; Lee, C.; Santander, M.V.; Beall, C.M.; Moore, K.A.; Cornwell, G.C.; Collins, D.B.; et al. A dynamic link between ice nucleating particles released in nascent sea spray aerosol and oceanic biological activity during two mesocosm experiments. J. Atmos. Sci. 2017, 74, 151–166. [Google Scholar] [CrossRef]
  20. McCluskey, C.S.; Hill, T.C.J.; Sultana, C.M.; Laskina, O.; Trueblood, J.; Santander, M.V.; Beall, C.M.; Michaud, J.M.; Kreidenweis, S.M.; Prather, K.A.; et al. A mesocosm double feature: Insights into the chemical make-up of marine ice nucleating particles. J. Atmos. Sci. 2018, 75, 2405–2423. [Google Scholar] [CrossRef]
  21. Vergara-Temprado, J.; Miltenberger, A.K.; Furtado, K.; Grosvenor, D.P.; Shipway, B.J.; Hill, A.A.; Wilkinson, J.M.; Field, P.R.; Murray, B.J.; Carslaw, K.S. Strong control of Southern Ocean cloud reflectivity by ice-nucleating particles. P. Natl. Acad. Sci. 2018, 115, 2687–2692. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  22. Bigg, E.K. Ice nucleus concentrations in remote areas. J. Atmos. Sci. 1973, 30, 1153–1157. [Google Scholar] [CrossRef]
  23. McCluskey, C.S.; Ovadnevaite, J.; Rinaldi, M.; Atkinson, J.; Belosi, F.; Ceburnis, D.; Salvatore, M.; Hill, T.C.J.; Lohmann, U.; Kanji, Z.A.; et al. Marine and terrestrial organic ice-nucleating particles in pristine marine to continentally influenced Northeast Atlantic air masses. J. Geophys. Res. Atmos. 2018, 123. [Google Scholar] [CrossRef]
  24. Schnell, R.C.; Vali, G. Freezing nuclei in marine waters. Tellus 1975, 27, 321–323. [Google Scholar] [CrossRef]
  25. Schnell, R. Ice nuclei in seawater, fog water and marine air off the coast of Nova Scotia: Summer 1975. J. Atmos. Sci. 1977, 34, 1299–1305. [Google Scholar] [CrossRef]
  26. Engel, A.; Bange, H.W.; Cunliffe, M.; Burrows, S.M.; Friedrichs, G.; Galgani, L.; Herrmann, H.; Hertkorn, N.; Johnson, M.; Liss, P.S.; et al. The ocean’s vital skin: Toward an integrated understanding of the sea surface microlayer. Front. Mar. Sci. 2017, 4, 165. [Google Scholar] [CrossRef]
  27. Morris, C.E.; Sands, D.C.; Vinatzer, B.A.; Glaux, C.; Guilbaud, C.; Buffière, A.; Yan, S.; Dominguez, H.; Thompson, B.M. The life history of the plant pathogen Pseudomonas syringae is linked to the water cycle. Int. Soc. Microb. Ecol. 2008, 2, 321–334. [Google Scholar] [CrossRef] [PubMed]
  28. Morris, C.E.; Sands, D.C.; Vanneste, J.L.; Montarry, J.; Oakley, B.; Guilbaud, C.; Glaux, C. Inferring the evolutionary history of the plant pathogen Pseudomonas syringae from its biogeography in headwaters of rivers in North America, Europe, and New Zealand. Am. Soc. Microbol. 2010, 1, 1–11. [Google Scholar] [CrossRef] [PubMed]
  29. D’souza, N.A.; Kawarasaki, Y.; Gantz, J.D.; Lee, R.D., Jr.; Beall, B.F.N.; Shtarkman, Y.M.; Koçer, Z.A.; Rogers, S.O.; Wildschutte, H.; Bullerjahn, G.S.; et al. Diatom assemblages promote ice formation in large lakes. Int. Soc. Microb. Ecol. 2013, 7, 1632–1640. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  30. Pietsch, R.B.; David, R.F.; Marr, L.C.; Vinatzer, B.; Schmale, D.G., III. Aerosolization of two strains (Ice+ and Ice–) of Pseudomonas syringae in a collision nebulizer at different temperatures. Aerosol Sci. Technol. 2015, 49, 159–166. [Google Scholar] [CrossRef]
  31. Moffett, B.F. Fresh water ice nuclei. Fundam. Appl. Limnol. 2016, 188, 19–23. [Google Scholar] [CrossRef]
  32. Larsen, J.A.; Conen, F.; Alewell, C. Export of ice nucleating particles from a watershed. R. Soc. Open Sci. 2017, 4, 170213. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  33. Hill, T.C.J.; Georgakopoulos, D.G.; DeMott, P.J.; Stump, W.L.; Franc, G.D. Measurement of ice nucleation-active bacteria on plants and in precipitation by quantitative PCR. Appl. Environ. Microbiol. 2014, 80, 256–1267. [Google Scholar] [CrossRef] [PubMed]
  34. Vali, G. Quantitative evaluation of experimental results on the heterogeneous freezing nucleation of supercooled liquids. J. Atmos. Sci. 1971, 28, 402–409. [Google Scholar] [CrossRef]
  35. Vali, G. Sizes of atmospheric ice nuclei. Nature 1966, 212, 384–385. [Google Scholar] [CrossRef]
  36. Rangel-Alvarado, R.B.; Nazarenko, Y.; Ariya, P.A. Snow-borne nanosized particles: Abundance, distribution, composition, and significance in ice nucleation processes. J. Geophys. Res. Atmos. 2015, 120, 11760–11774. [Google Scholar] [CrossRef]
  37. Šantl-Temkiv, T.; Sahyoun, M.; Finster, K.; Hartmann, S.; Augustin, S.; Stratmann, F.; Wex, H.; Clauss, T.; Nielsen, N.W.; Sørensen, J.H.; et al. Characterization of airborne ice-nucleation-active bacteria and bacterial fragments. Atmos. Environ. 2015, 109, 105–117. [Google Scholar] [CrossRef]
  38. Fröhlich-Nowoisky, J.; Hill, T.C.J.; Pummer, B.G.; Yordanova, P.; Franc, G.D.; Pöschl, U. Ice nucleation activity in the widespread soil fungus Mortierella alpina. Biogeosciences 2015, 12, 1057–1071. [Google Scholar] [CrossRef]
  39. Pummer, B.G.; Budke, C.; Augustin-Bauditz, S.; Niedermeier, D.; Felgitsch, L.; Kampf, C.J.; Huber, R.G.; Liedl, K.R.; Loerting, T.; Moschen, T.; et al. Ice nucleation by water-soluble macromolecules. Atmos. Chem. Phys. 2015, 15, 4077–4091. [Google Scholar] [CrossRef]
  40. O’Sullivan, D.; Murray, B.J.; Ross, J.; Webb, M.E. The adsorption of fungal ice-nucleating proteins on mineral dusts: A terrestrial reservoir of atmospheric ice-nucleating particles. Atmos. Chem. Phys. 2016, 16, 7879–7887. [Google Scholar]
  41. DeLeon-Rodriguez, N.; Lathem, T.L.; Rodriguez-R, L.M.; Barazesh, J.M.; Anderson, B.E.; Beyersdorf, A.J.; Ziemba, L.D.; Bergin, M.; Nenes, A.; Konstantinidis, K.T. Microbiome of the upper troposphere: Species composition and prevalence, effects of tropical storms, and atmospheric implications. Proc. Natl. Acad. Sci. USA 2013, 110, 2575–2580. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  42. Maki, T.; Hara, K.; Iwata, A.; Lee, K.C.; Kawai, K.; Kai, K.; Kobayashi, F.; Pointing, S.B.; Archer, S.; Hasegawa, H.; et al. Variations in airborne bacterial communities at high altitudes over the Noto Peninsula (Japan) in response to Asian dust events. Atmos. Chem. Phys. 2017, 17, 11877–11897. [Google Scholar] [CrossRef] [Green Version]
  43. Pruppacher, H.R.; Klett, J.D. Microphysics of Clouds and Precipitation; Kluwer Academic Publishers: Dordrecht, The Netherlands, 1997. [Google Scholar]
  44. Leifer, I.; Caulliez, G.; de Leeuw, G. Bubbles generated from wind-steepened breaking waves: 2. Bubble plumes, bubbles, and wave characteristics. J. Geophys. Res. Oceans 2006, 111, C06021. [Google Scholar] [CrossRef]
  45. Axson, J.L.; May, N.W.; Coloón-Bernal, I.D.; Pratt, K.A.; Ault, A.P. Lake spray aerosol: A chemical signature from individual ambient particles. Environ. Sci. Technol. 2016, 50, 9835–9845. [Google Scholar] [CrossRef] [PubMed]
  46. Knackstedt, K.A.; Moffett, B.F.; Hartmann, S.; Wex, H.; Hill, T.; Glasgo, E.; Reitz, L.; Augustiin-Bauditz, S.; Deustcher, W.H.; Beall, B.; et al. A terrestrial origin for abundant riverine nanoscale ice-nucleating particles. Environ. Sci. Technol. 2018. submitted. [Google Scholar]
Figure 1. Sampling locations and ice nucleating particle concentrations (per millilitre active at −10 °C).
Figure 1. Sampling locations and ice nucleating particle concentrations (per millilitre active at −10 °C).
Atmosphere 09 00307 g001
Figure 2. Full spectra of ice nucleating particle concentrations in the Sweetwater/Platte, Missouri and Mississippi Rivers. (Left) column figures show INP spectra in untreated water, while the (right) column figures give selected results (upper, middle, and lower reaches of each river system) for untreated and heat-treated (95 °C for 20 min) samples.
Figure 2. Full spectra of ice nucleating particle concentrations in the Sweetwater/Platte, Missouri and Mississippi Rivers. (Left) column figures show INP spectra in untreated water, while the (right) column figures give selected results (upper, middle, and lower reaches of each river system) for untreated and heat-treated (95 °C for 20 min) samples.
Atmosphere 09 00307 g002
Figure 3. Relationship between INP concentration and heat susceptibility (R2 = 0.23).
Figure 3. Relationship between INP concentration and heat susceptibility (R2 = 0.23).
Atmosphere 09 00307 g003
Table 1. Details of sampling locations and ice nucleating particle concentrations. SAREC = Sustainable Agriculture Research and Extension Centre.
Table 1. Details of sampling locations and ice nucleating particle concentrations. SAREC = Sustainable Agriculture Research and Extension Centre.
RiverLocationDateLat.Long.Water Temp. (°C)pHOnset of Freezing (°C)INPs Active at −7 °C (mL−1)INPs Active at −10 °C (mL−1)INPs Heat Labile at −10 °C (%)
SweetwaterSweetwater Camp Site8/15/201242.564837−109.06190211.06.8−54369081
SweetwaterSweetwater Bridge8/15/201242.541721−108.1801817.07.7−6180160099
SweetwaterOre Road8/15/201242.524983−107.79898321.08.0−6130120066
SweetwaterMormon Bridge8/14/201242.442715−107.221725--−5420210078
North PlatteMiles Landing8/16/201242.638502−106.61903317.07.3−6>6913067
North PlatteBessemer Bend Rd8/16/201242.771948−106.53056317.07.7−5>698789
North PlattePacificorp, Casper8/16/201242.865464−106.29723119.08.4−48754076
North PlatteGlendo Dam8/17/201242.478084−104.95165617.07.3−4370110066
North PlatteGuernsey8/17/201242.259881−104.7415720.08.6−5370150075
North PlatteSAREC, Lingle8/23/201242.125186−104.37821919.07.6−5340140087
North PlatteChimney Rock8/24/201241.729665−103.32421418.07.5−5410180095
North PlatteLewellen8/24/201241.316284−102.12633321.07.5−513098091
North PlatteLewellen6/14/201541.316284−102.12633321.58.0−41500260069
PlatteNorth Bend6/14/201541.452678−96.77691224.58.3−51200470097
PlatteLa Platte6/15/201541.058924−95.928276--−5470015,00088
MissouriThree Forks/Headwaters St. Pk.6/28/201545.926835−111.5057822.18.6−647590-
MissouriWolf Creek Br./Holter Dam6/27/201547.020074−112.01192217.39.0−636170-
MissouriOld Fort Benton6/27/201547.820359−110.66331424.38.9−4350590-
MissouriJames Kipp Recreation Area6/27/201547.627895−108.69747527.58.8−581590-
MissouriFort Peck6/26/201548.039842−106.29065812.98.3−58701500-
MissouriBad River near Fort Pierre6/25/201544.353082−100.36937623.27.8−517,00059,000-
MissouriMissouri City6/15/201539.236795−94.2966422.77.7−412,00047,00095
MississippiRed Wing6/22/201544.562502−92.46108823.98.4−51500360096
MississippiPettibone Pk, La Crosse6/22/201543.812197−91.26073224.78.4−6290170095
MississippiDam 25, Winfield6/21/201539.0054−90.69146724.08.0−52600870099
MississippiCape Girardeau6/17/201537.31516−89.51269125.87.7−5260012,00097
MississippiMud Island, Memphis6/18/201535.18217−90.05793928.67.4−515047092
Table 2. Ice nucleating particles active at −7 and −10 °C in 0.22 µm filtrate. Up to three contiguous samples were combined for each test.
Table 2. Ice nucleating particles active at −7 and −10 °C in 0.22 µm filtrate. Up to three contiguous samples were combined for each test.
SamplesINPs < 0.22 µm Active at −7 °C (%)INPs < 0.22 µm Active at −10 °C (%)
Sweetwater (Campsite, Bridge, Ore Road)10097
North Platte (Glendo Dam, Guernsey)3132
North Platte (SAREC, Lingle)4424

Share and Cite

MDPI and ACS Style

Moffett, B.F.; Hill, T.C.J.; DeMott, P.J. Abundance of Biological Ice Nucleating Particles in the Mississippi and Its Major Tributaries. Atmosphere 2018, 9, 307.

AMA Style

Moffett BF, Hill TCJ, DeMott PJ. Abundance of Biological Ice Nucleating Particles in the Mississippi and Its Major Tributaries. Atmosphere. 2018; 9(8):307.

Chicago/Turabian Style

Moffett, Bruce F., Tom C. J. Hill, and Paul J. DeMott. 2018. "Abundance of Biological Ice Nucleating Particles in the Mississippi and Its Major Tributaries" Atmosphere 9, no. 8: 307.

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop