K. Aho, Foundational and applied statistics for biologists using R, 2013.

K. Aho, asbio: A collection of statistical tools for biologists. R package version 1, 2018.

K. Aho, D. W. Roberts, and T. Weaver, Using geometric and non-geometric internal evaluators to compare eight vegetation classification methods, Journal of Vegetation Science, vol.19, pp.549-562, 2008.

P. Amato, M. Parazols, M. Sancelme, G. Mailhot, P. Laj et al., An important oceanic source of micro-organisms for cloud water at the Puy de Dôme, 2007.

, Atmospheric Environment, vol.41, pp.8253-8263

, Accepted Article Version postprint Comment citer ce document

K. Aho, . Weber, B. Christner, B. Vinatzer, C. E. Morris et al., Spatiotemporal patterns of microbial composition and diversity in precipitation, Ecological Monographs, vol.90, issue.1, 2020.
URL : https://hal.archives-ouvertes.fr/hal-02626506

P. Amato, E. Brisbois, M. Draghi, C. Duchaine, J. Frolich-nowoisky et al., Main biological aerosols, specificities, abundance and diversity. Pages 3-11 in Delort, Microbiology of Aerosols, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01659460

. Wiley,

P. Amato, M. Joly, L. Besaury, A. Oudart, N. Taib et al., Active microorganisms thrive among extremely diverse communities in cloud water, PloS one, vol.12, p.182869, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01598571

, Airmass Classification, 2018.

E. N. Anagnostou, A convective/stratiform precipitation classification algorithm for volume scanning weather radar observations, Meteorological Applications, vol.11, pp.291-300, 2004.

M. J. Anderson, A new method for non-parametric multivariate analysis of variance, Austral Ecology, vol.26, pp.32-46, 2001.

J. D. Atkinson, B. J. Murray, and D. O'sullivan, Rate of homogenous nucleation of ice in supercooled water, The Journal of Physical Chemistry A, vol.120, pp.6513-6520, 2016.

W. Atmar and B. D. Patterson, The measure of order and disorder in the distribution of species in fragmented habitat, Oecologia, vol.96, pp.373-382, 1993.

E. Attard, H. Yang, A. Delort, P. Amato, U. Pöschl et al., Effects of atmospheric conditions on ice nucleation activity of Pseudomonas, Atmospheric Chemistry and Physics, vol.12, pp.10667-10677, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00717681

D. E. Aylor, M. T. Boehm, and E. J. Shields, Quantifying aerial concentrations of maize pollen in the atmospheric surface layer using remote-piloted airplanes and Lagrangian stochastic modeling, Journal of Applied Meteorology and Climatology, vol.45, pp.1003-1015, 2006.

A. Baselga, Partitioning the turnover and nestedness components of beta diversity, Global Ecology and Biogeography, vol.19, pp.134-143, 2010.

A. Baselga and C. D. Orme, betapart: An R package for the study of beta diversity, Methods in Ecology and Evolution, vol.3, pp.808-812, 2012.

A. Baselga and F. Leprieur, Comparing methods to separate components of beta diversity, Methods in Ecology and Evolution, vol.6, pp.1069-1079, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01922202

, Accepted Article Version postprint Comment citer ce document

Y. Benjamini and Y. Hochberg, Controlling the false discovery rate: a practical and powerful approach to multiple testing, Journal of the Royal Statistical Society Series B, vol.57, pp.289-300, 1995.

E. K. Bigg, Ice nucleus concentrations in remote areas, Journal of the Atmospheric Sciences, vol.30, pp.1153-1157, 1973.

E. K. Bigg and G. T. Miles, The results of large-scale measurements of natural ice nuclei, Journal of the Atmospheric Sciences, vol.21, pp.396-403, 1964.

M. I. Biggerstaff and S. A. Listemaa, An improved scheme for convective/stratiform echo classification using radar reflectivity, Journal of Applied Meteorology, vol.39, pp.2129-2150, 2000.

J. M. Blatny, J. Ho, G. Skogan, E. M. Fykse, T. Aarskaug et al., Airborne Legionella bacteria from pulp waste treatment plant: aerosol particles characterized as aggregates and their potential hazard, Aerobiologia, vol.27, pp.147-162, 2011.

E. Boon, C. J. Meehan, C. Whidden, D. H. Wong, M. G. Langille et al., Interactions in the microbiome: communities of organisms and communities of genes, FEMS Microbiology Reviews, vol.38, pp.90-118, 2014.

R. M. Bowers, S. Mcletchie, R. Knight, and N. Fierer, Spatial variability in airborne bacterial communities across land-use types and their relationship to the bacterial communities of potential source environments, The ISME Journal, vol.5, pp.601-612, 2011.

R. M. Bowers, N. Clements, J. B. Emerson, C. Wiedinmyer, M. P. Hannigan et al., Seasonal variability in bacterial and fungal diversity of the near-surface atmosphere, Environmental Science and Technology, vol.47, pp.12097-1210, 2013.

J. R. Bray and J. T. Curtis, An ordination of the upland forest communities of southern Wisconsin, Ecological Monographs, vol.27, pp.325-349, 1957.

E. L. Brodie, T. Z. Desantis, J. P. Parker, I. X. Zubietta, Y. M. Piceno et al., Urban aerosols harbor diverse and dynamic bacterial populations, Proceedings of the National Academy of Sciences, vol.104, pp.299-304, 2007.

Y. Brunet, N. Wéry, A. Galès, and A. , Short-Scale Transport of Bioaerosols. Pages 137-154 in Delort, Microbiology of Aerosols, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01603267

N. C. Bryan, Microbial distributions and survival in the troposphere and stratosphere. Accepted Article Version postprint Comment citer ce document, 2017.

N. C. Bryan, B. C. Christner, T. G. Guzik, D. J. Granger, and M. F. Stewart, Abundance and survival of microbial aerosols in the troposphere and stratosphere, ISME Journal, 2019.

M. Burch and E. Levetin, Effects of meteorological conditions on spore plumes, International Journal of Biometeorology, vol.46, pp.107-117, 2002.

S. M. Burrows, W. Elbert, M. G. Lawrence, and U. Pöschl, Bacteria in the global atmosphere-Part 1: Review and synthesis of literature data for different ecosystems, Atmospheric Chemistry and Physics, vol.9, pp.9263-9280, 2009.

S. M. Burrows, T. Butler, P. Jöckel, H. Tost, A. Kerkweg et al., Bacteria in the global atmosphere-Part 2: Modeling of emissions and transport between different ecosystems, Atmospheric Chemistry and Physics, vol.9, pp.9281-9297, 2009.

J. Cáliz, X. Triadó-margarit, L. Camarero, and E. O. Casamayor, A long-term survey unveils strong seasonal patterns in the airborne microbiome coupled to general and regional atmospheric circulations. Proceeding of the National, Academy of Science, vol.115, pp.12229-12234, 2018.

J. G. Caporaso, C. L. Lauber, W. A. Walters, D. Berg-lyons, J. Huntley et al.,

J. Owens, L. Betley, M. Fraser, N. Bauer, J. A. Gormley et al., Ultra-high-throughput microbial community analysis on the Illumina HiSeq and MiSeq platforms, The ISME journal, vol.6, pp.1621-1624, 2012.

B. C. Christner, R. Cai, C. E. Morris, K. S. Mccarter, C. M. Foreman et al.,

D. Montross and . Sands, Geographic, seasonal, and precipitation chemistry influence on the abundance and activity of biological ice nucleators in rain and snow, Proceedings of the National Academy of Sciences, vol.105, pp.18854-18859, 2008.

H. Constantinidou, S. S. Hirano, L. S. Baker, and C. D. Upper, Atmospheric dispersal of ice nucleation-active bacteria: The role of rain, Phytopathology, vol.80, pp.934-937, 1990.

N. Deleon-rodriguez, T. L. Lathem, R. L. Rodriguez, J. M. Barazesh, B. E. Anderson et al., Microbiome of the upper troposphere: species composition and prevalence, effects of tropical storms, and atmospheric implications, Proceedings of the National Academy of Sciences, vol.110, pp.2575-2580, 2013.

, Accepted Article Version postprint Comment citer ce document

P. J. Demott, T. C. Hill, C. S. Mccluskey, K. A. Prather, D. B. Collins et al.,

R. H. Ruppel, V. E. Mason, T. Irish, C. Y. Lee, T. S. Hwang et al.,

S. Mcmeeking, E. R. Dhaniyala, J. J. Lewis, J. Wentzell, C. Abbatt et al.,

O. L. Deane, V. H. Mayol-bracero, T. H. Grassian, A. K. Bertram, B. F. Bertram et al., Sea spray aerosol as a unique source of ice nucleating particles, Proceedings of the National Academy of Sciences, vol.113, pp.5797-5803, 2016.

V. Després, J. A. Huffman, S. M. Burrows, C. Hoose, A. Safatov et al., Primary biological aerosol particles in the atmosphere: a review, Tellus B: Chemical and Physical Meteorology, vol.64, p.15598, 2012.

J. Douda, A. Havrdová, J. Doudová, and B. Mandák, Legacy of post-glacial colonization affects ?-diversity: Insights into local community assembly processes, Journal of Biogeography, 2018.

M. Dufrene, P. Legendre, and P. , Species assemblages and indicator species: the need for a flexible asymmetrical approach, Ecological Monographs, vol.67, pp.345-366, 1997.

R. C. Edgar, B. J. Haas, J. C. Clemente, C. Quince, and R. Knight, UCHIME improves sensitivity and speed of chimera detection, Bioinformatics, vol.27, pp.2194-2200, 2011.

C. Fahlgren, G. Bratbak, R. A. Sandaa, R. Thyrhaug, and U. L. Zweifel, Diversity of airborne bacteria in samples collected using different devices for aerosol collection, Aerobiologia, vol.27, pp.107-120, 2011.

K. Failor, D. G. Schmale, B. A. Vinatzer, and C. L. Monteil, Ice nucleation active bacteria in precipitation are unexpectedly diverse and nucleate ice by employing different mechanisms, The ISME Journal, vol.11, pp.1331-1344, 2017.

B. D. Fitt, H. A. Mccartney, and P. J. Walklate, The role of rain in dispersal of pathogen inoculum, Annual Review of Phytopathology, vol.27, pp.241-270, 1989.

J. Fox and S. Weisberg, An R companion to applied regression, 2011.

J. Fröhlich-nowoisky, T. C. Hill, B. G. Pummer, P. Yordanova, G. D. Franc et al., , 2015.

, Ice nucleation activity in the widespread soil fungus Mortierella alpina, Biogeosciences, vol.12, pp.1057-1071

J. Fröhlich-nowoisky, C. J. Kampf, B. Weber, J. A. Huffman, C. Pöhlker et al.,

V. R. Hoffmann, U. Després, and . Pöschl, Bioaerosols in the Earth system: Climate, health, and ecosystem interactions, Atmospheric Research, vol.182, pp.346-376, 2016.

G. Fuzzi, P. Mandrioli, and A. Perfetto, Fog droplets: An atmospheric source of secondary biological aerosol particles, Atmospheric Environment, vol.31, pp.287-290, 1997.

E. B. Garcia, R. Hanlon, M. R. Makris, C. W. Powers, C. Jimenez-sanchez et al., Microbial diversity of individual raindrops collected from simulated and natural precipitation events, Atmospheric Environment, vol.209, pp.102-111, 2019.

I. Gandolfi, V. Bertolini, R. Ambrosini, G. Bestetti, and A. Franzetti, Unravelling the bacterial diversity in the atmosphere, Applied Microbiology and Biotechnology, vol.97, pp.4727-4736, 2013.

J. J. Golan and A. Pringle, Long-distance dispersal of fungi, Microbiology Spectrum, 2017.

P. H. Gregory, The microbiology of the atmosphere, 1961.

D. W. Griffin, Terrestrial microorganisms at an altitude of 20,000 m in Earth's atmosphere, Aerobiologia, vol.20, pp.135-140, 2004.

D. W. Griffin, C. Gonzalez-martin, C. Hoose, and D. J. Smith, Global-scale atmospheric dispersion of microorganisms. Page 155-194 in Delort, Microbiology of Aerosols, 2017.

R. Hanlon, C. Powers, K. Failor, C. L. Monteil, B. A. Vinatzer et al., Microbial ice nucleators scavenged from the atmosphere during simulated rain events, Atmospheric Environment, vol.163, pp.182-189, 2017.

A. D. Harrison, T. F. Whale, M. A. Carpenter, M. A. Holden, L. Neve et al.,

B. J. Temprado and . Murray, Not all feldspars are equal: a survey of ice nucleating Accepted Article Version postprint Comment citer ce document, 2016.

K. Aho, . Weber, B. Christner, B. Vinatzer, C. E. Morris et al., This article is protected by copyright. All rights reserved properties across the feldspar group of minerals, Atmospheric Chemistry and Physics, vol.90, issue.1, pp.10927-10940, 2020.

T. C. Hill, P. J. Demott, F. Conen, and O. Möhler, Impacts of bioaerosols on atmospheric ice nucleation processes. Page 195-219 in Delort, Microbiology of Aerosols, 2017.

S. Holm, A simple sequentially rejective multiple test procedure, Scandinavian Journal of Statistics, vol.6, pp.65-70, 1979.

. R. Houze, Cloud dynamics, 2014.

J. A. Huffman, A. J. Prenni, P. J. Demott, C. Pöhlker, R. H. Mason et al.,

S. M. Gallagher, A. K. Kreidenweis, U. Bertram, and . Pöschl, High concentrations of biological aerosol particles and ice nuclei during and after rain, Atmospheric Chemistry and Physics, vol.13, p.6151, 2013.

M. Hulsman, L. Geris, and J. T. Reinder, Computational analysis of high-throughput material screens. Page 103 in de, Materiomics: highthroughput screening of biomaterial properties, 2103.

M. Hummel, C. Hoose, B. Pummer, C. Schaupp, J. Fröhlich-nowoisky et al., Simulating the influence of primary biological aerosol particles on clouds by heterogeneous ice nucleation, Atmospheric Chemistry and Physics, vol.18, p.20, 2018.

M. Joly, E. Attard, M. Sancelme, L. Deguillaume, C. Guilbaud et al., Ice nucleation activity of bacteria isolated from cloud water, Atmospheric Environment, vol.70, pp.392-400, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00803179

Y. S. Joung, Z. Ge, and C. R. Buie, Bioaerosol generation by raindrops on soil, Nature Communications, vol.8, p.14668, 2017.

C. H. Jung, S. Bae, and Y. P. Kim, Approximated solution on the properties of the scavenging gap during precipitation using harmonic mean method, Atmospheric Research, vol.99, pp.496-504, 2011.

K. S. Kang, G. T. Veeder, P. J. Mirrasoul, T. Kaneko, and I. W. Cottrell, Agar-like Accepted Article Version postprint Comment citer ce document, 1982.

K. Aho, . Weber, B. Christner, B. Vinatzer, C. E. Morris et al., This article is protected by copyright. All rights reserved polysaccharide produced by a Pseudomonas species: Production and basic properties, Applied and Environmental Microbiology, vol.90, issue.1, pp.1086-1091, 2020.

Z. A. Kanji, L. A. Ladino, H. Wex, Y. Boose, M. Burkert-kohn et al., Overview of ice nucleating particles, Meteorological Monographs, vol.58, pp.1-1, 2017.

D. A. Knopf, P. A. Alpert, and B. Wang, The role of organic aerosol in atmospheric ice nucleation: a review, ACS Earth and Space Chemistry, vol.2, pp.168-202, 2018.

P. S. Kourtev, K. A. Hill, P. B. Shepson, and A. Konopka, Atmospheric cloud water contains a diverse bacterial community, Atmospheric Environment, vol.45, pp.5399-5405, 2011.

J. B. Kruskal and M. Wish, Multidimensional scaling, 1978.

V. Kunin, A. Engelbrektson, H. Ochman, and P. Hugenholtz, Wrinkles in the rare biosphere: pyrosequencing errors can lead to artificial inflation of diversity estimates, Environmental Microbiology, vol.12, pp.118-123, 2010.

M. A. Leibold, M. Holyoak, N. Mouquet, P. Amarasekare, J. M. Chase et al., The metacommunity concept: a framework for multi-scale community ecology, Ecology Letters, vol.7, pp.601-613, 2004.

C. Lepère, J. I.-domaizon, L. Humbert, M. Jardillier, D. Hugoni et al., , 2019.

, Diversity, spatial distribution and activity of fungi in freshwater ecosystems, PeerJ, vol.7, p.6247

J. Lindemann, H. A. Constantinidou, W. R. Barchet, and C. D. Upper, Plants as sources of airborne bacteria, including ice nucleation-active bacteria, Applied and Environmental Microbiology, vol.44, pp.1059-1063, 1982.

J. Lindemann and C. D. Upper, Aerial dispersal of epiphytic bacteria over bean plants, Applied and Environmental Microbiology, vol.50, pp.1229-1232, 1985.

J. Oksanen, F. G. Blanchet, M. Friendly, R. Kindt, P. Legendre et al., , 2016.

L. R. Maki, E. L. Galyan, M. M. Chang-chien, and D. R. Caldwell, Ice nucleation Accepted Article Version postprint Comment citer ce document, 1974.

K. Aho, . Weber, B. Christner, B. Vinatzer, C. E. Morris et al., This article is protected by copyright. All rights reserved induced by Pseudomonas syringae, Ecological Monographs, vol.90, issue.1, pp.456-459, 2020.

P. Mandrioli, M. G. Negrini, G. Cesari, and G. Morgan, Evidence for long range transport of biological and anthropogenic aerosol particles in the atmosphere, Grana, vol.23, pp.43-53, 1984.

C. L. Monteil, F. Lafolie, J. Laurent, J. C. Clement, R. Simler et al., Soil water flow is a source of the plant pathogen Pseudomonas syringae in subalpine headwaters, Environmental Microbiology, vol.16, pp.2038-2052, 2014.

C. E. Morris, D. C. Sands, C. Glaux, J. Samsatly, S. Asaad et al., Urediospores of rust fungi are ice nucleation active at > ?10° C and harbor ice nucleation active bacteria, Atmospheric Chemistry and Physics, vol.13, pp.4223-4233, 2013.

C. E. Morris, F. Conen, J. Huffman, V. Phillips, U. Pöschl et al., Bioprecipitation: a feedback cycle linking Earth history, ecosystem dynamics and land use through biological ice nucleators in the atmosphere, Global change biology, vol.20, pp.341-351, 2014.
URL : https://hal.archives-ouvertes.fr/hal-02637995

C. E. Morris, C. Leyronas, and P. C. Nicot, Movement of bioaerosols in the atmosphere and the consequences for climate and microbial evolution. Page 393-416 in Colbeck, I, and M, Aerosol Science: Technology and Applications, 2014.

B. J. Murray, D. O'sullivan, J. D. Atkinson, and M. E. Webb, Ice nucleation by particles immersed in supercooled cloud droplets, Chemical Society Reviews, vol.41, pp.6519-6554, 2012.

J. A. Myers, J. M. Chase, I. Jiménez, P. M. Jørgensen, A. Araujo-murakami et al., Beta-diversity in temperate and tropical forests reflects dissimilar mechanisms of community assembly, Ecology letters, vol.16, pp.151-157, 2013.

N. Goes-east, , 2018.

K. A. Pratt, P. J. Demott, J. R. French, Z. Wang, D. L. Westphal et al., In situ detection of biological particles in cloud ice-crystals, Nature Geoscience, vol.2, pp.398-401, 2009.

J. M. Prospero, E. Blades, G. Mathison, and R. Naidu, Interhemispheric transport of Accepted Article Version postprint Comment citer ce document, 2005.

K. Aho, . Weber, B. Christner, B. Vinatzer, C. E. Morris et al., This article is protected by copyright. All rights reserved viable fungi and bacteria from Africa to the Caribbean with soil dust, Ecological Monographs, vol.90, issue.1, pp.1-19, 2020.

J. I. Prosser, B. J. Bohannan, T. P. Curtis, R. J. Ellis, M. K. Firestone et al.,

G. E. Green, K. Green, J. J. Killham, A. M. Lennon, and . Osborn, The role of ecological theory in microbial ecology, Nature Reviews Microbiology, vol.5, p.384, 2007.

E. Pruesse, C. Quast, K. Knittel, B. M. Fuchs, W. Ludwig et al., SILVA: a comprehensive online resource for quality checked and aligned ribosomal RNA sequence data compatible with ARB, Nucleic Acids Research, vol.35, pp.7188-7196, 2007.

. R-core-team, R: A language and environment for statistical computing. R Foundation for Statistical Computing, 2017.

M. Raupach, J. J. Finnigan, and Y. Brunet, Coherent eddies and turbulence in vegetation canopies: the mixing-layer analogy. Page 351-382 in Garratt, Boundary-layer meteorology 25th anniversary volume, 1970.

T. Reponen, S. A. Grinshpun, K. L. Conwell, J. Wiest, and M. Anderson, Aerodynamic versus physical size of spores: Measurement and implication for respiratory deposition, Grana, vol.40, pp.119-125, 2001.

R. E. Riklefs, labdsv: ordination and multivariate analysis for ecology, 1976.

M. A. Rodríguez-gironés and L. Santamaría, A new algorithm to calculate the nestedness temperature of presence-absence matrices, Journal of Biogeography, vol.33, pp.924-935, 2006.

D. C. Sands, V. E. Langhans, A. L. Scharen, and G. Smet, The association between bacteria and rain and possible resultant meteorological implications, Quarterly Journal of the Hungarian Meteorological Service, vol.86, pp.148-152, 1982.

T. ?antl-temkiv, M. Sahyounb, K. Finster, S. Hartmann, S. Augustin-bauditz et al., Accepted Article Version postprint Comment citer ce document

T. Wex, N. Clauss, J. Nielsen, U. Havskov-sørensen, . Smith et al.,

U. Wick and . Gosewinkel-karlson, Characterization of airborne ice-nucleation-active bacteria and bacterial fragments, Atmospheric Environment, vol.109, pp.105-117, 2015.

B. Sattler, H. Puxbaum, and R. Psenner, Bacterial growth in supercooled cloud droplets, Geophysical Research Letters, vol.28, pp.239-242, 2001.

P. D. Schloss, S. L. Westcott, T. Ryabin, J. R. Hall, M. Hartmann et al., Introducing mothur: open-source, platformindependent, community-supported software for describing and comparing microbial communities, Applied and Environmental Microbiology, vol.75, pp.7537-7541, 2009.

I. Schmale, D. G. , and S. D. Ross, Highways in the sky: scales of atmospheric transport of plant pathogens, Annual review of phytopathology, vol.53, pp.591-611, 2015.

C. E. Shannon, A mathematical theory of communication, The Bell System Technical Journal, vol.27, pp.379-423, 1948.

A. K. Singh, P. K. Pindi, S. Dube, V. R. Sundareswaran, and S. Shivaji, Importance of trmE for growth of the psychrophile Pseudomonas syringae at low temperatures, Applied and Environmental Microbiology, vol.75, pp.4419-4426, 2009.

D. P. Smith and K. G. Peay, Sequence depth, not PCR replication, improves ecological inference from next generation DNA sequencing, PLoS One, vol.9, p.90234, 2014.

D. J. Stekhoven and P. Bühlmann, MissForest-non-parametric missing value imputation for mixed-type data, Bioinformatics, vol.28, pp.112-118, 2011.

D. J. Stekhoven, MissForest: non-parametric missing value imputation for mixed-type data, 2013.

E. Stopelli, F. Conen, C. E. Morris, E. Herrmann, N. Bukowiecki et al., Ice nucleation active particles are efficiently lost from precipitating clouds, Scientific Reports, vol.5, p.16433, 2015.

M. L. Striluk, K. Aho, C. F. Weber, and C. F. , The effect of season and terrestrial biome Accepted Article Version postprint Comment citer ce document, 2016.

K. Aho, . Weber, B. Christner, B. Vinatzer, C. E. Morris et al., This article is protected by copyright. All rights reserved on the abundance of plant growth-promoting bacteria in the lower atmosphere, Ecological Monographs, vol.90, issue.1, pp.137-149, 2020.

J. T. Stroud, M. R. Bush, M. C. Ladd, R. J. Nowicki, A. A. Shantz et al., Is a community still a community? Reviewing definitions of key terms in community ecology, Ecology and evolution, vol.5, pp.4757-4765, 2015.

K. J. Suski, T. C. Hill, E. J. Levin, A. Miller, P. J. Demott et al., Agricultural harvesting emissions of ice-nucleating particles, Atmospheric Chemistry and Physics, vol.18, pp.13755-13771, 2018.

W. Szyrmer and I. Zawadzki, Biogenic and anthropogenic sources of ice-forming nuclei: a review, Bulletin of the American Meteorological Society, vol.78, pp.209-228, 1997.

M. P. Taha, G. H. Drew, P. J. Longhurst, R. Smith, and S. J. Pollard, Bioaerosol releases from compost facilities: Evaluating passive and active source terms at a green waste facility for improved risk assessments, Atmospheric Environment, vol.40, pp.1159-1169, 2006.

L. R. Thompson, J. G. Sanders, D. Mcdonald, A. Amir, J. Ladau et al.,

S. M. Humphrey, J. Owens, D. Hampton-marcell, V. Berg-lyons, N. Mckenzie et al.,

A. Fuhrman, R. L. Clauset, A. Stevens, K. S. Shade, K. D. Pollard et al., Knight, and the Earth Microbiome Project Consortium. 2017. A communal catalogue reveals Earth's multiscale microbial diversity, Nature, vol.551, pp.457-463

Y. Tobo, A. J. Prenni, P. J. Demott, J. A. Huffman, C. S. Mccluskey et al., Biological aerosol particles as a key determinant of ice nuclei populations in a forest ecosystem, Journal of Geophysical Research: Atmospheres, vol.118, pp.100-110, 2013.

J. Tukey, Comparing individual means in the analysis of variance, Biometrics, vol.5, pp.99-114, 1949.

M. Vaïtilingom, P. Amato, M. Sancelme, P. Laj, M. Leriche et al., Accepted Article Version postprint Comment citer ce document, 2010.

K. Aho, . Weber, B. Christner, B. Vinatzer, C. E. Morris et al., This article is protected by copyright. All rights reserved Contribution of microbial activity to carbon chemistry in clouds, Applied and Environmental Microbiology, vol.90, issue.1, pp.23-29, 2020.

M. Vaïtilingom, E. Attard, N. Gaiani, M. Sancelme, L. Deguillaume et al., Long-term features of cloud microbiology at the puy de Dôme (France), Atmospheric Environment, vol.56, pp.88-100, 2012.

A. Von-engeln and J. Teixeira, A planetary boundary layer height climatology derived from ECMWF reanalysis data, Journal of Climate, vol.26, pp.6575-6590, 2013.

C. F. Weber, Polytrichum commune spores nucleate ice and associated microorganisms increase the temperature of ice nucleation activity onset, Aerobiologia, vol.32, pp.353-361, 2015.

D. M. Wilkinson, S. Koumoutsaris, E. A. Mitchell, and I. Bey, Modelling the effect of size on the aerial dispersal of microorganisms, Journal of Biogeography, vol.39, pp.89-97, 2012.

T. W. Wilson, L. A. Ladino, P. A. Alpert, M. N. Breckels, I. H. Mason et al.,

O. Wong, J. D. Wurl, J. P. Yakobi-hancock, J. Y. Abbatt, A. K. Aller et al.,

A. Knopf and B. J. Murray, A marine biogenic source of atmospheric ice-nucleating particles, Nature, vol.525, pp.234-238, 2015.

A. K. Winegardner, P. Legendre, B. E. Beisner, and I. Gregory-eaves, Diatom diversity patterns over the past c. 150 years across the conterminous United States of America: Identifying mechanisms behind beta diversity, Global ecology and biogeography, vol.26, pp.1303-1315, 2017.

N. Yamamoto, K. Bibby, J. Qian, D. Hospodsky, H. Rismani-yazdi et al.,

. Peccia, Particle-size distributions and seasonal diversity of allergenic and pathogenic fungi in outdoor air, The ISME Journal, vol.6, p.1801, 2012.

, DATA AVAILABILITY Data are available from the Northwest Knowledge Network