Precipitation occurs when water vapor in the atmosphere cools to temperatures where ice crystals forms. This happens at the extremely cold temperatures of -40F; the temperature in the upper troposphere. At these cold temperatures water vapor forms ice crystals spontaneously. However, most precipitation forming clouds are found in the lower and middle troposphere because of the presence of ice nucleators. There are many different kinds of ice nucleators; dust particles from meteors, inorganic soil particles and finally biological particles. Biological particles include pollen, algae, dandruff and bacteria.

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Bacteria are particularly effective at forming ice at temperatures closer to freezing and it is not surprising that the majority of ice nucleators are bacteria. This fact is according to a paper published in the Science February 2008, where Christner, et al. found that the majority of ice nucleators in the lower and middle latitudes of the troposphere were biological in origin. This suggested that biological particles were important in the precipitation cycle.
In another paper published in the Proceeding of the National Academy of Sciences, Christner, et al, collected samples of precipitation from the United States, France, Antarctica, and Canada. The researchers digested some of the samples with lysozymes to disrupt the bacterial cell wall and heat treated some samples to destroy the bacteria. In both groups of treated samples, there was a reduction or elimination of the ice nucleation ability.
The researchers concluded that the nucleation was the result of live bacteria which were destroyed during the testing. The appearance of bacteria in such a widespread of locations suggested that the effect of bacterial ice nucleators was prevalent. The bacteria were even found in the samples from the Antarctica showing how far the bacteria have traveled. According to Christner, the bacteria were mostly linked to plants; an observation he believes will help forecasting climate and show how terrestrial vegetation affects climates.