Modelling the dynamics of an experimental host-pathogen microcosm within a hierarchical Bayesian framework

The advantages of Bayesian statistical approaches, such as flexibility and the ability to acknowledge uncertainty in all parameters, have made them the prevailing method for analysing the spread of infectious diseases in human or animal populations. We introduce a Bayesian approach to experimental host-pathogen systems that shares these attractive features. Since uncertainty in all parameters is acknowledged, existing information can be accounted for through prior distributions, rather than through fixing some parameter values. The non-linear dynamics, multi-factorial design, multiple measurements of responses over time and sampling error that are typical features of experimental host-pathogen systems can also be naturally incorporated. We analyse the dynamics of the free-living protozoan Paramecium caudatum and its specialist bacterial parasite Holospora undulata. Our analysis provides strong evidence for a saturable infection function, and we were able to reproduce the two waves of infection apparent in the data by separating the initial inoculum from the parasites released after the first cycle of infection. In addition, the parameter estimates from the hierarchical model can be combined to infer variations in the parasite's basic reproductive ratio across experimental groups, enabling us to make predictions about the effect of resources and host genotype on the ability of the parasite to spread. Even though the high level of variability between replicates limited the resolution of the results, this Bayesian framework has strong potential to be used more widely in experimental ecology.

Host growth conditions regulate the plasticity of horizontal and vertical transmission in Holospora undulata, a bacterial parasite of the protozoan Paramecium caudatum

A parasite might be prohibited from investing simultaneously in horizontal (infection of new hosts) and vertical (infection of the current host's offspring) transmission because of developmental, physiological, or evolutionary costs and constraints. Rather, these constraints may select for adaptive phenotypic plasticity, where the parasite uses the transmission pathway that maximizes transmission in the current ecological and epidemiological conditions. By varying environmental conditions for the host's replication, we investigated the plasticity of vertical and horizontal transmission of Holospora undulata, a micronucleus-specific bacterial parasite of the protozoan Paramecium caudatum. We observed a negative correlation between the host's growth rate and the parasite's investment in horizontal transmission. In rapidly dividing hosts, the parasite remained in the reproductive stage and was passed on vertically to the daughter nuclei during mitotic division of the Paramecium. In contrast, at low or negative growth rates of the host, the parasite's reproductive forms differentiated into infectious forms, the agents of horizontal transmission. Furthermore, in treatments that were initiated with a high proportion of individuals harboring horizontally transmitted infectious forms, rapid replication resulted in a switch back from predominantly horizontal to almost exclusively vertical transmission. These results suggest a trade-off between the efficacies of vertical and horizontal transmission, with the parasite switching to horizontal transmission only if conditions for host replication, and thus vertical transmission, deteriorate.

Studies on some zooplanktonic organisms in the waters of the southern slope of Mt Babia Góra (the Carpathians)

Some predominant zooplanktonic organisms were registered in several water bodies of Mt Babia Góra.

Changes in fine structure and polypeptide pattern during development of Holospora obtusa, a bacterium infecting the macronucleus of Paramecium caudatum

The development of the bacterium Holospora obtusa, which infects the macronucleus of Paramecium caudatum, was investigated in the course of a new infection from the infectious form into the reproductive form and vice versa. In parallel with a complete structural reorganization of the bacterium, the protein pattern changed gradually in this development. During the differentiation of the infectious form into the reproductive form, the voluminous periplasm was gradually reduced and the cytoplasm expanded, until the entire bacterium was filled by the cytoplasm. At this stage the long cell divided into five to seven short cells and thereby established the reproductive form, the main stage of the bacterium being maintained and multiplying in the host nucleus. In parallel with the reduction of the periplasm, some of the main proteins of the infectious form gradually disappeared in the electrophoresis pattern; some proteins disappeared earlier than others. Simultaneously, other proteins appeared and gradually became more prominent in the pattern of the developing reproductive form. In the reverse development, when the reproductive form differentiated into the infectious form, the bacterium grew longer, the cytoplasm was condensed, and electron-dense material was deposited in the extending periplasmic space. In parallel with this morphological development, the polypeptide pattern reverted to that of the infectious form.

Infection and maintenance of Holospora obtusa, a macronucleus-specific bacterium of the ciliate Paramecium caudatum

The gram-negative bacterium Holospora obtusa is a macronucleus-specific symbiont of the ciliate Paramecium caudatum, which invades the host cell via a food vacuole, infects its macronucleus and grows exclusively in the nucleus. From infection experiments, we showed that a property of the macronucleus that is necessary for it to be recognized and infected by H. obtusa is commonly provided by P. caudatum, P. multimicronucleatum and 14 species of the P. aurelia complex, but not by P. jenningsi, P. bursaria, P. trichium, P. duboscqui, Didinium nasutum, Blepharisma japonicum, Pseudourostyla levis, seven species of Euplotes or Tetrahymena thermophila. Furthermore, it was also shown that the bacteria that infect the macronuclei of P. multimicronucleatum and the P. aurelia species complex always disappear from the nuclei within 5 days and the infected bacteria are maintained stably in the host nuclei in only 13 out of 22 strains of P. caudatum. The results indicate that the species specificity of the habitat of H. obtusa is not simply a matter of its ability to penetrate the host nuclear membrane but depends on unknown factors that exist only in certain strains of P. caudatum.