Three distinct forms of Pneumocystis coexist in individuals of two species of deer mice (genus Peromyscus)
Bibliographic record
Abstract
As emerging zoonoses represent a significant public health threat, understanding how pathogens' host ranges evolve is critical to protect human and wildlife health. Closely related hosts infected with host-specific pathogens provide valuable opportunities for clear inferences of host range evolution, as they allow for the examination of early diversification patterns in their resident pathogens. Pneumocystis, an obligate lung symbiont that is believed to be ubiquitous in mammals, exemplifies such a model. To explore the early stages of divergence in Pneumocystis, we collected geographically dispersed samples from two sister species of deer mice: Peromyscus leucopus (white-footed mice) and Peromyscus gossypinus (cotton mice). We sequenced two nuclear and two mitochondrial loci of Pneumocystis sampled from the lungs of these mice. These sequences revealed three distinct Pneumocystis taxa, two of which were found to cross-infect both host species and were often found coexisting within the same individual. Genetic diversity and phylogenetic analysis suggest that the three Pneumocystis taxa represent separate species. Further analysis of the mitochondrial large subunit rRNA gene from the most common taxon of these three revealed that host geographic origins influenced Pneumocystis genetic structure more than host species identity. Nevertheless, the results also suggest an overall interconnectedness of the symbiont metapopulation.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".