Proteomic and Transcriptomic Analysis of Linezolid Resistance in <i>Streptococcus pneumoniae</i>
Bibliographic record
Abstract
Linezolid is an oxazolidinone antibiotic that inhibits the initiation of translation. Although resistance to linezolid is an uncommon event, it has been reported in clinical isolates. The genome sequence of Streptococcus pneumoniae linezolid-resistant mutants recently revealed mutations associated with resistance. A proteomic and transcriptomic screen now reveals a possible increase in the metabolism and transport of carbohydrates in these linezolid-resistant S. pneumoniae mutants. Several glycolytic proteins were shown to be overexpressed in the resistant strains, along with other enzymes and transporters involved in the metabolism of sugars. An increase in energy needs appears to be required to sustain extended levels of resistance to linezolid as the disruption of two ABC transporters putatively involved in the import of carbohydrates leads to a 2-fold sensitization to linezolid. Furthermore, the disruption of the catabolite control protein A, a regulator of the metabolism of sugars whose expression is highly increased in one linezolid-resistant mutant, resulted in a 2-fold increase in linezolid susceptibility. This global scale analysis of gene and protein expression profiling highlights metabolism alterations associated with linezolid resistance in S. pneumoniae.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".