Adaptive changes of chemolithoautotrophic acidophilic sulfur-oxidizing bacteria during growth in sewage sludge
Bibliographic record
Abstract
A chemolithoauthotrophic, acidophilic, sulfur-oxidizing strain was isolated from sewage sludge and identified as Acidithiobacillus thiooxidans. The morphology and physiology of the isolate grown in mineral medium or sterilized sewage sludge were investigated. Morphological and ultrastructural differences between cells grown in mineral medium and sewage sludge were clearly visible. Sodium dodecyl sulfate polyacrylamide gel electrophoresis revealed some changes in the protein expression profiles in the periplasmic fraction as well as a lower level of cytochromes. Adaptation of A. thiooxidans to sewage sludge was not only a physiological process but also included genetic changes. Restriction fragment length polymorphism analysis using pulsed field gel electrophoresis showed structural changes in chromosomal DNA of such bacteria. Most of the restriction fragments were highly conserved and shared by strains grown under different conditions. Cultivation in mineral medium did, however, lead to the appearance of an additional restriction fragment. In combination, the obtained results provide evidence of adaptive responses by A. thioxidans during growth in sewage sludge and confirm that this bacteria can be useful in biotechnologies of heavy metal bioleaching from different environments polluted with hazardous compounds.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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".