Characterization of Two Dinoflagellate Cold Shock Domain Proteins
Bibliographic record
Abstract
Roughly two-thirds of the proteins annotated as transcription factors in dinoflagellate transcriptomes are cold shock domain-containing proteins (CSPs), an uncommon condition in eukaryotic organisms. However, no functional analysis has ever been reported for a dinoflagellate CSP, and so it is not known if they do in fact act as transcription factors. We describe here some of the properties of two CSPs from the dinoflagellate Lingulodinium polyedrum, LpCSP1 and LpCSP2, which contain a glycine-rich C-terminal domain and an N-terminal cold shock domain phylogenetically related to those in bacteria. However, neither of the two LpCSPs act like the bacterial CSP, since they do not functionally complement the Escherichia coli quadruple cold shock domain protein mutant BX04, and cold shock does not induce LpCSP1 and LpCSP2 to detectable levels, based on two-dimensional gel electrophoresis. Both CSPs bind to RNA and single-stranded DNA in a nonspecific manner in electrophoretic mobility shift assays, and both proteins also bind double-stranded DNA nonspecifically, albeit more weakly. These CSPs are thus unlikely to act alone as sequence-specific transcription factors. IMPORTANCE Dinoflagellate transcriptomes contain cold shock domain proteins as the major component of the proteins annotated as transcription factors. We show here that the major family of cold shock domain proteins in the dinoflagellate Lingulodinium do not bind specific sequences, suggesting that transcriptional control is not a predominant mechanism for regulating gene expression in this group of protists.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".