Hornworts reveal a spatial model for pyrenoid-based CO <sub>2</sub> -concentrating mechanisms in land plants
Bibliographic record
Abstract
ABSTRACT Pyrenoid-based CO 2 -concentrating mechanisms (pCCMs) turbocharge photosynthesis by saturating CO 2 around Rubisco. Hornworts are the only land plants with a pCCM. Owing to their closer relationship to crops, hornworts could offer greater translational potential compared to the green alga Chlamydomonas, the traditional model for studying pCCM. Here we report the first thorough investigation of a hornwort pCCM using the emerging model Anthoceros agrestis . The pyrenoids in A. agrestis exhibit liquid-like properties similar to Chlamydomonas, but differ by lacking starch sheaths and being enclosed by multiple thylakoids. We found that the core pCCM components in Chlamydomonas, including BST, LCIB, and CAH3, are conserved in A. agrestis and likely have similar functions based on their subcellular localizations. Therefore, the underlying chassis for concentrating CO 2 might be shared between hornworts and Chlamydomonas, and ancestral to land plants. Our study presents the first spatial model for pCCM in a land plant, paving the way for future biochemical and genetic investigations.
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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".