<i>In situ</i> Architecture of the Tad Pilus Machine in <i>Caulobacter crescentus</i>
Bibliographic record
Abstract
Abstract The Tight adherence (Tad) pilus is a broadly distributed and evolutionarily distinct subclass of type IV pili that mediates cell adhesion, biofilm formation, predation, and surface sensing in many bacteria, including Caulobacter crescentus , Myxococcus xanthus , Vibrio vulnificus , and Bifidobacterium breve . Tad pili undergo cycles of extension and retraction powered by a cell-envelope-embedded nanomachine. Despite their biological importance, the architecture and assembly mechanism of the Tad pilus system have remained poorly understood. Although cryo-electron tomography (cryo-ET) has elucidated the in situ structures of other type IV pilus systems, no intact Tad machine structure has previously been reported. Here, we use cryo-ET and subtomogram averaging to resolve the near-native architecture of the C. crescentus Tad pilus within the bacterial cell envelope. 3D classification further reveals multiple assembly intermediates, and integrative modelling incorporating AlphaFold3 predictions help define the spatial arrangement of all core components. The resulting structural framework gives insight into the stepwise assembly process of the C. crescentus Tad pilus machine. Altogether, our results provide an in situ architectural model of the Tad pilus machine, establishing a foundation for understanding homologous systems across a broad range of bacteria. Importance Investigating the Tad pilus nanomachine in a genetically tractable, non-pathogenic organism like Caulobacter crescentus provides a powerful model for elucidating the architecture and functional dynamics of this widespread system. Insights gained from studying the Tad machinery can improve our understanding of related Tad pilus systems in pathogenic bacteria such as Aggregatibacter actinomycetemcomitans , where Tad pili are a key determinant of biofilm formation and chronic infection. Additionally, the remarkable functional diversity of Tad systems, ranging from surface sensing in C. crescentus to bacterial predation in M. xanthus , highlights their broad biological relevance. By revealing the in situ structure and assembly mechanism of the Tad pilus biosynthetic machinery, this study advances our understanding of a major class of bacterial nanomachines and may thus provide structural insights that could inform the development of new therapeutic strategies targeting pilus-mediated virulence.
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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".