An advanced toolset to manipulate and monitor subcellular phosphatidylinositol 3,5-bisphosphate
Bibliographic record
Abstract
Phosphatidylinositol (PI) 3,5-bisphosphate (PI(3,5)P2) is a minor inositol-containing phospholipid that serves as an important regulator of endolysosomal functions. However, the precise sites of subcellular enrichment and molecular targets of this regulatory lipid are poorly understood. Here, we describe the generation and detailed characterization of a short engineered catalytic fragment of the human PIKfyve enzyme, which potently converts PI 3-phosphate to PI(3,5)P2. This novel tool allowed for the evaluation of reported PI(3,5)P2-sensitive biosensors and showed that the recently identified phox homology (PX) domain of the Dictyostelium discoideum (Dd) protein, SNXA, can be used to monitor the production of PI(3,5)P2 in live cells. Modification and adaptation of the DdSNXAPX-based probes into compartment-specific bioluminescence resonance energy transfer-based biosensors allows for the real-time monitoring of PI(3,5)P2 generation within the endocytic compartments of entire cell populations. Collectively, these molecular tools should allow for exciting new studies to better understand the cellular processes controlled by localized PI(3,5)P2 metabolism.
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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 | 0.000 | 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) | 0.000 | 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".