The effect of hydrophobic alkyl sidechains on size and solution behaviors of nanodiscs formed by alternating styrene maleamic copolymer
Bibliographic record
Abstract
The development of amphipathic polymers, including various formulations of styrene-maleic acid (SMA) copolymers, has allowed the purification of increasing sizes and complexities of biological membrane protein assemblies in native nanodiscs. However, the factors determining the sizes and shapes of the resulting bio-nano particles remain unclear. Here, we show how grafting on short alkyl amine sidechains onto the polar residues leads to a broad set of nanoparticle sizes with improved solution behavior. The solubilization of lipid vesicles occurs over a wide range of pH levels and calcium concentrations, providing utility across the physiologically relevant range of solution conditions. Furthermore, the active SMA derivatives can contain strictly alternating monomers, which have inherently lower sequence polydispersity. Pronounced differences in the shapes of native nanoparticles were formed from Escherichia coli bacterial outer membrane containing PagP protein using methyl, ethyl and propylamine derivatives of styrene-maleic anhydride. In particular, the methylamine-substituted polymer forms smaller, monodispersed nanodiscs, while the longer alkyl derivatives form worm-like nanostructures. Thus the introduction of hydrophobicity onto the polar sidechains of amphipathic polymers has profound effects on morphology of native nanodisc, with shorter methyl moieties offering more uniformity and utility for structural biology studies.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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".