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Record W6928845502 · doi:10.48336/dd18-mr06

Evaluation of the physical properties of experimental macromolecular crowding systems

2023· article· en· W6928845502 on OpenAlexaff

Bibliographic record

VenueMemorial University Research Repository (Memorial University) · 2023
Typearticle
Languageen
FieldMaterials Science
TopicDendrimers and Hyperbranched Polymers
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsFicollMacromoleculeMacromolecular crowdingSuspension (topology)Relaxation (psychology)RheologyColloidPolymerDiffusion

Abstract

fetched live from OpenAlex

Biological cells are crowded environments consisting of both large and small molecules. The macromolecular crowding observed in biological cells is likely very important to the structure and function of a living cell. Since the macromolecules can interact with each other, this makes the system complex and there remain several open questions. In the laboratory, artificial crowder molecules can be used to create experimental model systems that mimic the cellular environment. Artificial crowders such as the polysaccharide, Ficoll, have long been assumed to be compact and colloidal, but a holistic understanding of its structure and dynamics is lacking. This thesis investigates the structure of Ficoll using multiple experimental techniques. We report rheology, small angle neutron scattering, self diffusion and relaxation measurements using nuclear magnetic resonance experiments on two widely used artificial crowder molecules, Ficoll-70 and Ficoll-400. Our results, combining measures of structure, diffusion, relaxation and rheology, show that Ficolls are more polymer like than colloid like. Importantly, we find that the self-diffusion of HDO molecules in the suspension is an efficient probe to evaluate volume occupancy of the suspension under investigation. We then evaluate the physical properties of a protein crowder solution, BSA, and phytoglycogen, a natural plant based dendrimer using the methods developed to evaluate the Ficoll suspension properties. For all crowders, we find that the self diffusion coefficient decreases exponentially with a characteristic concentration of 10-12 wt %. We also observe that the NMR transverse relaxation of the solvent is a sensitive, independent measure of water confinement, which can be correlated with suspension rheology and self diffusion. To summarize, the highlight of this thesis is that structural and dynamical methods that report on macromolecules as well as solvent can provide a more complete view of macromolecular crowding.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.611

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.063
GPT teacher head0.289
Teacher spread0.225 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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