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Record W7132922248

In Vitro Reconstitution Studies of RAS-Mediated RAF Activation at the Cell Membrane

2025· dissertation· W7132922248 on OpenAlexaff
Ningdi Feng Liu

Bibliographic record

VenueTSpace · 2025
Typedissertation
Language
FieldBiochemistry, Genetics and Molecular Biology
Topic14-3-3 protein interactions
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsGTPaseKinaseIn vitroProtein–protein interactionCell membraneCellMembraneNegative stainLipid bilayerMembrane protein
DOInot available

Abstract

fetched live from OpenAlex

Activation of the kinase RAF by the small GTPase RAS at the cell membrane is a key regulatory step in the RAS-MAPK (mitogen-activated protein kinase) signalling pathway, which drives cell growth and is frequently dysregulated in human disease, especially cancer. Efforts to target RAF therapeutically have been complicated by limitations in our understanding of the complexity underlying its activation. RAS and the membrane play an essential role in facilitating the transition of RAF from an auto-inhibited monomer to an active dimer, a process which requires concurrent rearrangement of its regulatory binding partner 14-3-3. However, the mechanistic details underlying these conformational changes remain unclear due to a lack of information on the interaction of full-length, 14-3-3-bound RAF with RAS and the membrane. Here, the membrane-bound signalling complex comprising full-length active dimeric BRAF, 14-3-3 and KRAS4B was reconstituted in vitro for the first time using RAS-conjugated nanodiscs, facilitating the study of critical protein-membrane regulatory interactions. This system was leveraged to examine how membrane lipid composition and spatial density of RAS on the membrane impact the binding affinities of monomeric and dimeric BRAF:14-3-3 complexes for membrane-tethered RAS, and to dissect the effects of RAS and the membrane on the activity of BRAF:14-3-3 complexes. Negative stain and cryogenic electron microscopy imaging was furthermore employed to investigate the structural organization of the active dimeric BRAF:14-3-3:KRAS-nanodisc complex. Through using cell-free, defined lipid bilayers, the findings in this thesis offer a unique biophysical perspective on the activation of RAF by RAS at the membrane.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.001
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.021
GPT teacher head0.348
Teacher spread0.328 · 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 source (direct Gemma or distilled Codex), 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
Published2025
Admission routes1
Has abstractyes

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