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Record W4410989195 · doi:10.1016/j.pep.2025.106752

Strategies for generating soluble and monomeric samples of Ycf1p NBD2

2025· article· en· W4410989195 on OpenAlexafffund
Sarah E.S. Quail, Jeffrey Youn, Voula Kanelis

Bibliographic record

VenueProtein Expression and Purification · 2025
Typearticle
Languageen
FieldMedicine
TopicPeptidase Inhibition and Analysis
Canadian institutionsUniversity of Toronto
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsMonomerChemistryComputational biologyBiophysicsBiochemistryBiologyOrganic chemistry

Abstract

fetched live from OpenAlex

The yeast cadmium factor 1 protein (Ycf1p) is an ATP-binding cassette (ABC) transporter that is located in the vacuolar membrane and is responsible for transporting glutathione-conjugated metals from the cytoplasm into the vacuole. Ycf1p contains the ABC core structure of two transmembrane domains (TMD1, TMD2) and two nucleotide-binding domains (NBD1, NBD2). As a member of the C-subfamily of ABC proteins (ABCC), Ycf1p also contains an N-terminal extension comprised of an additional TMD (TMD0) and L0 linker. Although high-resolution structures of many ABC transporters have been determined, the NBDs can be at low resolution in cryo-EM maps. Thus, studies of the isolated cytosolic NBDs are crucial for obtaining molecular-level details of the dynamics of these catalytic entities, for example. In this study, we present a scheme for obtaining samples of NBD2 from the yeast cadmium factor 1 protein (Ycf1p) in a soluble, monomeric, and functional form. While production of NBD1 from Ycf1p and other ABC proteins has been accomplished, generating samples of NBD2 from different ABC proteins has been elusive for the most part, particularly for ABCC proteins. We show that NBD2 preparation necessitates minimizing dimerization and aggregation of the protein at multiple steps during the purification, which is accomplished by employing a solubility tag, eliminating nucleotides from the buffers, and limiting the duration of spin concentrating steps. This work lays the foundation for detailed studies of Ycf1p NBD2 and provides an outline for optimizing the generation of samples of NBD2 from other ABC proteins.

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)0.001
metaresearch head score (Gemma)0.001
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: Methods · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.002
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 head0.029
GPT teacher head0.299
Teacher spread0.271 · 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
GenreMethods

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 routes2
Has abstractno

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