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Zika NS5 RdRp Histidine-Thioredoxin tagged construct small scale expression and purification protocol v1

2024· preprint· en· W4409660808 on OpenAlexaff
Korvus Wang, M. Fairhead, Eleanor Williams

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicMosquito-borne diseases and control
Canadian institutionsDiscovery Centre
FundersNational Institute of Allergy and Infectious DiseasesNational Institutes of Health
KeywordsConstruct (python library)BiologyComputational biologyThioredoxinChemistryComputer scienceGeneticsGeneComputer network

Abstract

fetched live from OpenAlex

We present a comprehensive small-scale (<6L) protocol for the expression and purification of the Zika virus NS5 RNA-dependent RNA polymerase (RdRp) domain with an N-terminal His-Trx (Histidine-Thioredoxin) tag. Using the BL21(DE3)-RR E. coli expression system, the protocol describes bacterial transformation, protein induction with IPTG, and a three-step purification process including immobilized metal affinity chromatography (IMAC), TEV protease-mediated tag cleavage, and size-exclusion chromatography. This method yields purified, functional Zika NS5 RdRp suitable for structural studies and antiviral drug screening. The His-Trx tag enhances protein solubility while allowing efficient separation of the cleaved target protein. Special attention is given to preventing degradation of this inherently unstable protein through optimized buffer conditions and expedited purification at low temperatures. The resulting protein can be concentrated to approximately 7 mg/mL and stored at -80°C in small aliquots to minimize freeze-thaw cycles.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Protocol · Consensus signal: none
Teacher disagreement score0.014
Threshold uncertainty score0.047

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0020.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0140.020

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 head0.018
GPT teacher head0.293
Teacher spread0.275 · 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 designNot applicable
Domainnot available
GenreProtocol

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
Published2024
Admission routes1
Has abstractyes

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