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Record W4377142521 · doi:10.1101/2023.05.19.541502

Benzylisoquinoline alkaloid production in yeast via norlaudanosoline improves selectivity and yield

2023· preprint· en· W4377142521 on OpenAlexafffund
Lauren Narcross, Michael E. Pyne, Kaspar Kevvai, Ka‐Hei Siu, John E. Dueber, Vincent J. J. Martin

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2023
Typepreprint
Languageen
FieldMedicine
TopicBerberine and alkaloids research
Canadian institutionsConcordia University
FundersDivision of Biological InfrastructureFonds de recherche du Québec – Nature et technologiesNatural Sciences and Engineering Research Council of CanadaConcordia UniversityNational Science Foundation
KeywordsBenzylisoquinolineSanguinarinePapaverineChemistryThebaineAlkaloidBiochemistryBiologyStereochemistryPharmacologyCodeineEnzymeBiosynthesisMorphine

Abstract

fetched live from OpenAlex

Abstract The benzylisoquinoline alkaloid (BIA) family of tetrahydroisoquinolines (THIQs) comprises over 2,500 members, including the pharmaceuticals morphine, codeine, and papaverine as well as the antibiotics sanguinarine and chelerythrine used in animal husbandry. Agricultural cultivation can currently supply the demand for the BIAs that accumulate in plants, but broader access to the entire BIA family would open new avenues of research and commercialization. Microbial synthesis presents an attractive option due to cheap feedstock, genetic tractability, and ease of scale-up. Previously we reported titers of the key branch-point BIA ( S )-reticuline of 4.6 g/L in yeast, which was achieved through leveraging the Ehrlich pathway 2-oxoacid decarboxylase Aro10 to generate the intermediate 4-hydroxyphenylacetaldehyde (4-HPAA). Here, we establish a superior route to ( S )-reticuline by switching the pathway intermediate from 4-HPAA to 3,4-dihydroxyphenylacetaldehyde (3,4-dHPAA) using human monoamine oxidase A (MAO). The resulting ( S )-norlaudanosoline route to ( S )-reticuline synthesis is more selective, resolving prior issues with off-pathway THIQs synthesized due to concerted enzyme promiscuity. The new pathway is also more efficient, enabling titers of 4.8 g/L ( S )-reticuline while improving yields over 40%, from 17 mg/g sucrose to 24 mg/g sucrose in fed-batch fermentations. Finally, we extend de novo ( S )-reticuline synthesis to dihydrosanguinarine, achieving 635 mg/L dihydrosanguinarine and sanguinarine in fed-batch fermentation the highest reported titer of these BIAs by a factor of 40. Highlights Monoamine oxidase A (MAO) supports high-titer ( S )-reticuline synthesis in yeast MAO route to ( S )-reticuline improves specificity compared to Aro10 route This work represents a 40% increase in highest reported ( S )-reticuline yield 653 mg/L (dihydro-) sanguinarine was produced by extending the pathway

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 score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.027
GPT teacher head0.263
Teacher spread0.236 · 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

Citations4
Published2023
Admission routes2
Has abstractyes

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