Evaluating the effects of synthetic POM cycles and NAD kinase expression on fatty alcohol production in Saccharomyces cerevisiae
Bibliographic record
Abstract
Abstract Background: NADPH-dependent enzymes play important roles in many anabolic reactions and the availability of redox cofactors can influence metabolic flux ultimately influencing titers of bioproducts produced by engineered microbial cells. This may be especially true of oleochemical production when carbon flux through the highly NADPH-dependent fatty acid biosynthesis pathway is increased. While pathway specific approaches are often applied to counter redox imbalance, a study evaluating generalized approaches to improved NADPH availability is lacking in Saccharomyces cerevisiae . Results: Here, we have created four unique synthetic Pyruvate-Oxaloacetate-Malate “POM” cycles consisting of either of the endogenous isoforms of pyruvate carboxylase ( PYC1 or PYC2 ), a modified version of malate dehydrogenase ( ‘MDH1 or ‘MDH2 ), and a truncated cytosolic form of the endogenous malic enzyme ( sMAE1 ). Only the POM cycle that combined expression of PYC1 , ‘MDH2 , and sMAE1 increased the titer of fatty alcohols produced; however, it did so in two unique fatty alcohol producing strains. In a FAS1 overexpression background, expression of this synthetic POM cycle increased fatty alcohol titers by 40% from 49.0 ± 2.2 mg/L to 68.6 ± 3.3 mg/L and showed similar results in a zwf1 deletion strain. The effect of overexpression of the endogenous NAD+ kinases UTR1 , YEF1 , and a cytosolic version of POS5 were also tested. We found that expression of POS5c resulted in an ~35% increase in fatty alcohol titer, while the overexpression of the UTR1 or YEF1 did not significantly influence titers. In these minimally engineered cells, combined overexpression of PYC1 , ‘ MDH2 , sMAE1 and POS5c did not further increase titers Conclusions: Overexpression of PYC1 in conjunction with ‘MDH2 and sMAE1 results in a synthetic POM cycle which can be utilized to improve fatty alcohol production in engineered strains of S. cerevisiae . Additionally, overexpression of a truncated version of POS5 ( POS5c ) results in similar increases in fatty alcohol production. These findings may serve to provide a generalized mechanism to increase NADPH production in engineered cells, resulting in increased bioproduct titers.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".