Monitoring Carbonyl-Amine Reaction between Pyruvic Acid and α-Amino Alcohols by FTIR SpectroscopyA Possible Route To Amadori Products
Bibliographic record
Abstract
The carbonyl-amine reaction between pyruvic acid and alpha-amino alcohols was monitored by Fourier transform infrared spectroscopy at a temperature range between 20 and 100 degrees C and under acidic and basic conditions. To avoid interference, the reactions were conducted in the absence of solvent using liquid reactants such as methyl pyruvate, pyruvic acid, ethanolamine, and 1-amino-2,3-propanediol. Analysis of the time- and temperature-dependent spectra indicated that under basic conditions and at room temperature, the initial imine formation and its subsequent isomerization through a 1,3-prototropic shift occur very rapidly and the reaction goes to completion within 12 min. Interestingly, the isomerization product of the initial imine is the so-called Schiff base intermediate formed when the corresponding amino acid and the reducing sugar react during a typical Maillard reaction. Furthermore, the detailed studies also indicated that during the first 30 s, the rate of formation of the initial imine was faster than the rate of its isomerization; however, after 60 s, its rate of isomerization becomes faster than the rate of its formation. The data also indicated that under acidic conditions, this isomerization was prevented from occurring and the reaction was terminated at the initial imine formation stage. In addition, temperature-dependent spectra indicated that the isomerization of the Schiff's base into eneaminol can be achieved at or above 60 degrees C and its subsequent rearrangement into Amadori product can be attained at temperatures above 80 degrees C even under basic conditions, thus providing a novel route to Maillard reaction products starting from a keto acid and an amino alcohol. This observation was also confirmed through identification of the common Amadori product in both keto acid/amino alcohol and sugar/amino acid mixtures, by the application of tandem mass spectrometry and chemical ionization techniques.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 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 teacher head, 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".