An in silico study of the genes for the isoflavonoid pathway enzymes in soybean reveals novel expressed homologues
Bibliographic record
Abstract
Soybean [Glycine max (L.) Merr.] is an important source of isoflavones used by the nutraceutical industry. The soybean genome (2n = 40, 975 Mb) has recently been sequenced, and over a million (redundant) gene tags (expressed sequence tags, ESTs) are available in public databases. Using bioinformatics, we investigated five key enzymes of the isoflavonoid pathway (i.e., chalcone isomerase, isoflavone synthase, 2-hydroxyisoflavanone dehydratase, isoflavanone-7-O-glycosyltransferase, and isoflavone-7-O-glucoside-6′′-O-malonyltransferase) to gain a better understanding of which gene homologues are expressed. Contiguous sequences (contigs) were assembled from EST data to represent the specific genes and were subsequently used to predict and verify known and novel gene homologues in the recently released chromosome-based assembly of the soybean genome. Novel transcripts for 2-hydroxyisoflavanone dehydratase and isoflavone-7-O-glucosyltransferase were discovered in these data and in silico expression profiles are presented for all the genes identified in the isoflavonoid pathway. Key words: Soybean, expressed sequence tag, isoflavonoid, gene expression, homologues
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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 | 0.001 | 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 | 0.001 | 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".