Comparison of Energy-Minimized Structures of [PdII(N-methyliminodiacetate)] Complexes of X1-His-X3-His-His Peptides as an Analysis of Steric and Specific Interactions with Synthetic Binding Tags for IMAC Separations
Bibliographic record
Abstract
[Pd(II)(mida)(peptide)] complexes for the series of peptides of sequence X(1)-His-X(3)-His-His were studied by molecular mechanics methods using Spartan, MMFF94, and SYBYL programs with X(1) = X(3) = glycine (G), phenylalanine (F), tyrosine (Y), tryptophan (W), and with X(1) = glycine (G) and X(3) = proline (P). For comparison purposes, data were also obtained for the Ser-Pro-His-His-Gly (SPHHG) and the (His)(5) peptides.The latter two peptides and GHPHH are tags in current use for IMAC separations. These provide calibration points as to the binding affinities that have been determined for the entire series. The energies of the complexes, as an average trend found from the composite behavior of the three methods, were found to be SPHHG (205 kcal/mol) (most stable; are values obtained by MMFF94 methods) < HH(#)HH(#)H(#) (222; where # implies the site of attachment to match the other X(1)-His-X(3)-His-His peptides) < YHYHH (249) < GHGHH (265) < WHWHH (284) approximately GHPHH (286) < FHFHH (311) (least stable), implying that FHFHH might be a useful chromatographic tag for IMAC protein separations that would elute more readily than GHPHH from IMAC sites that are of square-planar structure, such as Cu(II)(ida-supported) IMAC columns. Specific H-bonded interactions are observed between the tyrosine X(1) and pendant carboxylates and between X(3) and the N-terminal amine of [Pd(mida)(YHYHH)]. Face-to-pi-face ring stacking occurs between phenylalanine X(1) and X(3) units in [Pd(mida)(FHFHH)], whereas edge C-H to pi H-bonding or pi stacking occurs between the X(1) and X(3) tryptophans of [Pd(mida)(WHWHH)]. Two energy minima were found with tryptophan. The more stable form has the aromatic rings more parallel, similar to the stacked form of phenylalanine, rather than the edge C-H to pi H-bonding, and virtually the same overall energy as for [Pd(mida)(GHPHH)]. The "perpendicular" structure was found as an initial local energy minimum, but additional MMFF94 calculations found the pi -stacked arrangement at energy ca. 39 kcal/mol lower than that of the nearly "perpendicular" arrangement of the tryptophan rings, a composite effect of relaxation of the peptide, together with differences in stabilities imparted by the differing geometries. The use of the terms "pi-stacked " and "perpendicular" forms represent the limiting cases available to the tryptophan side chain groups. A twist of about 15 degrees to 20 degrees in dihedral angle is all that is necessary to change between structures that are nearly described as one form or the other.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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".