Understanding Heating in Active Region Cores through Machine Learning. I. Numerical Modeling and Predicted Observables.

To adequately constrain the frequency of energy deposition in active region cores in the solar corona, systematic comparisons between detailed models and observational data are needed. In this paper, we describe a pipeline for forward modeling active region emission using magnetic field extrapolations and field-aligned hydrodynamic models. We use this pipeline to predict time-dependent emission from active region NOAA 1158 for low-, intermediate-, and high-frequency nanoflares. In each pixel of our predicted multi-wavelength, time-dependent images, we compute two commonly used diagnostics: the emission measure slope and the time lag. We find that signatures of the heating frequency persist in both of these diagnostics. In particular, our results show that the distribution of emission measure slopes narrows and the mean decreases with decreasing heating frequency and that the range of emission measure slopes is consistent with past observational and modeling work. Furthermore, we find that the time lag becomes increasingly spatially coherent with decreasing heating frequency while the distribution of time lags across the whole active region becomes more broad with increasing heating frequency. In a follow-up paper, we train a random forest classifier on these predicted diagnostics and use this model to classify real observations of NOAA 1158 in terms of the underlying heating frequency.

Prostaglandin biosynthesis by a human macrophage-like cell line, U937.

The human macrophage-like cell line, U937, produced significant amounts of prostaglandin (PG) E2 when incubated with exogenous arachidonic acid (AA). The synthesis of PGE2 was completely inhibited by pretreatment with indomethacin (20 micrograms/ml). Another major metabolite, unidentified, which was released during incubation with AA, was not inhibited by indomethacin, but was decreased by nordihydroguaiaretic acid (NDGA) (10(-5)M) or BW755C (10(-4)M). These results confirm the presence of cyclooxygenase and perhaps lipoxygenase activities in this macrophage-like cell line. Challenge of U937 cells with zymosan, opsonized zymosan, phorbolmyristate acetate (PMA), heat-aggregated human IgG (AHG), or calcium ionophore A23187 failed to stimulate synthesis and release of either PGE2 or the above mentioned metabolite. The inability of U937 cells to release endogenous AA from cell lipid for PG synthesis constitutes an important functional difference between these cells and normal macrophages.

Identification of N-methylated basic amino acids from human adult teeth.

NE-monomethyl-lysine, NG-NG'-dimethyl-arginine, and NG-NG-dimethyl-arginine from tooth protein fractions were identified utilizing thin-layer chromatography, amino acid analysis, and gas chromatography. It is suggested that a relationship exists between the presence of these N-methylated basic amino acids and the resting stage of tooth tissue.