Fine, Jonathan published the artcileGraph-based machine learning interprets and predicts diagnostic isomer-selective ion-molecule reactions in tandem mass spectrometry, COA of Formula: C7H5I2NO3, the publication is Chemical Science (2020), 11(43), 11849-11858, database is CAplus and MEDLINE.
Diagnostic ion-mol. reactions employed in tandem mass spectrometry experiments can frequently be used to differentiate between isomeric compounds unlike the popular collision-activated dissociation methodol. Selected neutral reagents, such as 2-methoxypropene (MOP), are introduced into an ion trap mass spectrometer where they react with protonated analytes to yield product ions that are diagnostic for the functional groups present in the analytes. However, the understanding and interpretation of the mass spectra obtained can be challenging and time-consuming. Here, we introduce the first bootstrapped decision tree model trained on 36 known ion-mol. reactions with MOP. It uses the graph-based connectivity of analytes′ functional groups as input to predict whether the protonated analyte will undergo a diagnostic reaction with MOP. A Cohen kappa statistic of 0.70 was achieved with a blind test set, suggesting substantial inter-model reliability on limited training data. Prospective diagnostic product predictions were exptl. tested for 13 previously unpublished analytes. We introduce chem. reactivity flowcharts to facilitate chem. interpretation of the decisions made by the machine learning method that will be useful to understand and interpret the mass spectra for chem. reactivity.
Chemical Science published new progress about 101-29-1. 101-29-1 belongs to iodides-buliding-blocks, auxiliary class Pyridine,Iodide,Carboxylic acid,Ketone, name is 2-(3,5-Diiodo-4-oxopyridin-1(4H)-yl)acetic acid, and the molecular formula is C7H5I2NO3, COA of Formula: C7H5I2NO3.
Referemce:
https://en.wikipedia.org/wiki/Iodide,
Iodide – an overview | ScienceDirect Topics – ScienceDirect.com