Classification of fluorescent R-Band metaphase chromosomes using a convolutional neural network is precise and fast in generating karyograms of hematologic neoplastic cells.

Karyotype analysis has a great impact on the diagnosis, treatment and prognosis in hematologic neoplasms. The identification and characterization of chromosomes is a challenging process and needs experienced personal. Artificial intelligence provides novel support tools. However, their safe and reliable application in diagnostics needs to be evaluated. Here, we present a novel laboratory approach to identify chromosomes in cancer cells using a convolutional neural network (CNN). The CNN identified the correct chromosome class for 98.8% of chromosomes, which led to a time saving of 42% for the karyotyping workflow. These results demonstrate that the CNN has potential application value in chromosome classification of hematologic neoplasms. This study contributes to the development of an automatic karyotyping platform.

In vitro assays to study protein ubiquitination in transcription.

Polyubiquitination is a death signal for proteins and condemns proteins to subsequent degradation by the 26S proteasome. However, recent studies imply that monoubiquitination and polyubiquitination of proteins do not necessarily result in protein degradation but play an important role in the execution of various biological events such as signal transduction and transcription. Ubiquitin was originally identified as a moiety attached to histones, and this as well as other histone modifications may play an important role for transcription and various other DNA-dependent processes. Considerable progress has been made in linking several histone modifications with chromatin dynamics in transcription. Acetylation of histones has been intimately linked to activation of transcription, while deacetylation is concomitant with repression of transcription. Although other histone modifications such as methylation, phosphorylation, and ubiquitination have been correlated with transcriptionally competent or inactive chromatin, the enzymes that mediate these modifications are only now being discovered. The identification of these histone-modifying enzymes may provide valuable insights into the role and function of histone modifications such as ubiquitination in transcription as well as other DNA-dependent processes. Recently, we have used various in vitro assays to show that the coactivator TAF(II)250 possesses both ubiquitin-activating and ubiquitin-conjugating activities, which monoubiquitinate histone H1. Here, we describe the methods used to identify this bifunctional enzyme: (1) in-gel activity assay; (2) protein-transfer membrane activity assay; and (3) in-solution activity assay. These methods have been successfully used to identify various histone-modifying enzymes and protein kinases. In this article we contribute a short review of the history of the methods used to study ubiquitination of proteins and histone modification. We provide protocols for in-gel, protein-transfer membrane, and in-solution ubiquitination assays. A discussion of the general use of the provided protocols, their limitations, and future perspectives are presented. The described methods provide useful tools for the identification of not only novel histone-modifying enzymes but also other protein-modifying enzymes that act in a variety of biological events.