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1.
ArXiv ; 2023 Nov 22.
Article in English | MEDLINE | ID: mdl-38045474

ABSTRACT

Technological advances in high-throughput microscopy have facilitated the acquisition of cell images at a rapid pace, and data pipelines can now extract and process thousands of image-based features from microscopy images. These features represent valuable single-cell phenotypes that contain information about cell state and biological processes. The use of these features for biological discovery is known as image-based or morphological profiling. However, these raw features need processing before use and image-based profiling lacks scalable and reproducible open-source software. Inconsistent processing across studies makes it difficult to compare datasets and processing steps, further delaying the development of optimal pipelines, methods, and analyses. To address these issues, we present Pycytominer, an open-source software package with a vibrant community that establishes an image-based profiling standard. Pycytominer has a simple, user-friendly Application Programming Interface (API) that implements image-based profiling functions for processing high-dimensional morphological features extracted from microscopy images of cells. Establishing Pycytominer as a standard image-based profiling toolkit ensures consistent data processing pipelines with data provenance, therefore minimizing potential inconsistencies and enabling researchers to confidently derive accurate conclusions and discover novel insights from their data, thus driving progress in our field.

2.
Bioinformatics ; 38(2): 533-535, 2022 01 03.
Article in English | MEDLINE | ID: mdl-34524415

ABSTRACT

SUMMARY: Recent efforts to identify novel bacterial structured noncoding RNA (ncRNA) motifs through searching long, GC-rich intergenic regions (IGRs) have revealed several new classes, including the recently validated HMP-PP riboswitch. The DIMPL (Discovery of Intergenic Motifs PipeLine) discovery pipeline described herein enables rapid extraction and selection of bacterial IGRs that are enriched for structured ncRNAs. Moreover, DIMPL automates the subsequent computational steps necessary for their functional identification. AVAILABILITY AND IMPLEMENTATION: The DIMPL pipeline is freely available as a Docker image with an accompanying set of Jupyter notebooks. Full instructions for download and use are available at https://github.com/breakerlab/dimpl. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Bacteria , Riboswitch , Nucleotide Motifs , Bacteria/genetics , RNA, Untranslated/genetics , Computational Biology/methods
3.
RNA Biol ; 18(12): 2417-2432, 2021 12.
Article in English | MEDLINE | ID: mdl-33970790

ABSTRACT

Comparative sequence analysis methods are highly effective for uncovering novel classes of structured noncoding RNAs (ncRNAs) from bacterial genomic DNA sequence datasets. Previously, we developed a computational pipeline to more comprehensively identify structured ncRNA representatives from individual bacterial genomes. This search process exploits the fact that genomic regions serving as templates for the transcription of structured RNAs tend to be present in longer than average noncoding 'intergenic regions' (IGRs) that are enriched in G and C nucleotides compared to the remainder of the genome. In the present study, we apply this computational pipeline to identify structured ncRNA candidates from 26 diverse bacterial species. Numerous novel structured ncRNA motifs were discovered, including several riboswitch candidates, one whose ligand has been identified and others that have yet to be experimentally validated. Our findings support recent predictions that hundreds of novel ribo-switch classes and other ncRNAs remain undiscovered among the limited number of bacterial species whose genomes have been completely sequenced.


Subject(s)
Bacteria/classification , Bacteria/genetics , Computational Biology/methods , Genome, Bacterial , RNA, Bacterial/genetics , RNA, Untranslated/genetics , Riboswitch , Base Pairing , Base Sequence , Nucleotide Motifs , RNA, Untranslated/analysis
4.
Nucleic Acids Res ; 46(19): 10082-10094, 2018 11 02.
Article in English | MEDLINE | ID: mdl-30085248

ABSTRACT

As the key enzyme of bacterial nitrogen assimilation, glutamine synthetase (GS) is tightly regulated. In cyanobacteria, GS activity is controlled by the interaction with inactivating protein factors IF7 and IF17 encoded by the genes gifA and gifB, respectively. We show that a glutamine-binding aptamer within the gifB 5' UTR of Synechocystis sp. PCC 6803 is critical for the expression of IF17. Binding of glutamine induced structural re-arrangements in this RNA element leading to enhanced protein synthesis in vivo and characterizing it as a riboswitch. Mutagenesis showed the riboswitch mechanism to contribute at least as much to the control of gene expression as the promoter-mediated transcriptional regulation. We suggest this and a structurally related but distinct element, to be designated type 1 and type 2 glutamine riboswitches. Extended biocomputational searches revealed that glutamine riboswitches are exclusively but frequently found in cyanobacterial genomes, where they are primarily associated with gifB homologs. Hence, this RNA-based sensing mechanism is common in cyanobacteria and establishes a regulatory feedback loop that couples the IF17-mediated GS inactivation to the intracellular glutamine levels. Together with the previously described sRNA NsiR4, these results show that non-coding RNA is an indispensable component in the control of nitrogen assimilation in cyanobacteria.


Subject(s)
Glutamate-Ammonia Ligase/genetics , Glutamine/genetics , Riboswitch/genetics , Cyanobacteria/enzymology , Cyanobacteria/genetics , Gene Expression Regulation, Bacterial/genetics , Glutamate-Ammonia Ligase/biosynthesis , Glutamate-Ammonia Ligase/chemistry , Promoter Regions, Genetic
5.
RNA Biol ; 15(3): 377-390, 2018 03 04.
Article in English | MEDLINE | ID: mdl-29135333

ABSTRACT

Orphan riboswitch candidates are noncoding RNA motifs whose representatives are believed to function as genetic regulatory elements, but whose target ligands have yet to be identified. The study of certain orphans, particularly classes that have resisted experimental validation for many years, has led to the discovery of important biological pathways and processes once their ligands were identified. Previously, we highlighted details for four of the most common and intriguing orphan riboswitch candidates. This facilitated the validation of riboswitches for the signaling molecules c-di-AMP, ZTP, and ppGpp, the metal ion Mn2+, and the metabolites guanidine and PRPP. Such studies also yield useful linkages between the ligands sensed by the riboswitches and numerous biochemical pathways. In the current report, we describe the known characteristics of 30 distinct classes of orphan riboswitch candidates - some of which have remained unsolved for over a decade. We also discuss the prospects for uncovering novel biological insights via focused studies on these RNAs. Lastly, we make recommendations for experimental objectives along the path to finding ligands for these mysterious RNAs.


Subject(s)
Bacteria/genetics , RNA, Messenger/chemistry , Riboswitch , Yeasts/genetics , Amino Acid Motifs , Aptamers, Nucleotide , Ligands , Models, Molecular , Nucleic Acid Conformation , RNA, Bacterial/chemistry , RNA, Fungal/chemistry
6.
RNA ; 21(11): 1852-8, 2015 Nov.
Article in English | MEDLINE | ID: mdl-26385507

ABSTRACT

Pistol RNAs are members of a distinct class of self-cleaving ribozymes that was recently discovered by using a bioinformatics search strategy. Several hundred pistol ribozymes share a consensus sequence including 10 highly conserved nucleotides and many other modestly conserved nucleotides associated with specific secondary structure features, including three base-paired stems and a pseudoknot. A representative pistol ribozyme from the bacterium Lysinibacillus sphaericus was found to promote RNA strand scission with a rate constant of ∼10 min(-1) under physiological Mg(2+) and pH conditions. The reaction proceeds via the nucleophilic attack of a 2'-oxygen atom on the adjacent phosphorus center, and thus adheres to the same general catalytic mechanism of internal phosphoester transfer as found with all other classes of natural self-cleaving ribozymes discovered to date. Analyses of the kinetic characteristics and the metal ion requirements of the cleavage reaction reveal that members of this ribozyme class likely use several catalytic strategies to promote the rapid cleavage of RNA.


Subject(s)
RNA, Catalytic/genetics , RNA/genetics , Bacteria/genetics , Base Sequence , Catalysis , Computational Biology/methods , Consensus Sequence/genetics , Kinetics , Molecular Sequence Data , Nucleic Acid Conformation , Nucleotides/genetics
7.
Bioorg Med Chem Lett ; 20(3): 1198-201, 2010 Feb 01.
Article in English | MEDLINE | ID: mdl-20022501

ABSTRACT

4'-Ester analogs of the disease preventative agent resveratrol were synthesized and evaluated for their potential as anti-melanoma and pancreatic cancer agents. A decarbonylative Heck coupling was used to assemble the protected stilbene core structure. The 4'-acetate and the palmitoate analogs demonstrated selective activity with DM443 and DM738 cells over normal NHDF cells.


Subject(s)
Antineoplastic Agents/chemical synthesis , Drug Resistance, Neoplasm , Drug Screening Assays, Antitumor , Melanoma/drug therapy , Pancreatic Neoplasms/drug therapy , Stilbenes/chemical synthesis , Antineoplastic Agents/metabolism , Antineoplastic Agents/therapeutic use , Cell Line, Tumor , Dose-Response Relationship, Drug , Drug Screening Assays, Antitumor/methods , Esters , HL-60 Cells , Humans , Melanoma/metabolism , Melanoma/pathology , Pancreatic Neoplasms/metabolism , Pancreatic Neoplasms/pathology , Resveratrol , Stilbenes/metabolism , Stilbenes/therapeutic use , Structure-Activity Relationship
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