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Here, we present focused case studies demonstrating the versatility of real-time transcriptomics analysis in rapid quality control for long-read RNA-seq. We illustrate its utility through four experimental setups: (1) transcriptome profiling of distinct human cellular populations, (2) identification of experimentally enriched transcripts, (3) transcriptional analysis of cells under heat shock conditions, and (4) identification of experimentally manipulated genes (knockout and overexpression) in several yeast strains. We show how to perform multiple layers of quality control as soon as sequencing has started, addressing both the quality of the experimental and sequencing traits. Real-time quality control measures assess sample\/condition variability and determine the number of identified genes per sample\/condition. Furthermore, real-time differential gene\/transcript expression analysis can be conducted at various time points post-sequencing initiation (PSI), revealing dynamic changes in gene\/transcript expression between two conditions. Using real-time analysis, which occurs in parallel to the sequencing run, we identified differentially expressed genes\/transcripts as early as 1 hr PSI. These changes were consistently observed throughout the entire sequencing process. We discuss the new possibilities offered by real-time data analysis, which have the potential to serve as a valuable tool for rapid and cost-effective quality checks in specific experimental settings and can be potentially integrated into clinical applications in the future.<\/jats:p>","DOI":"10.7554\/elife.98768","type":"journal-article","created":{"date-parts":[[2024,7,25]],"date-time":"2024-07-25T10:27:19Z","timestamp":1721903239000},"update-policy":"https:\/\/doi.org\/10.7554\/elife.98768","source":"Crossref","is-referenced-by-count":1,"title":["Real-time transcriptomic profiling in distinct experimental conditions"],"prefix":"10.7554","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8028-0038","authenticated-orcid":true,"given":"Tamer","family":"Butto","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/023b0x485","id-type":"ROR","asserted-by":"publisher"}],"name":"Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg-University 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