Nanopore sequencing has emerged as a transformative technology in genomics, particularly with the introduction of advanced methods that enhance its utility in various applications. One notable innovation is DemuxTrans, which employs a transformer and temporal convolution network for accurate barcode demultiplexing in nanopore sequencing. This method addresses the limitations of existing approaches that struggle to accurately demultiplex raw nanopore signals, particularly in capturing both local patterns and long-range dependencies. The study highlights the necessity for improved accuracy and efficiency in sequencing workflows, indicating that such advancements could significantly enhance the applicability of nanopore sequencing in complex genomic analyses (ref: Shu doi.org/10.1093/bioinformatics/). Furthermore, the application of ONT-based methylation sequencing for brain tumor classification showcases the technology's potential in precision oncology. This study specifically tackles the challenges posed by the reliance on fresh-frozen tissues, demonstrating a validated protocol for using DNA extracted from formalin-fixed paraffin-embedded (FFPE) samples, thus broadening the clinical applicability of nanopore sequencing in tumor diagnostics (ref: Feinberg-Gorenshtein doi.org/10.1093/narcan/).