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Shuhei Noguchi is a leading computational biologist whose work has fundamentally advanced our understanding of gene regulation through large-scale transcriptome mapping. His primary research areas include functional genomics, transcription initiation, and the development of bioinformatics tools for analyzing high-throughput sequencing data. Noguchi is best known for his pivotal role in the FANTOM5 project, where he contributed to the comprehensive mapping of transcription initiation events across the human and mouse genomes at single base-pair resolution using Cap Analysis of Gene Expression (CAGE). His most cited work, "FANTOM5 CAGE profiles of human and mouse samples" (2017), has garnered over 360 citations, reflecting its profound impact on the field. This landmark study enabled researchers to precisely monitor transcription frequencies across thousands of samples, providing an invaluable resource for understanding gene regulatory networks. Noguchi’s contributions have been instrumental in unraveling the complexity of the transcriptome, making him a key figure in modern genomics. His work continues to inspire new approaches in transcriptomics and regulatory biology.