Author

Hiroto Saigo

Kyushu UniversityORCID 0000-0001-5314-5367Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:bulk RNA-seq· 1 Approach:statistical model· 1

Frequent Co-Authors

Shuaiyu LiiD· 1 shared Xinyue Yang· 1 shared Yang Ruan· 1 shared Zhang Wen· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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4 top collaborators · 6 mutual co-author links

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1 shared paperBioinformatics

Shuaiyu LiORCID

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1 paper

Recent·Most cited

BioinformaticsbioRxivPreprintMar 20, 2026

Differentiable Gene Set Enrichment Analysis for Pathway-Level Supervision in Transcriptomic Learning

Shuaiyu Li, Yang Ruan, Xinyue Yang…·Hiroto Saigo

This paper introduces differentiable GSEA (dGSEA) to improve pathway-level interpretation in transcriptomic learning by aligning training objectives with downstream analysis.

DOI 10.64898/2026.03.18.712610

bulk RNA-seqstatistical model