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May 12, 2026Chinese Journal of Analytical Chemistry0 citationsOpen Access

Transcriptional Reprogramming Revealed in Degraded Mouse Liver RNA beyond Conventional RIN Thresholds

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YSYuqi ShengZLZhiyu LiuYYYuwei Yang

Key Points

  • This research aims to explore the relationship between RNA integrity and the reliability of transcriptomic data in mouse liver samples.
  • Simulated ex vivo degradation in mouse liver tissue to analyze RNA integrity and transcriptomic data.
  • Conducted time-course clustering to observe transcriptional responses over time.
  • Identified core transcriptional programs linked to RNA degradation.
  • Three transcriptional programs were revealed: rapid functional shutdown, acute alarm response, and progressive immune activation.
  • No correlation was found between RNA integrity number and the global transcriptome, indicating that low-RIN samples can still be informative.
  • Findings suggest RNA degradation can be used to investigate organ-wide stress responses rather than simply being viewed as a technical hurdle.

Abstract

• We demonstrate a critical disconnect between RNA integrity (RIN) and the reliability of transcriptomic data in mouse liver. • Time-course clustering reveals that RNA degradation triggers a programmed, biologically coherent stress response. • Three core transcriptional programs are identified: rapid functional shutdown, acute alarm, and progressive immune activation. The RNA integrity number (RIN) is often regarded as a stringent gatekeeper in transcriptomics, frequently resulting in the exclusion of valuable clinical and field samples. We systematically challenged this prerequisite by simulating ex vivo degradation in mouse liver tissue. Although RIN values declined sharply with exposure to room temperature, the global transcriptome remained robust and showed no correlation with RIN. Importantly, our time-series analysis revealed that RNA degradation is not a source of random noise but a structured, biologically meaningful process. We identified three coordinated transcriptional programs: rapid functional shutdown, acute alarm response, and progressive immune activation. These findings demonstrate that data from low-RIN samples are not compromised but biologically informative. This study presents a novel framework for transcriptomics. RNA degradation is no longer viewed solely as a technical obstacle; instead, it has become a valuable tool for investigating organ-wide stress responses. Additionally, this approach helps maximize the utility of precious biobanked resources.

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Cite This Study

Sheng et al. (2026) studied this question.

synapsesocial.com/papers/6a02c2fdce8c8c81e9640470https://doi.org/10.1016/j.cjac.2026.100743
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