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Identifying septic shock subgroups to tailor fluid strategies through multi-omics integration
Zhongheng Zhang1,2, Lin Chen3, Bin Sun4
1Department of Emergency Medicine, Provincial Key Laboratory of Precise Diagnosis and Treatment of Abdominal Infection, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China. zh_zhang1984@zju.edu.cn.
Nature Communications
|October 18, 2024
Summary
Developing a statistical model using transcriptomics and proteomics helps identify septic shock patients who benefit from restrictive fluid strategies, potentially improving outcomes and reducing mortality.
Area of Science:
- Biomedical research
- Critical care medicine
- Genomics and proteomics
Background:
- Fluid management in septic shock lacks individualized strategies.
- Current approaches do not adequately stratify patient responses to fluid therapy.
Purpose of the Study:
- To develop a statistical model using transcriptomics to identify septic shock patient subgroups with differential fluid strategy responses.
- To create a proteomic signature for predicting fluid strategy benefit.
Main Methods:
- Analysis of transcriptomic data from 494 septic shock patients.
- Derivation of a benefit score from transcriptome space.
- Development of a six-protein proteomic signature for benefit score prediction.
Main Results:
- Adherence to the recommended fluid strategy showed a hazard ratio of 0.82 (95% CI: 0.64-0.92).
- Potential reduction in hospital mortality from 16% to 13% with adherence.
- Proteomic signature achieved an AUC of 0.802 (95% CI: 0.752-0.846) for predicting benefit.
Conclusions:
- A transcriptomics-based statistical model can identify patient subgroups for tailored fluid strategies.
- A novel proteomic signature shows promise in guiding fluid management for septic shock.
- Personalized fluid strategies informed by molecular signatures may improve septic shock patient outcomes.

