Temporal Patterns in Sheep Fetal Heart Rate Variability Correlate to Systemic Cytokine Inflammatory Response: A Methodological Exploration of Monitoring Potential Using Complex Signals Bioinformatics

被引:18
|
作者
Herry, Christophe L. [1 ]
Cortes, Marina [7 ]
Wu, Hau-Tieng [8 ]
Durosier, Lucien D. [2 ,3 ]
Cao, Mingju [2 ,3 ]
Burns, Patrick [4 ]
Desrochers, Andre [4 ]
Fecteau, Gilles [4 ]
Seely, Andrew J. E. [1 ,5 ,6 ]
Frasch, Martin G. [2 ,3 ,7 ]
机构
[1] Ottawa Hosp, Clin Epidemiol Program, Res Inst, Ottawa, ON, Canada
[2] Univ Montreal, Dept OBGYN, CHU Ste Justine Res Ctr, Montreal, PQ, Canada
[3] Univ Montreal, Dept Neurosci, CHU Ste Justine Res Ctr, Montreal, PQ, Canada
[4] Univ Montreal, CHUV, Clin Sci, St Hyacinthe, PQ, Canada
[5] Univ Ottawa, Div Thorac Surg, Ottawa, ON, Canada
[6] Univ Ottawa, Div Crit Care Med, Ottawa, ON, Canada
[7] Univ Montreal, Ctr Rech Reprod Anim, St Hyacinthe, PQ, Canada
[8] Univ Toronto, Dept Math, Toronto, ON M5S 1A1, Canada
来源
PLOS ONE | 2016年 / 11卷 / 04期
基金
加拿大健康研究院;
关键词
NEAR-TERM; WEIGHT; BIRTH;
D O I
10.1371/journal.pone.0153515
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Fetal inflammation is associated with increased risk for postnatal organ injuries. No means of early detection exist. We hypothesized that systemic fetal inflammation leads to distinct alterations of fetal heart rate variability (fHRV). We tested this hypothesis deploying a novel series of approaches from complex signals bioinformatics. In chronically instrumented near-term fetal sheep, we induced an inflammatory response with lipopolysaccharide (LPS) injected intravenously (n = 10) observing it over 54 hours; seven additional fetuses served as controls. Fifty-one fHRV measures were determined continuously every 5minutes using Continuous Individualized Multi-organ Variability Analysis (CIMVA). CIMVA creates an fHRV measures matrix across five signal-analytical domains, thus describing complementary properties of fHRV. We implemented, validated and tested methodology to obtain a subset of CIMVA fHRV measures that matched best the temporal profile of the inflammatory cytokine IL-6. In the LPS group, IL-6 peaked at 3 hours. For the LPS, but not control group, a sharp increase in standardized difference in variability with respect to baseline levels was observed between 3 h and 6 h abating to baseline levels, thus tracking closely the IL-6 inflammatory profile. We derived fHRV inflammatory index (FII) consisting of 15 fHRV measures reflecting the fetal inflammatory response with prediction accuracy of 90%. Hierarchical clustering validated the selection of 14 out of 15 fHRV measures comprising FII. We developed methodology to identify a distinctive subset of fHRV measures that tracks inflammation over time. The broader potential of this bioinformatics approach is discussed to detect physiological responses encoded in HRV measures.
引用
收藏
页数:11
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