Censored Data Analysis Reveals Effects of Age and Hepatitis C Infection on C-Reactive Protein Levels in Healthy Adult Chimpanzees (Pan troglodytes).

Journal of biomarkers Pub Date : 2013-01-01 Epub Date: 2013-02-27 DOI:10.1155/2013/709740
John J Ely, Tony Zavaskis, M Lon Lammey
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Abstract

C-reactive protein, a conserved acute-phase protein synthesized in the liver and involved in inflammation, infection, and tissue damage, is an informative biomarker for human cardiovascular disease. Out of 258 captive adult common chimpanzees (Pan troglodytes) assayed for CRP, 27.9% of the data were below the quantitation limit. Data were analyzed by the Kaplan-Meier method and results compared to other methods for handling censored data (including deletion, replacement, and imputation). Kaplan-Meier results demonstrated a modest age effect and a strong effect of HCV infection in reducing CRP but did not allow inference of reference intervals. Results of other methods varied considerably. Substitution schemes differed widely in statistical significance, with estimated group means biased by the size of the substitution constant, while inference of unbiased reference intervals was impossible. Single imputation gave reasonable statistical inferences but unreliable reference intervals. Multiple imputation gave reliable results, for both statistical inference and reference intervals, and was comparable to the Kaplan-Meier standard. Other methods should be avoided. CRP did not predict cardiovascular disease, but CRP levels were reduced by 50% in animals with hepatitis C infection and showed inverse relationships with 2 liver function enzymes. Results suggested that hsCRP can be an informative biomarker of chronic hepatic dysfunction.

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矢量数据分析揭示了年龄和丙型肝炎感染对健康成年黑猩猩(Pan troglodytes)C-反应蛋白水平的影响。
C反应蛋白是一种保守的急性期蛋白,在肝脏中合成,参与炎症、感染和组织损伤,是人类心血管疾病的信息生物标志物。在 258 只人工饲养的成年普通黑猩猩(Pan troglodytes)的 CRP 检测中,27.9% 的数据低于定量限。我们采用卡普兰-梅耶法对数据进行了分析,并将结果与其他处理删减数据的方法(包括删除、替换和估算)进行了比较。Kaplan-Meier 法的结果表明,年龄影响不大,HCV 感染对降低 CRP 有很大影响,但无法推断参考区间。其他方法的结果差异很大。替代方案在统计意义上差别很大,估计的组平均值因替代常数的大小而有偏差,而推断无偏参考区间是不可能的。单项估算得出了合理的统计推断,但参考区间不可靠。多重估算在统计推断和参考区间方面都给出了可靠的结果,并且与 Kaplan-Meier 标准相当。应避免使用其他方法。CRP不能预测心血管疾病,但丙型肝炎感染动物的CRP水平降低了50%,并且与两种肝功能酶呈反向关系。结果表明,hsCRP 可以作为慢性肝功能异常的信息生物标志物。
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