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线性判别分析在阿片类药物成瘾者与健康受试者生化及血液学差异鉴别中的应用:一项病例对照研究。

Application of linear discriminant analysis to the biochemical and haematological differentiation of opiate addicts from healthy subjects: a case-control study.

作者信息

Díaz-Flores Estévez J F, Díaz-Flores Estévez F, Hernández Calzadilla C, Rodríguez Rodríguez E M, Díaz Romero C, Serra-Majem L

机构信息

Laboratory of Clinical Analysis of the Drug Rehabilitation Center, Youth Association Cooperation 'San Miguel', Santa Cruz de Tenerife, Spain.

出版信息

Eur J Clin Nutr. 2004 Mar;58(3):449-55. doi: 10.1038/sj.ejcn.1601827.

DOI:10.1038/sj.ejcn.1601827
PMID:14985682
Abstract

OBJECTIVE

Biochemical and haematological parameters of nutritional interest were determined in the serum of opiate addicts in order to compare them with those obtained in healthy subjects. Linear discriminant analysis was applied for the differentiation of the opiate addicts.

SUBJECTS

Sera of 106 opiate addicts in detoxification treatment (n=19) or in Methadone Maintenance Treatment Program (MMTP) (n=87) were studied.

DESIGN

: The determination of classical biochemical and haematological parameters in blood samples was carried out using standardized methods. Determination of retinol and alpha-tocopherol was carried out by high-performance liquid chromatography with diode-array detector. Folic acid and vitamin B(12) were determined using competitive binding techniques. Minerals were determined by flame emission spectrometry (Na and K) and atomic absorption spectrometry with air-acetylene flame (Ca, Mg, Fe, Cu and Zn) or with hydride generation (Se). Phosphorous was determined using a colorimetric method with ammonium molibdate. All statistical analyses were performed by means of the SPSS version 10.0 software for Windows.

RESULTS

Stepwise linear discriminant analysis simplified the system to the following variables: Na, K, Mg, number of leucocytes, triglycerides, GPT, glucose, albumin, retinol and folic acid; and 90.1% (86.4% after crossvalidation) of correct classification was obtained. Representing the first and second discriminant functions, the control groups were well separated from opiate addicts.

CONCLUSIONS

Applying linear discriminant analysis on several biochemical and haematological parameters, the opiate addicts could clearly be differentiated from the control individuals, and a tendency to differentiate the opiate addicts in MMTP and in detoxification treatment was observed.

摘要

目的

测定阿片类药物成瘾者血清中具有营养意义的生化和血液学参数,以便与健康受试者的参数进行比较。应用线性判别分析对阿片类药物成瘾者进行鉴别。

对象

研究了106名接受戒毒治疗(n = 19)或美沙酮维持治疗计划(MMTP)(n = 87)的阿片类药物成瘾者的血清。

设计

采用标准化方法测定血样中的经典生化和血液学参数。采用带二极管阵列检测器的高效液相色谱法测定视黄醇和α-生育酚。采用竞争结合技术测定叶酸和维生素B12。采用火焰发射光谱法(钠和钾)以及空气-乙炔火焰原子吸收光谱法(钙、镁、铁、铜和锌)或氢化物发生法(硒)测定矿物质。采用钼酸铵比色法测定磷。所有统计分析均使用适用于Windows的SPSS 10.0版软件进行。

结果

逐步线性判别分析将系统简化为以下变量:钠、钾、镁、白细胞计数、甘油三酯、谷丙转氨酶、葡萄糖、白蛋白、视黄醇和叶酸;正确分类率为90.1%(交叉验证后为86.4%)。通过第一和第二判别函数,对照组与阿片类药物成瘾者得到了很好的区分。

结论

对多个生化和血液学参数应用线性判别分析,可以清楚地将阿片类药物成瘾者与对照个体区分开来,并且观察到在MMTP和戒毒治疗中区分阿片类药物成瘾者的一种趋势。

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