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基于模糊推理通过肝脏闪烁扫描诊断慢性肝病

Diagnosis of chronic liver disease from liver scintiscans by fuzzy reasoning.

作者信息

Shiomi S, Kuroki T, Jomura H, Ueda T, Ikeoka N, Kobayashi K, Ikeda H, Ochi H

机构信息

Third Department of Internal Medicine, Osaka City University Medical School, Japan.

出版信息

J Nucl Med. 1995 Apr;36(4):593-8.

PMID:7699447
Abstract

UNLABELLED

We investigated the possibility that fuzzy reasoning might be used to standardize diagnosis of liver disease based on scintigraphic results and compared the results with those obtained when scintiscans were scored conventionally.

METHODS

Seventy-five patients with chronic liver disease (11 patients had chronic persistent hepatitis, 26 had chronic aggressive hepatitis and 38 had cirrhosis) and 25 controls were studied. Another 75 patients with hepatitis or cirrhosis were examined to test the effectiveness of the membership functions. Liver scintiscans were taken 20 min after the intravenous injection of 111 MBq of 99mTc-phytate. Fuzzy reasoning was used to evaluate the following five items: the ratio of the sizes of the left and right lobes, splenomegaly, radioactivity in the bone marrow, deformity of the liver and distribution of radioactivity in the liver. The degree of conformity to each of the three liver diseases being investigated was substituted into the membership function for the conclusion. The center of gravity for each patient's results was calculated. Conventional scoring was made with three levels for each of the five items examined by fuzzy reasoning.

RESULTS

Distinctions between chronic persistent hepatitis and chronic aggressive hepatitis were difficult to assess with fuzzy reasoning and conventional scoring. The diagnostic accuracy was 95% for patients with cirrhosis and 88% for patients with chronic hepatitis with fuzzy reasoning. With conventional scoring the accuracy was 86% for patients with cirrhosis and 75% for patients with chronic hepatitis. When fuzzy reasoning was used to examine the other 75 patients with chronic liver diseases, the accuracy was 93% for patients with cirrhosis and 86% for patients with chronic hepatitis.

CONCLUSION

The method is simple and can be used routinely in clinical settings.

摘要

未标记

我们研究了基于闪烁扫描结果使用模糊推理来标准化肝病诊断的可能性,并将结果与传统方式对闪烁扫描进行评分时获得的结果进行了比较。

方法

对75例慢性肝病患者(11例为慢性持续性肝炎,26例为慢性活动性肝炎,38例为肝硬化)和25例对照进行了研究。另外对75例肝炎或肝硬化患者进行检查以测试隶属函数的有效性。静脉注射111MBq的99mTc-植酸盐后20分钟进行肝脏闪烁扫描。使用模糊推理评估以下五项:左右叶大小之比、脾肿大、骨髓放射性、肝脏畸形和肝脏放射性分布。将与所研究的三种肝病中每种的符合程度代入结论的隶属函数。计算每位患者结果的重心。对模糊推理所检查的五项中的每一项采用三个等级进行传统评分。

结果

用模糊推理和传统评分难以评估慢性持续性肝炎和慢性活动性肝炎之间的区别。对于肝硬化患者,模糊推理的诊断准确率为95%,对于慢性肝炎患者为88%。采用传统评分时,肝硬化患者的准确率为86%,慢性肝炎患者为75%。当使用模糊推理检查另外75例慢性肝病患者时,肝硬化患者的准确率为93%,慢性肝炎患者为86%。

结论

该方法简单,可在临床环境中常规使用。

相似文献

1
Diagnosis of chronic liver disease from liver scintiscans by fuzzy reasoning.基于模糊推理通过肝脏闪烁扫描诊断慢性肝病
J Nucl Med. 1995 Apr;36(4):593-8.
2
Diagnosis of chronic liver disease from liver scintiscans by artificial neural networks.利用人工神经网络从肝脏闪烁扫描图诊断慢性肝病
Ann Nucl Med. 1997 May;11(2):75-80. doi: 10.1007/BF03164813.
3
Analysis of diffuse parenchymal liver disease by liver scintigrams: differential diagnosis using neuro and fuzzy.肝脏闪烁扫描图对弥漫性实质性肝病的分析:利用神经和模糊技术进行鉴别诊断
Osaka City Med J. 1996 Dec;42(2):109-24.
4
[Usefulness of determining hepatic clearance of Tc-HEPIDA in the diagnosis and differential diagnosis of chronic diseases of the liver parenchyma].
Pol Tyg Lek. 1989;44(15-16):358-60.
5
Chronic liver disease: value of volumetry of liver and spleen with computed tomography.慢性肝病:计算机断层扫描测量肝脏和脾脏体积的价值
Radiat Med. 1990 Nov-Dec;8(6):222-6.
6
Extrahepatic uptake of technetium-99m-phytate: a prognostic index in patients with cirrhosis.99m锝-植酸盐的肝外摄取:肝硬化患者的一个预后指标。
J Nucl Med. 1990 Apr;31(4):436-40.
7
[Clinical evaluation of hepatic scintigraphy using 99mTc-GSA].[利用99mTc-GSA进行肝脏闪烁扫描的临床评估]
Nihon Igaku Hoshasen Gakkai Zasshi. 1992 Jun 25;52(6):818-29.
8
Scintigraphic right-to-left liver lobe ratio and liver-to-spleen ratio in cirrhosis and non cirrhotic liver diseases.肝硬化及非肝硬化肝脏疾病中肝脏闪烁造影的右叶与左叶比例及肝脾比例
J Assoc Physicians India. 1991 Mar;39(3):265-7.
9
Liver uptake with phytate colloid in normal subjects and patients with cirrhosis: a possible alternative to extrahepatic measurements.
J Nucl Med. 1991 Jul;32(7):1467-8.
10
[Liver functional state in chronic viral hepatitis].[慢性病毒性肝炎中的肝脏功能状态]
Klin Med (Mosk). 1981 Apr;59(4):52-7.

引用本文的文献

1
Operationalization of clinical practice guidelines using fuzzy logic.运用模糊逻辑实现临床实践指南的可操作性。
Proc AMIA Annu Fall Symp. 1997:283-7.