• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

通过自组织映射聚类对急性肝衰竭进行新的分类:对预后预测的有用性。

Novel classification of acute liver failure through clustering using a self-organizing map: usefulness for prediction of the outcome.

机构信息

Department of Gastroenterology and Hepatology, Faculty of Medicine, Saitama Medical University, Morohongo 38, Moroyama-Machi, Iruma-Gun, Saitama 350-0495, Japan.

出版信息

J Gastroenterol. 2011 Sep;46(9):1127-35. doi: 10.1007/s00535-011-0420-z. Epub 2011 May 21.

DOI:10.1007/s00535-011-0420-z
PMID:21603944
Abstract

BACKGROUND

Patients with acute liver failure are classified according to the interval between the onset of hepatitis symptoms and the development of hepatic encephalopathy. We examined the validity of such classifications.

METHODS

The subjects were 1,022 patients enrolled in a nationwide survey in Japan. The intervals between the onset of the hepatitis symptoms and the development of encephalopathy were 10 days or less in 472 patients (group-A), between 11 and 56 days in 468 patients (group-B), and longer than 56 days in 82 patients (group-C). Data on a total of 104 items collected from the patients were subjected to clustering using a self-organizing map.

RESULTS

The patients were classified into three clusters. The first cluster consisted of 411 patients (group-A: 57%, group-B: 39%, group-C: 4%). Their incidence of complications was low; 34% underwent liver transplantation (LT), and their survival rate was 90%, while 94% of those treated without transplant were rescued. The second cluster consisted of 320 patients (21, 65, and 14% groups A, B, and C, respectively), who showed a high incidence of complications; the survival rate was 7% in the patients treated conservatively without LT. Sixteen percent underwent LT and survival rate of these patients was 52%. There was a third cluster, of 291 patients (59, 34, and 7% groups A, B, and C, respectively). Without LT, 81% of the patients died. Seven percent were treated by LT and their survival rate was 60%.

CONCLUSIONS

Clustering revealed that patients with acute liver failure could be classified into three clusters independent of the interval between the onset of disease symptoms and the development of encephalopathy. This technique may be useful, since the outcomes of the patients differed markedly among the clusters.

摘要

背景

急性肝衰竭患者根据肝炎症状发作与肝性脑病发生之间的间隔进行分类。我们检验了这种分类的有效性。

方法

本研究的对象为日本全国性调查纳入的 1022 例患者。472 例患者(A 组)的肝炎症状发作与脑病发生间隔为 10 天或以内,468 例患者(B 组)为 11-56 天,82 例患者(C 组)超过 56 天。使用自组织映射对患者的 104 项数据进行聚类。

结果

患者被分为三组。第一组有 411 例患者(A 组:57%,B 组:39%,C 组:4%)。这组患者并发症发生率低;34%接受肝移植(LT),存活率为 90%,而未接受移植的患者中 94%存活。第二组有 320 例患者(A、B、C 组的比例分别为 21%、65%和 14%),并发症发生率高;未接受 LT 治疗的患者中,死亡率为 7%。16%接受 LT,存活率为 52%。第三组有 291 例患者(A、B、C 组的比例分别为 59%、34%和 7%),未接受 LT 治疗的患者中,81%死亡,7%接受 LT,存活率为 60%。

结论

聚类分析显示,急性肝衰竭患者可根据疾病症状发作与肝性脑病发生之间的间隔分为三组,与间隔无关。这种技术可能有用,因为患者在不同组间的预后有显著差异。

相似文献

1
Novel classification of acute liver failure through clustering using a self-organizing map: usefulness for prediction of the outcome.通过自组织映射聚类对急性肝衰竭进行新的分类:对预后预测的有用性。
J Gastroenterol. 2011 Sep;46(9):1127-35. doi: 10.1007/s00535-011-0420-z. Epub 2011 May 21.
2
Outcomes after living donor liver transplantation for acute liver failure in Japan: results of a nationwide survey.日本活体供肝肝移植治疗急性肝衰竭的结局:一项全国性调查结果。
Liver Transpl. 2012 Sep;18(9):1069-77. doi: 10.1002/lt.23469.
3
Living Donor Liver Transplantation in Acute Liver Failure Patients with Grade IV Encephalopathy: Is Deep Hepatic Coma Still an Absolute Contraindication? A Successful Single-Center Experience.急性肝功能衰竭伴IV级肝性脑病患者的活体肝移植:深度肝昏迷仍然是绝对禁忌证吗?单中心成功经验
Ann Transplant. 2018 Mar 13;23:176-181. doi: 10.12659/AOT.907274.
4
Acute liver failure in Japan: definition, classification, and prediction of the outcome.日本急性肝衰竭:定义、分类和预后预测。
J Gastroenterol. 2012 Aug;47(8):849-61. doi: 10.1007/s00535-012-0624-x. Epub 2012 Jul 24.
5
EEG abnormalities are associated with increased risk of transplant or poor outcome in children with acute liver failure.脑电图异常与急性肝衰竭患儿移植风险增加或预后不良相关。
J Pediatr Gastroenterol Nutr. 2014 Apr;58(4):449-56. doi: 10.1097/MPG.0000000000000271.
6
Complications and use of intracranial pressure monitoring in patients with acute liver failure and severe encephalopathy.急性肝衰竭合并严重脑病患者颅内压监测的并发症及应用
Liver Transpl. 2005 Dec;11(12):1581-9. doi: 10.1002/lt.20625.
7
Etiology, outcome and prognostic indicators of childhood fulminant hepatic failure in the United kingdom.英国儿童暴发性肝衰竭的病因、结局及预后指标
J Pediatr Gastroenterol Nutr. 2005 May;40(5):575-81. doi: 10.1097/01.mpg.0000158524.30294.e2.
8
Use of nucleoside (tide) analogues in patients with hepatitis B-related acute liver failure.核苷(酸)类似物在乙型肝炎相关急性肝衰竭患者中的应用。
Dig Dis Sci. 2012 May;57(5):1349-57. doi: 10.1007/s10620-011-2013-3. Epub 2011 Dec 25.
9
Acute liver failure in Lithuania.立陶宛的急性肝衰竭
Medicina (Kaunas). 2008;44(7):536-40.
10
Delayed encephalopathy in fulminant hepatic failure in the pediatric population and the role of liver transplantation.儿童暴发性肝衰竭中的迟发性脑病及肝移植的作用。
J Pediatr Gastroenterol Nutr. 1997 Feb;24(2):128-34. doi: 10.1097/00005176-199702000-00004.

引用本文的文献

1
Nationwide survey for acute liver failure and late-onset hepatic failure in Japan.日本全国范围内的急性肝衰竭和迟发性肝衰竭调查。
J Gastroenterol. 2018 Jun;53(6):752-769. doi: 10.1007/s00535-017-1394-2. Epub 2017 Oct 13.
2
miR-429 identified by dynamic transcriptome analysis is a new candidate biomarker for colorectal cancer prognosis.通过动态转录组分析鉴定出的miR-429是结直肠癌预后的一种新的候选生物标志物。
OMICS. 2014 Jan;18(1):54-64. doi: 10.1089/omi.2012.0132. Epub 2013 Nov 16.
3
Acute liver disease in Japan: a nationwide analysis of the Japanese Diagnosis Procedure Combination database.

本文引用的文献

1
Intelligence in the brain: a theory of how it works and how to build it.大脑中的智能:关于其工作原理及构建方式的一种理论
Neural Netw. 2009 Apr;22(3):200-12. doi: 10.1016/j.neunet.2009.03.012. Epub 2009 Mar 29.
2
PVC discrimination using the QRS power spectrum and self-organizing maps.利用QRS功率谱和自组织映射进行室性早搏识别
Comput Methods Programs Biomed. 2009 Jun;94(3):223-31. doi: 10.1016/j.cmpb.2008.12.009. Epub 2009 Feb 11.
3
Community health assessment using self-organizing maps and geographic information systems.
日本急性肝病:日本诊断程序组合数据库的全国性分析。
J Gastroenterol. 2014 Mar;49(3):547-54. doi: 10.1007/s00535-013-0843-9. Epub 2013 Jun 20.
4
Acute liver failure in Japan: definition, classification, and prediction of the outcome.日本急性肝衰竭:定义、分类和预后预测。
J Gastroenterol. 2012 Aug;47(8):849-61. doi: 10.1007/s00535-012-0624-x. Epub 2012 Jul 24.
5
Algorithm to determine the outcome of patients with acute liver failure: a data-mining analysis using decision trees.用于确定急性肝衰竭患者预后的算法:基于决策树的数据挖掘分析。
J Gastroenterol. 2012 Jun;47(6):664-77. doi: 10.1007/s00535-012-0529-8. Epub 2012 Mar 9.
使用自组织映射和地理信息系统进行社区健康评估。
Int J Health Geogr. 2008 Dec 30;7:67. doi: 10.1186/1476-072X-7-67.
4
Re-evaluation of the Guideline published by the Acute Liver Failure Study Group of Japan in 1996 to determine the indications of liver transplantation in patients with fulminant hepatitis.重新评估日本急性肝衰竭研究组 1996 年发布的指南,以确定暴发性肝炎患者肝移植的适应证。
Hepatol Res. 2008 Oct;38(10):970-9. doi: 10.1111/j.1872-034X.2008.00368.x. Epub 2008 May 7.
5
Fulminant hepatitis and late onset hepatic failure in Japan.日本暴发性肝炎和迟发性肝衰竭。
Hepatol Res. 2008 Jul;38(7):646-57. doi: 10.1111/j.1872-034X.2008.00322.x. Epub 2008 Mar 5.
6
Fulminant hepatic failure: etiology and indications for liver transplantation.暴发性肝衰竭:病因及肝移植指征
Nephrol Dial Transplant. 2007 Sep;22 Suppl 8:viii5-viii8. doi: 10.1093/ndt/gfm650.
7
Selecting effective siRNA sequences by using radial basis function network and decision tree learning.运用径向基函数网络和决策树学习来选择有效的小干扰RNA序列。
BMC Bioinformatics. 2006 Dec 18;7 Suppl 5(Suppl 5):S22. doi: 10.1186/1471-2105-7-S5-S22.
8
Selecting effective siRNA sequences based on the self-organizing map and statistical techniques.基于自组织映射和统计技术选择有效的小干扰RNA序列。
Comput Biol Chem. 2006 Jun;30(3):169-78. doi: 10.1016/j.compbiolchem.2006.02.003. Epub 2006 Apr 5.
9
Patterns of expression of cytochrome P450 genes in progression of hepatitis C virus-associated hepatocellular carcinoma.细胞色素P450基因在丙型肝炎病毒相关肝细胞癌进展中的表达模式
Int J Oncol. 2005 Sep;27(3):661-7.
10
AASLD position paper: the management of acute liver failure.美国肝病研究学会立场文件:急性肝衰竭的管理
Hepatology. 2005 May;41(5):1179-97. doi: 10.1002/hep.20703.