构建和验证急性髓性白血病儿童关键基因相关预后模型

IF 2.2 4区 医学 Q3 HEMATOLOGY International Journal of Laboratory Hematology Pub Date : 2024-04-10 DOI:10.1111/ijlh.14272
Fan Huang, Chuan Ming, Yuqian Jiang, Chenli Li, Cheng Tan
{"title":"构建和验证急性髓性白血病儿童关键基因相关预后模型","authors":"Fan Huang,&nbsp;Chuan Ming,&nbsp;Yuqian Jiang,&nbsp;Chenli Li,&nbsp;Cheng Tan","doi":"10.1111/ijlh.14272","DOIUrl":null,"url":null,"abstract":"<div>\n \n \n <section>\n \n <h3> Introduction</h3>\n \n <p>To identify the differentially expressed genes of acute myeloid leukaemia (AML) and construct and verify a survival prognosis model combined with patient survival information.</p>\n </section>\n \n <section>\n \n <h3> Methods</h3>\n \n <p>The TARGET database was searched to identify differentially expressed peripheral blood genes in children with AML and healthy children. A gene set functional analysis and pathway analysis were performed using gene ontology and the KEGG pathway. A prognostic model for children with AML was constructed using univariate Cox, LASSO Cox regression and multivariate Cox regression analyses. Time-dependent receiver operating characteristic (ROC) curves were adopted to assess the predictive capacity of the prognostic models.</p>\n </section>\n \n <section>\n \n <h3> Results</h3>\n \n <p>In total, 1640 differentially expressed genes were screened (1119 upregulated and 521 downregulated genes). The differentially expressed genes were mainly involved in nutrient metabolism and cytochrome P450 metabolism. Six key genes related to the prognosis of AML, <i>FAM157A</i>, <i>GPR78</i>, <i>IRX5</i>, <i>RP4-800G7.1</i>, <i>RP11-179H18.5</i> and <i>RP11-61N20.3</i>, were identified. Kaplan–Meier curves indicated that 3-year and 5-year overall survival was significantly higher in the low-risk group than in the high-risk group. The area under the ROC curve was 0.722. At different stages of AML, <i>FAM157A</i> and <i>RP4-800G7.1</i> exhibited significant differences in expression. The expression levels of <i>FAM157A</i> were significantly decreased in AML, whereas the expression levels of <i>GPR78</i>, <i>IRX5</i>, <i>RP4-800G7.1</i>, <i>RP11-179H18.5</i> and <i>RP11-61N20.3</i> were significantly increased in AML.</p>\n </section>\n \n <section>\n \n <h3> Conclusion</h3>\n \n <p>A prognosis-related gene model of AML was successfully constructed, and the expression levels of the model genes varied with AML stage.</p>\n </section>\n </div>","PeriodicalId":14120,"journal":{"name":"International Journal of Laboratory Hematology","volume":"46 4","pages":"678-686"},"PeriodicalIF":2.2000,"publicationDate":"2024-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Construction and validation of key genes-related prognosis model in children with acute myeloid leukaemia\",\"authors\":\"Fan Huang,&nbsp;Chuan Ming,&nbsp;Yuqian Jiang,&nbsp;Chenli Li,&nbsp;Cheng Tan\",\"doi\":\"10.1111/ijlh.14272\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div>\\n \\n \\n <section>\\n \\n <h3> Introduction</h3>\\n \\n <p>To identify the differentially expressed genes of acute myeloid leukaemia (AML) and construct and verify a survival prognosis model combined with patient survival information.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Methods</h3>\\n \\n <p>The TARGET database was searched to identify differentially expressed peripheral blood genes in children with AML and healthy children. A gene set functional analysis and pathway analysis were performed using gene ontology and the KEGG pathway. A prognostic model for children with AML was constructed using univariate Cox, LASSO Cox regression and multivariate Cox regression analyses. Time-dependent receiver operating characteristic (ROC) curves were adopted to assess the predictive capacity of the prognostic models.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Results</h3>\\n \\n <p>In total, 1640 differentially expressed genes were screened (1119 upregulated and 521 downregulated genes). The differentially expressed genes were mainly involved in nutrient metabolism and cytochrome P450 metabolism. Six key genes related to the prognosis of AML, <i>FAM157A</i>, <i>GPR78</i>, <i>IRX5</i>, <i>RP4-800G7.1</i>, <i>RP11-179H18.5</i> and <i>RP11-61N20.3</i>, were identified. Kaplan–Meier curves indicated that 3-year and 5-year overall survival was significantly higher in the low-risk group than in the high-risk group. The area under the ROC curve was 0.722. At different stages of AML, <i>FAM157A</i> and <i>RP4-800G7.1</i> exhibited significant differences in expression. The expression levels of <i>FAM157A</i> were significantly decreased in AML, whereas the expression levels of <i>GPR78</i>, <i>IRX5</i>, <i>RP4-800G7.1</i>, <i>RP11-179H18.5</i> and <i>RP11-61N20.3</i> were significantly increased in AML.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Conclusion</h3>\\n \\n <p>A prognosis-related gene model of AML was successfully constructed, and the expression levels of the model genes varied with AML stage.</p>\\n </section>\\n </div>\",\"PeriodicalId\":14120,\"journal\":{\"name\":\"International Journal of Laboratory Hematology\",\"volume\":\"46 4\",\"pages\":\"678-686\"},\"PeriodicalIF\":2.2000,\"publicationDate\":\"2024-04-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Laboratory Hematology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/ijlh.14272\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"HEMATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Laboratory Hematology","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/ijlh.14272","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"HEMATOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

方法检索TARGET数据库,确定急性髓性白血病(AML)患儿和健康儿童外周血中差异表达的基因。利用基因本体论和 KEGG 通路进行了基因组功能分析和通路分析。通过单变量 Cox、LASSO Cox 回归和多变量 Cox 回归分析,建立了急性髓细胞性白血病患儿的预后模型。结果共筛选出1640个差异表达基因(1119个上调基因和521个下调基因)。差异表达基因主要涉及营养代谢和细胞色素 P450 代谢。研究发现了六个与急性髓细胞性白血病预后相关的关键基因:FAM157A、GPR78、IRX5、RP4-800G7.1、RP11-179H18.5和RP11-61N20.3。Kaplan-Meier 曲线显示,低风险组的 3 年和 5 年总生存率明显高于高风险组。ROC 曲线下的面积为 0.722。在急性髓细胞性白血病的不同阶段,FAM157A和RP4-800G7.1的表达有显著差异。结论 成功构建了急性髓细胞性白血病预后相关基因模型,模型基因的表达水平随急性髓细胞性白血病分期而变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Construction and validation of key genes-related prognosis model in children with acute myeloid leukaemia

Introduction

To identify the differentially expressed genes of acute myeloid leukaemia (AML) and construct and verify a survival prognosis model combined with patient survival information.

Methods

The TARGET database was searched to identify differentially expressed peripheral blood genes in children with AML and healthy children. A gene set functional analysis and pathway analysis were performed using gene ontology and the KEGG pathway. A prognostic model for children with AML was constructed using univariate Cox, LASSO Cox regression and multivariate Cox regression analyses. Time-dependent receiver operating characteristic (ROC) curves were adopted to assess the predictive capacity of the prognostic models.

Results

In total, 1640 differentially expressed genes were screened (1119 upregulated and 521 downregulated genes). The differentially expressed genes were mainly involved in nutrient metabolism and cytochrome P450 metabolism. Six key genes related to the prognosis of AML, FAM157A, GPR78, IRX5, RP4-800G7.1, RP11-179H18.5 and RP11-61N20.3, were identified. Kaplan–Meier curves indicated that 3-year and 5-year overall survival was significantly higher in the low-risk group than in the high-risk group. The area under the ROC curve was 0.722. At different stages of AML, FAM157A and RP4-800G7.1 exhibited significant differences in expression. The expression levels of FAM157A were significantly decreased in AML, whereas the expression levels of GPR78, IRX5, RP4-800G7.1, RP11-179H18.5 and RP11-61N20.3 were significantly increased in AML.

Conclusion

A prognosis-related gene model of AML was successfully constructed, and the expression levels of the model genes varied with AML stage.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
4.50
自引率
6.70%
发文量
211
审稿时长
6-12 weeks
期刊介绍: The International Journal of Laboratory Hematology provides a forum for the communication of new developments, research topics and the practice of laboratory haematology. The journal publishes invited reviews, full length original articles, and correspondence. The International Journal of Laboratory Hematology is the official journal of the International Society for Laboratory Hematology, which addresses the following sub-disciplines: cellular analysis, flow cytometry, haemostasis and thrombosis, molecular diagnostics, haematology informatics, haemoglobinopathies, point of care testing, standards and guidelines. The journal was launched in 2006 as the successor to Clinical and Laboratory Hematology, which was first published in 1979. An active and positive editorial policy ensures that work of a high scientific standard is reported, in order to bridge the gap between practical and academic aspects of laboratory haematology.
期刊最新文献
Issue Information Supplement Article Issue Information Cover Image Increased Platelet Size and Elevated P2Y12 mRNA Expression Levels in Patients With Diabetes Mellitus
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1