• 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

通过本体论实现癌症疫苗标准化:增强建模和数据分析。

Empowering standardization of cancer vaccines through ontology: enhanced modeling and data analysis.

机构信息

Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, MI, 48109, USA.

College of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, 48109, USA.

出版信息

J Biomed Semantics. 2024 Jun 19;15(1):12. doi: 10.1186/s13326-024-00312-3.

DOI:10.1186/s13326-024-00312-3
PMID:38890666
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11186274/
Abstract

BACKGROUND

The exploration of cancer vaccines has yielded a multitude of studies, resulting in a diverse collection of information. The heterogeneity of cancer vaccine data significantly impedes effective integration and analysis. While CanVaxKB serves as a pioneering database for over 670 manually annotated cancer vaccines, it is important to distinguish that a database, on its own, does not offer the structured relationships and standardized definitions found in an ontology. Recognizing this, we expanded the Vaccine Ontology (VO) to include those cancer vaccines present in CanVaxKB that were not initially covered, enhancing VO's capacity to systematically define and interrelate cancer vaccines.

RESULTS

An ontology design pattern (ODP) was first developed and applied to semantically represent various cancer vaccines, capturing their associated entities and relations. By applying the ODP, we generated a cancer vaccine template in a tabular format and converted it into the RDF/OWL format for generation of cancer vaccine terms in the VO. '12MP vaccine' was used as an example of cancer vaccines to demonstrate the application of the ODP. VO also reuses reference ontology terms to represent entities such as cancer diseases and vaccine hosts. Description Logic (DL) and SPARQL query scripts were developed and used to query for cancer vaccines based on different vaccine's features and to demonstrate the versatility of the VO representation. Additionally, ontological modeling was applied to illustrate cancer vaccine related concepts and studies for in-depth cancer vaccine analysis. A cancer vaccine-specific VO view, referred to as "CVO," was generated, and it contains 928 classes including 704 cancer vaccines. The CVO OWL file is publicly available on: http://purl.obolibrary.org/obo/vo/cvo.owl , for sharing and applications.

CONCLUSION

To facilitate the standardization, integration, and analysis of cancer vaccine data, we expanded the Vaccine Ontology (VO) to systematically model and represent cancer vaccines. We also developed a pipeline to automate the inclusion of cancer vaccines and associated terms in the VO. This not only enriches the data's standardization and integration, but also leverages ontological modeling to deepen the analysis of cancer vaccine information, maximizing benefits for researchers and clinicians.

AVAILABILITY

The VO-cancer GitHub website is: https://github.com/vaccineontology/VO/tree/master/CVO .

摘要

背景

癌症疫苗的探索产生了大量的研究,从而产生了多样化的信息。癌症疫苗数据的异质性极大地阻碍了有效的整合和分析。虽然 CanVaxKB 是一个拥有超过 670 种手动注释癌症疫苗的开创性数据库,但重要的是要区分数据库本身并不提供本体中发现的结构化关系和标准化定义。认识到这一点,我们扩展了疫苗本体(VO),以包括 CanVaxKB 中最初未涵盖的那些癌症疫苗,从而增强了 VO 系统地定义和相互关联癌症疫苗的能力。

结果

首先开发并应用了本体设计模式(ODP)来语义表示各种癌症疫苗,捕获它们相关的实体和关系。通过应用 ODP,我们以表格格式生成了癌症疫苗模板,并将其转换为 RDF/OWL 格式,以在 VO 中生成癌症疫苗术语。“12MP 疫苗”被用作癌症疫苗的示例,以演示 ODP 的应用。VO 还重用参考本体术语来表示癌症疾病和疫苗宿主等实体。开发并使用描述逻辑(DL)和 SPARQL 查询脚本根据不同疫苗的特征查询癌症疫苗,并展示 VO 表示的多功能性。此外,本体建模被应用于说明癌症疫苗相关概念和研究,以进行深入的癌症疫苗分析。生成了一个特定于癌症疫苗的 VO 视图,称为“CVO”,其中包含 928 个类,包括 704 种癌症疫苗。CVO 的 OWL 文件可在以下网址公开获取:http://purl.obolibrary.org/obo/vo/cvo.owl,以供共享和应用。

结论

为了促进癌症疫苗数据的标准化、整合和分析,我们扩展了疫苗本体(VO),以系统地对癌症疫苗进行建模和表示。我们还开发了一个管道,以自动将癌症疫苗及其相关术语纳入 VO。这不仅丰富了数据的标准化和整合,还利用本体建模深化了癌症疫苗信息的分析,使研究人员和临床医生最大程度受益。

可用性

VO-cancer GitHub 网站是:https://github.com/vaccineontology/VO/tree/master/CVO。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/c7b28c50225a/13326_2024_312_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/8e68db35a84b/13326_2024_312_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/cc079a035814/13326_2024_312_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/2af3cba8d401/13326_2024_312_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/5fe376e4e732/13326_2024_312_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/009094378f11/13326_2024_312_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/86462fa4f21a/13326_2024_312_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/c7b28c50225a/13326_2024_312_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/8e68db35a84b/13326_2024_312_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/cc079a035814/13326_2024_312_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/2af3cba8d401/13326_2024_312_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/5fe376e4e732/13326_2024_312_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/009094378f11/13326_2024_312_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/86462fa4f21a/13326_2024_312_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d321/11186274/c7b28c50225a/13326_2024_312_Fig7_HTML.jpg

相似文献

1
Empowering standardization of cancer vaccines through ontology: enhanced modeling and data analysis.通过本体论实现癌症疫苗标准化:增强建模和数据分析。
J Biomed Semantics. 2024 Jun 19;15(1):12. doi: 10.1186/s13326-024-00312-3.
2
Prescription of Controlled Substances: Benefits and Risks管制药品的处方:益处与风险
3
Ontological representation, modeling, and analysis of parasite vaccines.寄生虫疫苗的本体表示、建模和分析。
J Biomed Semantics. 2024 Apr 25;15(1):4. doi: 10.1186/s13326-024-00307-0.
4
Mapping and Harmonization of CVX vaccine terms to the Vaccine Ontology.将CVX疫苗术语映射并协调至疫苗本体论。
bioRxiv. 2025 Jul 18:2025.07.15.664501. doi: 10.1101/2025.07.15.664501.
5
Mapping vaccine names in clinical trials to vaccine ontology using cascaded fine-tuned domain-specific language models.使用级联微调的领域特定语言模型将临床试验中的疫苗名称映射到疫苗本体。
J Biomed Semantics. 2024 Aug 10;15(1):14. doi: 10.1186/s13326-024-00318-x.
6
Immunogenicity and seroefficacy of pneumococcal conjugate vaccines: a systematic review and network meta-analysis.肺炎球菌结合疫苗的免疫原性和血清效力:系统评价和网络荟萃分析。
Health Technol Assess. 2024 Jul;28(34):1-109. doi: 10.3310/YWHA3079.
7
Semantic web-based ontology: a comprehensive framework for cardiovascular knowledge representation.基于语义网的本体:心血管知识表示的综合框架。
BMC Cardiovasc Disord. 2025 Jul 18;25(1):519. doi: 10.1186/s12872-025-04956-6.
8
Home treatment for mental health problems: a systematic review.心理健康问题的居家治疗:一项系统综述
Health Technol Assess. 2001;5(15):1-139. doi: 10.3310/hta5150.
9
Short-Term Memory Impairment短期记忆障碍
10
Systemic treatments for metastatic cutaneous melanoma.转移性皮肤黑色素瘤的全身治疗
Cochrane Database Syst Rev. 2018 Feb 6;2(2):CD011123. doi: 10.1002/14651858.CD011123.pub2.

引用本文的文献

1
VO: The Vaccine Ontology.VO:疫苗本体论。
bioRxiv. 2025 Aug 15:2025.08.12.669998. doi: 10.1101/2025.08.12.669998.
2
Next-generation immunotherapeutic approaches for blood cancers: Exploring the efficacy of CAR-T and cancer vaccines.血液癌症的新一代免疫治疗方法:探索嵌合抗原受体T细胞(CAR-T)和癌症疫苗的疗效。
Exp Hematol Oncol. 2025 May 17;14(1):75. doi: 10.1186/s40164-025-00662-3.
3
Systematic collection, annotation, and pattern analysis of viral vaccines in the VIOLIN vaccine knowledgebase.对 VIOLIN 疫苗知识库中的病毒疫苗进行系统收集、注释和模式分析。

本文引用的文献

1
CanVaxKB: a web-based cancer vaccine knowledgebase.CanVaxKB:一个基于网络的癌症疫苗知识库。
NAR Cancer. 2024 Jan 9;6(1):zcad060. doi: 10.1093/narcan/zcad060. eCollection 2024 Mar.
2
Therapeutic cancer vaccines: advancements, challenges, and prospects.治疗性癌症疫苗:进展、挑战与展望。
Signal Transduct Target Ther. 2023 Dec 13;8(1):450. doi: 10.1038/s41392-023-01674-3.
3
Cancer Vaccine Therapeutics: Limitations and Effectiveness-A Literature Review.癌症疫苗治疗学:局限性和有效性——文献综述。
Front Cell Infect Microbiol. 2025 Feb 7;15:1509226. doi: 10.3389/fcimb.2025.1509226. eCollection 2025.
Cells. 2023 Aug 28;12(17):2159. doi: 10.3390/cells12172159.
4
DCVax-L Vaccination in Patients with Glioblastoma: Real Promise or Negative Trial? The Debate Is Open.胶质母细胞瘤患者使用DCVax-L疫苗:是真正带来希望还是试验结果不佳?争论已经展开。
Cancers (Basel). 2023 Jun 20;15(12):3251. doi: 10.3390/cancers15123251.
5
Myeloid sarcoma: An overview.骨髓肉瘤:概述。
Semin Diagn Pathol. 2023 May;40(3):129-139. doi: 10.1053/j.semdp.2023.04.009. Epub 2023 Apr 17.
6
Current progress in the development of prophylactic and therapeutic vaccines.当前预防性和治疗性疫苗研发的进展。
Sci China Life Sci. 2023 Apr;66(4):679-710. doi: 10.1007/s11427-022-2230-4. Epub 2022 Dec 2.
7
Ontology Development Kit: a toolkit for building, maintaining and standardizing biomedical ontologies.本体开发工具包:用于构建、维护和标准化生物医学本体的工具包。
Database (Oxford). 2022 Oct 8;2022. doi: 10.1093/database/baac087.
8
Personalized neoantigen vaccine NEO-PV-01 with chemotherapy and anti-PD-1 as first-line treatment for non-squamous non-small cell lung cancer.采用化疗和抗 PD-1 药物联合治疗作为一线治疗方案,为非鳞状非小细胞肺癌患者接种个体化新抗原疫苗 NEO-PV-01。
Cancer Cell. 2022 Sep 12;40(9):1010-1026.e11. doi: 10.1016/j.ccell.2022.08.003. Epub 2022 Aug 25.
9
Cancer vaccines as promising immuno-therapeutics: platforms and current progress.癌症疫苗作为有前途的免疫疗法:平台和当前进展。
J Hematol Oncol. 2022 Mar 18;15(1):28. doi: 10.1186/s13045-022-01247-x.
10
The Human Disease Ontology 2022 update.人类疾病本体 2022 更新版。
Nucleic Acids Res. 2022 Jan 7;50(D1):D1255-D1261. doi: 10.1093/nar/gkab1063.