• 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

改善癌症数据互操作性:最小共同肿瘤学数据元素 (mCODE) 倡议的承诺。

Improving Cancer Data Interoperability: The Promise of the Minimal Common Oncology Data Elements (mCODE) Initiative.

机构信息

Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, Nashville, TN.

MITRE Corporation, Bedford, MA.

出版信息

JCO Clin Cancer Inform. 2020 Oct;4:993-1001. doi: 10.1200/CCI.20.00059.

DOI:10.1200/CCI.20.00059
PMID:33136433
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7713551/
Abstract

PURPOSE

Because of expanding interoperability requirements, structured patient data are increasingly available in electronic health records. Many oncology data elements (eg, staging, biomarkers, documentation of adverse events and cancer outcomes) remain challenging. The Minimal Common Oncology Data Elements (mCODE) project is a consensus data standard created to facilitate transmission of data of patients with cancer.

METHODS

In 2018, mCODE was developed through a work group convened by ASCO, including oncologists, informaticians, researchers, and experts in terminologies and standards. The mCODE specification is organized by 6 high-level domains: patient, laboratory/vital, disease, genomics, treatment, and outcome. In total, 23 mCODE profiles are composed of 90 data elements.

RESULTS

A conceptual model was published for public comment in January 2019 and, after additional refinement, the first public version of the mCODE (version 0.9.1) Fast Healthcare Interoperability Resources (FHIR) implementation guide (IG) was presented at the ASCO Annual Meeting in June 2019. The specification was approved for balloting by Health Level 7 International (HL7) in August 2019. mCODE passed the HL7 ballot in September 2019 with 86.5% approval. The mCODE IG authors worked with HL7 reviewers to resolve all negative comments, leading to a modest expansion in the number of data elements and tighter alignment with FHIR and other HL7 conventions. The mCODE version 1.0 FHIR IG Standard for Trial Use was formally published on March 18, 2020.

CONCLUSION

The mCODE project has the potential to offer tremendous benefits to cancer care delivery and research by creating an infrastructure to better share patient data. mCODE is available free from www.mCODEinitiative.org. Pilot implementations are underway, and a robust community of stakeholders has been assembled across the oncology ecosystem.

摘要

目的

由于互操作性要求不断扩大,电子健康记录中越来越多地提供了结构化的患者数据。许多肿瘤学数据元素(例如分期、生物标志物、不良事件和癌症结果的记录)仍然具有挑战性。最小共同肿瘤学数据元素(mCODE)项目是一个共识数据标准,旨在促进癌症患者数据的传输。

方法

2018 年,mCODE 通过 ASCO 召集的工作组开发,该工作组包括肿瘤学家、信息学家、研究人员以及术语和标准方面的专家。mCODE 规范由 6 个高级别域组织:患者、实验室/生命体征、疾病、基因组学、治疗和结果。总共有 23 个 mCODE 配置文件由 90 个数据元素组成。

结果

2019 年 1 月发布了概念模型供公众评论,经过进一步改进,第一个公共版本的 mCODE(版本 0.9.1)快速医疗保健互操作性资源(FHIR)实现指南(IG)于 2019 年 6 月在 ASCO 年会上展示。该规范于 2019 年 8 月获得健康水平 7 国际(HL7)投票批准。2019 年 9 月,mCODE 以 86.5%的赞成率通过了 HL7 投票。mCODE IG 作者与 HL7 审核人员合作解决了所有负面意见,导致数据元素数量略有增加,并与 FHIR 和其他 HL7 约定更加紧密一致。mCODE 版本 1.0 FHIR IG 标准于 2020 年 3 月 18 日正式发布供试用。

结论

mCODE 项目有可能通过创建更好地共享患者数据的基础设施,为癌症护理提供和研究带来巨大益处。mCODE 可免费从 www.mCODEinitiative.org 获取。正在进行试点实施,并在肿瘤学生态系统中组建了一个由利益相关者组成的强大社区。

相似文献

1
Improving Cancer Data Interoperability: The Promise of the Minimal Common Oncology Data Elements (mCODE) Initiative.改善癌症数据互操作性:最小共同肿瘤学数据元素 (mCODE) 倡议的承诺。
JCO Clin Cancer Inform. 2020 Oct;4:993-1001. doi: 10.1200/CCI.20.00059.
2
Minimal Common Oncology Data Elements Genomics Pilot Project: Enhancing Oncology Research Through Electronic Health Record Interoperability at Vanderbilt University Medical Center.最小化通用肿瘤学数据元素基因组学试点项目:通过范德堡大学医学中心的电子健康记录互操作性增强肿瘤学研究。
JCO Clin Cancer Inform. 2024 Jun;8:e2300249. doi: 10.1200/CCI.23.00249.
3
Creation of a structured molecular genomics report for Germany as a local adaption of HL7's Genomic Reporting Implementation Guide.为德国创建结构化分子基因组学报告,作为 HL7 的基因组学报告实施指南的本地化适应。
J Am Med Inform Assoc. 2023 May 19;30(6):1179-1189. doi: 10.1093/jamia/ocad061.
4
ONCO-FAIR Project: Improving Data Interoperability in Oncology Chemotherapy Treatments for Data Reuse.ONCO-FAIR 项目:改善肿瘤化疗治疗中的数据互操作性,以实现数据再利用。
Stud Health Technol Inform. 2024 Aug 22;316:1373-1377. doi: 10.3233/SHTI240667.
5
Interoperable genetic lab test reports: mapping key data elements to HL7 FHIR specifications and professional reporting guidelines.可互操作的基因检测报告:将关键数据元素映射到 HL7 FHIR 规范和专业报告指南。
J Am Med Inform Assoc. 2021 Nov 25;28(12):2617-2625. doi: 10.1093/jamia/ocab201.
6
Aggregating the syntactic and semantic similarity of healthcare data towards their transformation to HL7 FHIR through ontology matching.通过本体匹配,聚合医疗保健数据的语法和语义相似性,以将其转换为 HL7 FHIR。
Int J Med Inform. 2019 Dec;132:104002. doi: 10.1016/j.ijmedinf.2019.104002. Epub 2019 Oct 5.
7
FAIRness for FHIR: Towards Making Health Datasets FAIR Using HL7 FHIR.使 FHIR 更公平:利用 HL7 FHIR 实现健康数据集的 FAIR 原则。
Stud Health Technol Inform. 2022 Jun 6;290:22-26. doi: 10.3233/SHTI220024.
8
Precision Oncology Core Data Model to Support Clinical Genomics Decision Making.精准肿瘤学核心数据模型,以支持临床基因组学决策制定。
JCO Clin Cancer Inform. 2023 Apr;7:e2200108. doi: 10.1200/CCI.22.00108.
9
Clinical Genomic Sequencing Reports in Electronic Health Record Systems Based on International Standards: Implementation Study.临床基因组测序报告在基于国际标准的电子健康记录系统中的应用:实施研究。
J Med Internet Res. 2020 Aug 10;22(8):e15040. doi: 10.2196/15040.
10
HL7 Fast Healthcare Interoperability Resources (HL7 FHIR) in digital healthcare ecosystems for chronic disease management: Scoping review.HL7 快速医疗互操作性资源 (HL7 FHIR) 在慢性病管理的数字医疗生态系统中的应用:范围综述。
Int J Med Inform. 2024 Sep;189:105507. doi: 10.1016/j.ijmedinf.2024.105507. Epub 2024 Jun 4.

引用本文的文献

1
Advancing Global Cancer Symptom Science: Insights and Strategies from the Inaugural Cancer Symptom Science Expert Meeting.推进全球癌症症状科学:首届癌症症状科学专家会议的见解与策略
Semin Oncol Nurs. 2025 Aug;41(4):151905. doi: 10.1016/j.soncn.2025.151905. Epub 2025 Aug 5.
2
Informatics at the Frontier of Cancer Research.癌症研究前沿的信息学
Cancer Res. 2025 Aug 15;85(16):2967-2986. doi: 10.1158/0008-5472.CAN-24-2829.
3
Automating Data Entry from Electronic Health Record to Electronic Data Capture Using a Trusted Cloud-Based Application in Multisite Cancer Clinical Trials.在多中心癌症临床试验中,使用基于云的可信应用程序实现从电子健康记录到电子数据采集的数据录入自动化。
J Soc Clin Data Manag. 2025 Winter;5(1):1-16. doi: 10.47912/jscdm.371. Epub 2025 Jan 14.
4
Unraveling Botulinum Neurotoxin A Light-Chain-Induced Signaling Pathways: A Phosphoproteomic Analysis in a Controlled Cellular Model.解析肉毒杆菌神经毒素A轻链诱导的信号通路:在可控细胞模型中的磷酸化蛋白质组学分析
Int J Mol Sci. 2025 May 28;26(11):5168. doi: 10.3390/ijms26115168.
5
An Implemented Real-World-Data Pipeline for Standardization of Electronic Health Records in Precision Oncology.一种用于精准肿瘤学中电子健康记录标准化的已实施真实世界数据管道。
AMIA Jt Summits Transl Sci Proc. 2025 Jun 10;2025:242-249. eCollection 2025.
6
Examining How Technology Supports Shared Decision-Making in Oncology Consultations: Qualitative Thematic Analysis.审视技术如何支持肿瘤学会诊中的共同决策:定性主题分析
JMIR Cancer. 2025 Jun 11;11:e70827. doi: 10.2196/70827.
7
Identifying and Optimizing Factors Influencing the Implementation of a Fast Healthcare Interoperability Resources Accelerator: Qualitative Study Using the Consolidated Framework for Implementation Research-Expert Recommendations for Implementing Change Approach.识别和优化影响快速医疗保健互操作性资源加速器实施的因素:使用实施研究综合框架-实施变革方法专家建议的定性研究
JMIR Med Inform. 2025 May 27;13:e66421. doi: 10.2196/66421.
8
National Cancer Grid initiative for electronic medical records, India.印度国家癌症网格电子病历计划
Bull World Health Organ. 2025 May 1;103(5):337-342. doi: 10.2471/BLT.24.292230. Epub 2025 Apr 1.
9
CDEMapper: enhancing National Institutes of Health common data element use with large language models.CDEMapper:利用大语言模型增强美国国立卫生研究院通用数据元素的使用
J Am Med Inform Assoc. 2025 Jul 1;32(7):1130-1139. doi: 10.1093/jamia/ocaf064.
10
Challenges in Automating Extraction of Real-World Radiographic Images and Adverse Events: Lessons From the ICAREdata Initiative.自动化提取真实世界放射影像和不良事件的挑战:来自ICAREdata计划的经验教训。
JCO Clin Cancer Inform. 2025 Apr;9:e2400319. doi: 10.1200/CCI-24-00319. Epub 2025 Apr 18.

本文引用的文献

1
Next-Generation Sequencing and the Clinical Oncology Workflow: Data Challenges, Proposed Solutions, and a Call to Action.下一代测序与临床肿瘤学工作流程:数据挑战、建议解决方案及行动呼吁。
JCO Precis Oncol. 2019 Oct 1;3. doi: 10.1200/PO.19.00232. eCollection 2019.
2
Status Update on Data Required to Build a Learning Health System.构建学习型健康系统所需数据的状态更新
J Clin Oncol. 2020 May 10;38(14):1602-1607. doi: 10.1200/JCO.19.03094. Epub 2020 Mar 25.
3
The Impact of Big Data Research on Practice, Policy, and Cancer Care.大数据研究对实践、政策及癌症护理的影响。
Am Soc Clin Oncol Educ Book. 2019 Jan;39:e167-e175. doi: 10.1200/EDBK_238057. Epub 2019 May 17.
4
Clinical Challenges and Opportunities With Current Electronic Health Records: Practicing Oncologists' Perspective.当前电子健康记录面临的临床挑战与机遇:肿瘤专科医生的视角
J Oncol Pract. 2018 Oct;14(10):577-579. doi: 10.1200/JOP.18.00306. Epub 2018 Sep 12.
5
Using oncology real-world evidence for quality improvement and discovery: the case for ASCO's CancerLinQ.利用肿瘤学真实世界证据促进质量改进与探索:美国临床肿瘤学会(ASCO)的CancerLinQ实例
Future Oncol. 2018 Jan;14(1):5-8. doi: 10.2217/fon-2017-0521. Epub 2017 Oct 20.
6
Development, implementation, and initial evaluation of a foundational open interoperability standard for oncology treatment planning and summarization.开发、实施和初步评估基础开放性肿瘤治疗计划和总结互操作性标准。
J Am Med Inform Assoc. 2015 May;22(3):577-86. doi: 10.1093/jamia/ocu015. Epub 2015 Jan 20.
7
Building a rapid learning health care system for oncology: the regulatory framework of CancerLinQ.构建肿瘤快速学习型医疗保健系统:CancerLinQ 的监管框架。
J Clin Oncol. 2014 Aug 1;32(22):2373-9. doi: 10.1200/JCO.2014.56.2124. Epub 2014 Jun 9.
8
Developing the medical oncology treatment plan and summary.制定肿瘤内科治疗方案及总结。
J Oncol Pract. 2006 Mar;2(2):95-6. doi: 10.1200/JOP.2006.2.2.95.
9
Rapid-learning system for cancer care.癌症护理快速学习系统。
J Clin Oncol. 2010 Sep 20;28(27):4268-74. doi: 10.1200/JCO.2010.28.5478. Epub 2010 Jun 28.