相关实验视频

Updated: Jun 15, 2025

Hemogenic Reprogramming of Human Fibroblasts by Enforced Expression of Transcription Factors

Hemogenic Reprogramming of Human Fibroblasts by Enforced Expression of Transcription Factors

Published on: November 4, 2019

在血液学中合成数据生成 - 为OMOP和FHIR集成铺平道路

Waldemar Hahn^1,2, Najia Ahmadi², Katja Hoffmann²

¹Center for Scalable Data Analytics and Artificial Intelligence, Dresden, Germany.

Studies in health technology and informatics

|August 23, 2024

概括

对急性髓性白血病 (AML) 的合成数据被标准化为OMOP和FHIR格式,提高了其对医疗保健系统和研究的可用性. 这有助于更广泛的反洗钱研究和应用开发.

科学领域:

血液学血液学血液学
医疗信息学医疗信息学
计算生物学计算生物学

背景情况:

高质量的患者数据对于急性髓性白血病 (AML) 研究至关重要.
之前的工作是使用CTAB-GAN+和规范化流 (NFlow) 合成AML患者数据.
生成的合成队列准确地复制了关键的患者变量和结果.

研究的目的:

通过将其标准化为OMOP和FHIR格式,提高合成AML数据的实用性.
促进合成数据融入医疗保健系统和研究平台.
促进合作研究,加快AML工具和应用程序的开发.

主要方法:

使用CTAB-GAN+和规范化流 (NFlow) 来生成合成数据.
将标准化合成AML数据转化为观察医学结果伙伴关系 (OMOP) 格式.
将标准化合成的反洗钱数据转化为快速医疗互操作资源 (FHIR) 格式.

主要成果:

发表了合成AML队列,证明了高保真性和可用性.
通过OMOP标准化,可以进行多中心的比较观测研究.
FHIR标准化促进了应用程序开发,例如SMART-on-FHIR应用程序.

结论:

将合成反洗钱数据标准化为OMOP和FHIR格式,大大提高了其实用性.
这种方法扩大了AML研究的范围,并支持开发创新的临床工具.
这项研究促进了AML更具协作性的研究环境.

关键词:

在AML,AML就是AML.数据共享数据共享菲希尔 (FHIR) 是一个人.血液学血液学血液学在OMOP中,OMOP是OMOP.综合的患者数据.

更多相关视频

Ex vivo Mimicry of Normal and Abnormal Human Hematopoiesis

Ex vivo Mimicry of Normal and Abnormal Human Hematopoiesis

Published on: April 10, 2012

Modified ES / OP9 Co-Culture Protocol Provides Enhanced Characterization of Hematopoietic Progeny

Modified ES / OP9 Co-Culture Protocol Provides Enhanced Characterization of Hematopoietic Progeny

Published on: June 7, 2011

相关概念视频

Hematopoiesis

Hematopoiesis

The process of blood cell formation is called hematopoiesis. Hematopoiesis starts early during development, on the seventh day of embryogenesis. This phase of hematopoiesis is called the primitive wave, wherein the extraembryonic yolk sac allows the production of erythroid cells and endothelial cells from a common precursor called hemangioblast. The erythroid cells provide oxygen to support the growth of the rapidly dividing embryo. Hemangioblasts later develop into hematopoietic stem cells or...

Overview of Hematopoiesis

Overview of Hematopoiesis

Hematopoiesis, or blood cell production, is a vital biological process that begins early in embryonic development and continues throughout life. This process generates the various types of cells found in blood, including red blood cells, white blood cells, and platelets from hematopoietic stem cells (HSCs).
Developmental Phases of Hematopoiesis
Initially, HSCs are formed in the embryonic yolk sac, a critical site for early blood cell production. These stem cells subsequently migrate to other...