Related Experiment Video
Updated: Jun 23, 2026

09:47
DeepOmicsAE: Representing Signaling Modules in Alzheimer's Disease with Deep Learning Analysis of Proteomics, Metabolomics, and Clinical Data
Published on: December 15, 2023
MetaServe: a lightweight, metadata-aware governance and delivery layer for pre-publication research omics data
Yizhuo Shen1, Jianpeng Sheng2, Pengcheng Yan3
1Chinese Institutes for Medical Research (CIMR), Beijing, China.
BMC Bioinformatics
|June 20, 2026
Summary
MetaServe offers a new open-source system for managing pre-publication omics data within institutions. This tool provides structured discovery and traceable delivery of diverse research assets before public release.
Area of Science:
- Genomics and Bioinformatics
- Data Management and Governance
- Computational Biology
Background:
- Research institutions manage diverse pre-publication omics datasets with complex file types and structures.
- Existing solutions like public repositories (post-publication) and enterprise platforms lack lightweight governance for internal assets.
Purpose of the Study:
- To introduce MetaServe, an open-source governance and delivery layer for institutional pre-publication multi-omics data.
- To enable structured discovery and controlled delivery of heterogeneous research assets.
Main Methods:
- MetaServe registers and delivers various omics assets (sequencing files, imaging, tabular data, etc.) without strict standardization.
- Employs metadata-aware design with file-type recognition, annotation, and faceted retrieval.
- Supports authenticated downloads, integration with analysis tools (e.g., cellxgene), and workflow exports.
Main Results:
- MetaServe provides a practical layer for pre-publication research data between institutional storage and analytical platforms.
- Implements role-based access, file-level sharing, and path-constrained delivery for controlled institutional access.
- Successfully deployed at the Chinese Institutes for Medical Research (CIMR) for multi-omics data management.
Conclusions:
- MetaServe integrates lightweight metadata registration, permission-aware retrieval, and controlled delivery for heterogeneous omics assets.
- Offers a deployable governance solution for core facilities and research teams needing structured discovery and traceable delivery.
- Complements, rather than replaces, existing workflow engines, repositories, or large-scale data platforms.
Related Concept Videos
Genomics
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
Genome Annotation and Assembly
The genome refers to all of the genetic material in an organism. It can range from a few million base pairs in microbial cells to several billion base pairs in many eukaryotic organisms. Genome assembly refers to the process of taking the DNA sequencing data and putting it all back together in a correct order to create a close representation of the original genome. This is followed by the identification of functional elements on the newly assembled genome, a process called genome annotation.
Epigenetic Regulation
Epigenetic mechanisms play an essential role in healthy development. Conversely, precisely regulated epigenetic mechanisms are disrupted in diseases like cancer.
Epigenetic Regulation
Epigenetic changes alter the physical structure of the DNA without changing the genetic sequence and often regulate whether genes are turned on or off. This regulation ensures that each cell produces only proteins necessary for its function. For example, proteins that promote bone growth are not produced in muscle cells. Epigenetic mechanisms play an essential role in healthy development. Conversely, precisely regulated epigenetic mechanisms are disrupted in diseases like cancer.
X-chromosome...
X-chromosome...
Epigenetic Regulation
Epigenetic mechanisms play an essential role in healthy development. Conversely, precisely regulated epigenetic mechanisms are disrupted in diseases like cancer.
Next-generation Sequencing
The first human genome sequencing project cost $2.7 billion and was declared complete in 2003, after 15 years of international cooperation and collaboration between several research teams and funding agencies. Today, with the advent of next-generation sequencing technologies, the cost and time of sequencing a human genome have dropped over 100 fold.
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features.
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features.