bioRxivBioinformaticsPreprint
Scope+: An open source generalizable architecture for single-cell atlases at sample and cell levels
Danqing YiniD, Yue CaoiD, Junyi CheniD, Candice L.Y. Mak, Ken H.O. Yu, Yingxin LiniD, Jiaxuan ZhangiD, Jia LiiD, Joshua W. K. HoiD, Jean Yee Hwa YangiD
Abstract
With the recent advancement in single-cell technologies and the increased availability of integrative tools, challenges arise in easy and fast access to large collections of cell atlas. Existing cell atlas portals rarely are open sourced and adaptable, and do not support meta-analysis at cell level. Here, we present an open source, highly optimised and scalable architecture, named Scope+, to allow quick access, meta-analysis and cell-level selection of the atlas data. We applied this architecture to our well-curated 5 million Covid-19 blood and immune cells, as a portal, Covidscope (https://covidsc.d24h.hk/). We achieved efficient access to atlas-scale data via three strategies, such as server-side rendering, novel database optimization strategies and an innovative architectural design. Scope+ serves as an open source architecture for researchers to build on with their own atlas, and demonstrated its capability in the Covidscope portal for an effective meta-analysis to atlas data at cellular resolution for reproducible research.
- Citations
- 1
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Fast and lightweight cell atlas approximations across organs and organisms
- Atlas-scale single-cell analysis beyond in-memory paradigm with scAtlasPy
Han Xu, Yangzhan Ye, … Lin Gao·bioRxiv·Sep 8, 2026
- CytoVerse: Single-Cell AI Foundation Models in the Browser
Robert Currie, Jesus Gonzalez-Ferrer, … David H. Haussler·bioRxiv·Jan 30, 2026
- AtlasMap: enabling low-cost, map-style exploration of million-cell single-cell atlases
Zhou-Geng Xu, Hao-Chen Xue, … Jiawei Wang·bioRxiv·Jan 16, 2026
- Building optimized single-cell reference atlases with scAtlasTb
Michaela Müller, Ana-Maria Cujba, … Malte D. Luecken·bioRxiv·Aug 2, 2026
- Scvi-hub: an actionable repository for model-driven single cell analysis
Can Ergen, Valeh Valiollah Pour Amiri, … Nir Yosef·Nature MethodsPeer-reviewed·Sep 1, 2025