Evidence map›Paper›PMID 39705183›Full record

ArticleBioinformatics (Oxford, England)2024

Scope+: an open source generalizable architecture for single-cell RNA-seq atlases at sample and cell levels.

Danqing Yin, Yue Cao, Junyi Chen, Candice L Y Mak, Ken H O Yu, Jiaxuan Zhang, Jia Li, Yingxin Lin, Joshua W K Ho, Jean Y H Yang

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Danqing YinLaboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China.
Yue CaoLaboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China.ORCID 0000-0002-2356-4031
Junyi ChenLaboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China.ORCID 0000-0002-9992-7273
Candice L Y MakLaboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China.
Ken H O YuLaboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China.
Jiaxuan ZhangGuangzhou National Laboratory, Guangzhou International Bio Island, Guangzhou, Guangdong Province 510005, China.
Jia LiGuangzhou National Laboratory, Guangzhou International Bio Island, Guangzhou, Guangdong Province 510005, China.ORCID 0009-0009-7116-9296
Yingxin LinLaboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China.
Joshua W K HoLaboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China.ORCID 0000-0003-2331-7011
Jean Y H YangLaboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China.ORCID 0000-0002-5271-2603

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

summaryWith the recent advancement in single-cell RNA-sequencing 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 optimized 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 called Covidscope. We achieved efficient access to atlas-scale data via three strategies, such as cell-as-unit data modelling, novel database optimization techniques and innovative software architectural design. Scope+ serves as an open source architecture for researchers to build on with their own atlas. AVAILABILITY AND IMPLEMENTATION: The COVID-19 web portal, data and meta-analysis are available on Covidscope (https://covidsc.d24h.hk/). User tutorials on how to implement Scope+ architecture with their atlases can be found at https://hiyin.github.io/scopeplus-user-tutorial/. Scope+ source code can be found at https://doi.org/10.5281/zenodo.14174632 and https://github.com/hiyin/scopeplus.

Indexed as

RNA-SeqSequence Analysis, RNASingle-Cell AnalysisSoftwareCOVID-19HumansSARS-CoV-2Single-Cell Gene Expression Analysis

Identifiers

PMID39705183
PMCPMC11755096

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.