Unbalanced gene-level batch effects in single-cell data

IF 18.3 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
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Abstract

We developed group technical effects (GTE) as a quantitative metric for evaluating gene-level batch effects in single-cell data. It identifies highly batch-sensitive genes — the primary contributors to batch effects — that vary across datasets, and whose removal effectively mitigates the batch effects.

Abstract Image

单细胞数据中不平衡基因水平的批效应。
我们开发了群体技术效应(GTE)作为评估单细胞数据中基因水平批效应的定量指标。它确定了高度批次敏感的基因——批次效应的主要贡献者——这些基因在不同的数据集上有所不同,删除它们可以有效地减轻批次效应。
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来源期刊
CiteScore
11.70
自引率
0.00%
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