High performance data integration for large-scale analyses of incomplete Omic profiles using Batch-Effect Reduction Trees (BERT)

Data from high-throughput technologies assessing global patterns of biomolecules ( omic data), is often afflicted with missing values and with measurement-specific biases (batch-effects), that hinder the quantitative comparison of independently acquired datasets. This work introduces batch-effect re...

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Bibliographic Details
Published in:Nature communications Vol. 16; no. 1; pp. 7104 - 13
Main Authors: Schumann, Yannis, Schlumbohm, Simon, Neumann, Julia E., Neumann, Philipp
Format: Journal Article
Language:English
Published: London Nature Publishing Group UK 02.08.2025
Nature Publishing Group
Nature Portfolio
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ISSN:2041-1723, 2041-1723
Online Access:Get full text
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