What question did this study set out to answer?

To explore the use of integrative omics for understanding cellular biology while addressing its challenges and limitations.

January 23, 2026Open Access

Applications and Limitations of Integrative Robust Approaches in Multiple Omics Analysis

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This analysis discusses the integration of multiple omics data types, highlighting challenges and technological advancements.

To explore the use of integrative omics for understanding cellular biology while addressing its challenges and limitations.
Reviewed applications of multiple omics data integration techniques.
Analyzed recent advancements in technologies for multi-omics.
Investigated bioinformatics methods and machine learning challenges.
Identified the potential of multi-omics to profile various biological data types.
Discussed integration challenges and the limitations of complex machine learning models.
Highlighted the need for improved methods to represent cell states and assemble datasets.

Owolabi et al. (2022) studied this question.

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