# OmicIntegrator: A Simple and Versatile Tool for Meta-Analysis

**Authors:** Iván Federico Berco Gitman, Cecilia Eugenia María Grossi, Denise Soledad Arico, María Agustina Mazzella, Rita María Ulloa

PMC · DOI: 10.3390/plants15020334 · 2026-01-22

## TL;DR

OmicIntegrator is a new tool that combines different types of biological data to better understand plant development in the dark.

## Contribution

OmicIntegrator is a novel pipeline for integrating transcriptomic, proteomic, and phosphoproteomic data to uncover regulatory patterns in plant development.

## Key findings

- Discrepancies between transcript and protein abundance suggest post-transcriptional and post-translational regulation.
- CPK3 and CPK9 are highlighted as key regulators in skotomorphogenic development.
- RxxS motifs are enriched in phosphosites of phosphatases and microtubule-associated proteins.

## Abstract

We developed OmicIntegrator, a broadly adaptable pipeline designed to standardize and integrate publicly available transcriptomic, proteomic, and phosphoproteomic datasets. We applied this workflow to Arabidopsis thaliana etiolated seedlings to identify protein kinases and phosphatases relevant to skotomorphogenic development, a phase during which seedlings rely on tightly regulated signaling networks to ensure survival in darkness. This meta-analysis provided a comprehensive view of gene and protein expression, revealing discrepancies between transcript and protein abundance, suggesting post-transcriptional and post-translational regulation. By integrating multiple datasets, OmicIntegrator reduces experimental bias and enables the detection of phosphorylation events that may be missed in single-condition studies. Distinct phosphorylation patterns were detected across different protein kinase families. Motif enrichment analysis showed a strong overrepresentation of RxxS motifs among phosphosites in protein phosphatases and microtubule-associated proteins, consistent with potential regulation by calcium-dependent protein kinases (CPKs). Across omics layers, CPK3 and CPK9 repeatedly emerged as prominent candidates, highlighting them as priorities for future functional studies in skotomorphogenesis. Overall, our results demonstrate the power of OmicIntegrator as a flexible framework to contextualize signaling landscapes and identify robust patterns and candidate genes and for generating testable hypotheses from integrated multi-omics data in plant developmental biology.

## Linked entities

- **Genes:** CPK3 (Protein kinase domain protein) [NCBI Gene 3501602], CPK9 (calmodulin-domain protein kinase 9) [NCBI Gene 821586]
- **Species:** Arabidopsis thaliana (taxon 3702)

## Full-text entities

- **Genes:** CDPK6 (calcium-dependent protein kinase 6) [NCBI Gene 828465] {aka AtCDPK6, CALCIUM-DEPENDENT PROTEIN KINASE 6, CPK3, Calcium dependent protein kinase 3, F9D16.120, F9D16_120}, CPK9 (calmodulin-domain protein kinase 9) [NCBI Gene 821586] {aka calmodulin-domain protein kinase 9}
- **Species:** Arabidopsis thaliana (mouse-ear cress, species) [taxon 3702]

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12845079/full.md

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Source: https://tomesphere.com/paper/PMC12845079