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Updated: Sep 15, 2025

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PIVOT: an open-source tool for multi-omic spatial data registration.

André Forjaz1, Valentina Matos Romero1,2, Ian Reucroft2

  • 1Department of Chemical & Biomolecular Engineering, Institute for NanoBioTechnology, Johns Hopkins University, Baltimore, MD, USA.

Biorxiv : the Preprint Server for Biology
|July 15, 2025
PubMed
Summary
This summary is machine-generated.

We developed PIVOT, an open-source tool simplifying nonlinear registration for multi-omic atlases. This improves the integration of spatial profiling data across biological scales.

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Area of Science:

  • Spatial biology
  • Multi-omics data integration
  • Bioinformatics

Background:

  • Spatial profiling technologies generate multi-omic atlases across biological scales.
  • Integrating these multi-modal datasets typically requires complex, multi-step registration workflows.

Purpose of the Study:

  • To introduce PIVOT, a user-friendly, open-source interface designed to streamline nonlinear registration.
  • To enhance the throughput and efficiency of registering multi-omic cohorts.

Main Methods:

  • Developed PIVOT, a novel software interface for nonlinear registration.
  • Applied PIVOT to register three distinct multi-omic datasets.
  • Compared PIVOT's performance against existing registration workflows.

Main Results:

  • PIVOT successfully registered multi-omic datasets, demonstrating its capability.
  • The performance of PIVOT was evaluated and compared to established methods.
  • PIVOT offers a streamlined approach to spatial data integration.

Conclusions:

  • PIVOT provides an efficient and accessible solution for nonlinear registration in multi-omic studies.
  • The tool facilitates the integration of spatial profiling data, advancing the creation of comprehensive biological atlases.
  • PIVOT enhances the throughput for analyzing large-scale multi-omic cohorts.