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Improved accuracy assessment for 3D genome reconstructions.

Mark R Segal1, Henrik L Bengtsson2

  • 1Division of Bioinformatics, Department of Epidemiology and Biostatistics, UCSF, 16th Street, San Francisco, 94158, USA. mark.segal@ucsf.edu.

BMC Bioinformatics
|June 1, 2018
PubMed
Summary
This summary is machine-generated.

New methods using multiplex FISH and genome architecture mapping assess 3D genome reconstruction accuracy. These approaches address uncertainties in chromatin structure analysis, revealing chromosome-specific accuracy variations.

Keywords:
Chromatin conformation captureGenome architecture mappingMultiplex FISHPrincipal components analysisProcrustes alignment

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Area of Science:

  • Genomics
  • Molecular Biology
  • Biophysics

Background:

  • Three-dimensional (3D) genome organization influences cellular functions like transcription and can drive oncogenesis.
  • Chromatin conformation capture assays, especially Hi-C, have advanced understanding of chromatin architecture.
  • Assessing the accuracy of 3D genome reconstructions derived from proximity data remains a significant challenge.

Purpose of the Study:

  • To develop and validate novel methodologies for assessing the accuracy of 3D genome reconstructions.
  • To address the lack of gold standards for evaluating the fidelity of reconstructed genome structures.
  • To investigate chromosome-specific accuracy in 3D genome reconstructions.

Main Methods:

  • Utilized multiplex FISH with an increased number of probes to enable structure-level evaluation via mean-squared deviations (MSD).
  • Employed large numbers of coordinate-system aligned replicates for referent distribution in MSD statistics.
  • Applied genome architecture mapping, leveraging cryosection planarity for accuracy assessment with resampling-based referents.

Main Results:

  • Demonstrated that Hi-C based 3D genome reconstructions for IMR90 cells exhibit varying accuracy across different chromosomes.
  • Showcased varying reconstruction accuracies by chromosome in mouse embryonic stem cells using genome architecture mapping.
  • Validated the utility of multiplex FISH and genome architecture mapping for assessing 3D reconstruction fidelity.

Conclusions:

  • Developed robust methods for assessing 3D genome reconstruction accuracy by integrating multiplex FISH and genome architecture mapping.
  • These novel approaches provide crucial tools for evaluating the reliability of 3D genome models.
  • The findings highlight the need for rigorous accuracy assessment in 3D genome organization studies.