bioRxivBiophysicsPreprint
A Computational Framework for DNA Sequencing-Based Microscopy
I. T. Hoffecker, Y. Yang, G. Bernardinelli, P. Orponen, B. Högberg
Abstract
Barcoded DNA polony amplification techniques provide a means to impart a unique sequence identity onto specific locations of a surface wafer or chip. We describe a method whereby micro-scale spatial information such as the relative positions of biomolecules on a surface can be transferred to a sequence-based format and reconstructed into images without the use of conventional optics. The principle is based on the pair-wise association of uniquely tagged and spatially adjacenct polonies. The network of polonies connected by shared borders forms a graph whose topology can be reconstructed from a set of edges derived from pairs of barcodes associated with each other during a polony crosslinking phase, the sequences of which could be determined by isolation of the DNA and next-gen sequencing. We developed a mathematical and computational framework for this principle called Polony Adjacency Reconstruction for Spatial Inference and Topology and show that Euclidean spatial data may be partially stored and transmitted in the form of untethered graph topology. This effect may be exploited to form images by transferring molecular information from a surface of interest, which we demonstrated in silico by reconstructing images formed from stochastic transfer of hypothetical red, green, and blue molecular markers. The theory developed here could serve as a guide for a highly automated, multiplexable, and potentially super resolution imaging method based on molecular information encoding and transmission.
- assay: DNA methylation
- assay: whole-genome sequencing
- research focus: dimensionality reduction
- research focus: spatial domain detection
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Image recovery from unknown network mechanisms forDNA sequencing-based microscopy
David Fernández Bonet, Ian T. Hoffecker·NanoscalePeer-reviewed·Jan 1, 2023
- Optics-free reconstruction of shapes, images and volumes with DNA barcode proximity graphs
Hanna Liao, Sanjay V. Kottapalli, … Sanjay R Srivatsan·bioRxiv·Aug 6, 2024
- Spatial Coherence in DNA Barcode Networks
David Fernández Bonet, Johanna I. Blumenthal, … Ian T. Hoffecker·PatternsPeer-reviewed·Dec 1, 2025
- An error correction strategy for image reconstruction by DNA sequencing microscopy
Alexander Kloosterman, Igor Baars, Björn Högberg·Nature Computational SciencePeer-reviewed·Jan 22, 2024
- From Space to Sequence and Back Again: Iterative DNA Proximity Ligation and its Applications to DNA-Based Imaging
Alexander A. Boulgakov, Erhu Xiong, … Edward M. Marcotte·bioRxiv·Nov 14, 2018
- DNA microscopy: Optics-free spatio-genetic imaging by a stand-alone chemical reaction
J. A. Weinstein, A. Regev, F. Zhang·bioRxiv·Nov 19, 2018