Evidence map›Paper›PMID 42172324›Full record

ArticleScience advances2026

Scalable and cost-efficient custom gene library assembly from oligopools.

Chase R Freschlin, Kevin K Yang, Philip A Romero

Abstract read
In one paragraph

Article in Science advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Amplicon/Protein Bead Display enables quantitativebioRxiv : the preprint server for biology · 2026
    Article
  5. Review
  6. Article
  7. Article
  8. Synthesis of large single-transcript pathways from oligonucleotide pools: Design of STARBURST, an autobioluminescent reporter.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Chase R FreschlinDepartment of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA.ORCID 0000-0002-2208-1660
Kevin K YangMicrosoft Research, Cambridge, MA, USA.ORCID 0000-0001-9045-6826
Philip A RomeroDepartment of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA.ORCID 0000-0002-2586-7263

Funding

Self-driving laboratories for autonomous exploration of protein sequence spaceR01GM150929 · NIGMS · UNIVERSITY OF WISCONSIN-MADISON · PI Philip Anthony Romero · 2023 to 2026
$1.4M
NIGMS NIH HHS R01 GM150929
6 · The paper itself

Abstract

Advances in metagenomics, deep learning, and generative protein design have enabled broad in silico exploration of sequence space, but experimental characterization is still constrained by the cost and scalability of DNA synthesis. Here, we present OMEGA (Oligo-based Multiplexed Efficient Gene Assembly), a low-cost, accessible method for assembling hundreds to thousands of full-length genes in parallel using standard laboratory techniques. OMEGA computationally fragments target genes into short, high-fidelity Golden Gate-compatible oligonucleotides that can be ordered as a pooled library and assembled across multiplexed subpools. We systematically optimized the number of fragments per gene and orthogonal ligation sites per reaction and determine that OMEGA can assemble up to 2.6-kilobase constructs using as many as 70 Golden Gate sites. To validate the approach, we assembled and functionally screened a library of 810 natural and synthetic green fluorescent protein variants, recovering 94 to 97% of target sequences with high uniformity. OMEGA enables precision library construction at scale, with per-gene costs as low as $1.50, and offers a broadly applicable solution for bridging computational protein design with high-throughput experimental validation. We have developed OMEGA as an open-source software package and an easy-to-use Colab notebook to facilitate community adaptation.

Indexed as

Gene LibraryOligonucleotidesGreen Fluorescent ProteinsSoftwareGreen Fluorescent ProteinsOligonucleotides

Identifiers

PMID42172324
PMCPMC13196743

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.