Evidence map›Paper›PMID 41839234›Full record

ArticleNew biotechnology2026

Process for standardizing and assessing the parameters governing MS2 virus-like particle reassembly around nucleic acid cargo.

Daniel de Castro Assumpcao, Emma S Vinokour, Madeline M Mills, Shiqi Liang, Carolyn E Mills, Aline Carvalho da Costa, Nolan W Kennedy, Danielle Tullman-Ercek

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Article in New biotechnology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Daniel de Castro AssumpcaoDepartment of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA.
Emma S VinokourWeinberg College of Arts and Sciences, Northwestern University, Evanston, IL, USA.
Madeline M MillsDepartment of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA.
Shiqi LiangInterdisciplinary Biological Sciences Program, Northwestern University, Evanston, IL, USA.
Carolyn E MillsDepartment of Bioengineering, University of California, Santa Barbara, California, USA.
Aline Carvalho da CostaSchool of Chemical Engineering, University of Campinas, Campinas, Sao Paulo, Brazil.
Nolan W KennedyDepartment of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA.
Danielle Tullman-ErcekDepartment of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA. Electronic address: ercek@northwestern.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

MS2 virus-like particles (VLPs) are widely used as protein nanocages for cargo encapsulation, yet in vitro disassembly-reassembly protocols remain poorly standardized, and reassembly yields are reported inconsistently. As a result, the same experiments reported in literature produce widely divergent yields, limiting reproducibility and cross-study comparability. Here, we introduce a cargo-specific, quantitative framework for standardized MS2 VLP reassembly yield determination. We evaluate commonly used disassembly and post-disassembly processing methods and identify practical trade-offs between protein recovery, accessibility, and reproducibility. Reassembly yield is quantified using size exclusion chromatography calibrated against purified VLP standards, enabling robust, cargo-specific yield measurement. Using this framework, we apply a full factorial design of experiments to quantify the individual and combined effects of coat protein concentration, ionic strength, buffer pH, and molecular crowding on reassembly yield. The resulting statistical model explains more than 99% of the explainable variance and its linear fit to the experimental data indicates that optimal reassembly conditions extend beyond those tested to date. Protein concentration and ionic strength dominate reassembly yield, whereas pH and osmolyte concentration contribute more modestly within the tested ranges. Finally, we propose practical guidelines for standardized MS2 VLP disassembly, reassembly, and yield reporting, defining a transferable operating envelope for MS2 VLP reconstruction. While demonstrated here using a single nucleic acid cargo (tr-DNA), the framework is readily extensible to alternative cargos and coat protein variants.

Indexed as

LevivirusNucleic AcidsVirionCapsid ProteinsHydrogen-Ion ConcentrationOsmolar ConcentrationCapsid ProteinsNucleic AcidsCapsid assemblydesign of experimentsself-assembly

Identifiers

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Registered trials

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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.