Evidence map›Paper›PMID 40161623›Full record

ArticlebioRxiv : the preprint server for biology2025

Continuous FACS sorting of double emulsion picoreactors with a 3D printed vertical mixer.

Zijian Yang, Samuel Thompson, Yanrong Zhang, Iene Rutten, Julie Van Duyse, Gert Van Isterdael, Lisa Nichols, Jeroen Lammertyn, Hyongsok T Soh, Polly Fordyce

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

10 authors.

Zijian YangDepartment of Radiology, Stanford University, Stanford, CA.
Samuel ThompsonDepartment of Genetics, Stanford University, Stanford, CA.ORCID 0000-0001-6468-9538
Yanrong ZhangStanford Shared FACS Facility, Stanford University, Stanford, CA.
Iene RuttenDepartment of Biosystems - Biosensors group, KU Leuven, Leuven, Belgium.ORCID 0000-0002-1144-3056
Julie Van DuyseVIB Flow Core, VIB Technologies, Ghent, Belgium.
Gert Van IsterdaelVIB Flow Core, VIB Technologies, Ghent, Belgium.ORCID 0000-0001-6626-1316
Lisa NicholsStanford Shared FACS Facility, Stanford University, Stanford, CA.
Jeroen LammertynDepartment of Biosystems - Biosensors group, KU Leuven, Leuven, Belgium.ORCID 0000-0001-8143-6794
Hyongsok T SohDepartment of Electrical Engineering, Stanford University, Stanford, CA.ORCID 0000-0001-9443-857X
Polly FordyceDepartment of Genetics, Stanford University, Stanford, CA.ORCID 0000-0002-9505-0638

Funding

Using microfluidics to realize patient-specific anti-cancer immunotherapiesDP1CA290563 · NCI · STANFORD UNIVERSITY · PI Polly Morrell Fordyce · 2023 to 2026
$5.4M
Four Laser, 18 Color Cell Sorter in the SSFFS10RR025518 · NCRR · STANFORD UNIVERSITY · PI HERZENBERG, LEONARD A · 2009 to 2009
$500k
BD Canto II RUO CytometerS10RR027431 · NCRR · STANFORD UNIVERSITY · PI NOLAN, GARRY P · 2010 to 2010
$236k
NCI NIH HHS DP1 CA290563NCRR NIH HHS S10 RR025518NCRR NIH HHS S10 RR027431
6 · The paper itself

Abstract

High-throughput screening and directed evolution using microfluidic picoreactors have produced high-activity enzymes. In this approach, a substrate is co-encapsulated with a candidate enzyme and individual picoreactors are sorted based on an activity reporter. While many approaches use water-in-oil droplets (single emulsions) for fluorescence-activated droplet sorting (FADS) on custom-fabricated microfluidic devices that require integrated optics and electronics, recent approaches have lowered the engineering barriers to adoption by using simple microfluidic droplet generators to produce water-in-oil-in-water droplets (double emulsion picoreactors, DEs) that can be sorted with commercial FACS (fluorescence-activated cell sorting). Despite the simplified engineering requirements, high variability in loading rates and low yield during loading are barriers to efficient DE FACS sorting. Here, we optimized surfactants to enhance DE stability and demonstrated that a 3D-printed corkscrew on the sample line acts as a vertical mixer to enable more continuous loading. With these optimized loading conditions, we analyzed 1.17 million DEs in four 10-minute sorting rounds with a mean frequency of 480 Hz (390 Hz including sample exchanges); in a mock sort of 10% fluorescent DEs, we achieved 89.2±1.1% accuracy and 78±0.9% recovery with our optimized loading protocol. Overall, improved ease-of-use and throughput for FACS sortable DEs should expand the accessibility of directed evolution in controlled

Indexed as

directed evolutionDouble emulsiondropletFACShigh-throughputpicoreactorselectionsurfactant

Identifiers

PMID40161623
PMCPMC11952560

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.