Evidence map›Paper›PMID 34059751›Full record

ArticleCommunications biology2021

Droplet-based microfluidic platform for high-throughput screening of Streptomyces.

Ran Tu, Yue Zhang, Erbing Hua, Likuan Bai, Huamei Huang, Kaiyue Yun, Meng Wang

Open access · goldAbstract read
In one paragraph

Article in Communications biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers.

0numbers the graph read from it
0cells of the map it votes in
29citing papers in PubMed
4.7field-weighted citation impact, top 4% of its field
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

29 citing papers in PubMed, 72 citations in OpenAlex.

  1. Article
  2. Article
  3. Precise loading of scarce reagents on droplet microarrays.bioRxiv : the preprint server for biology · 2026
    Article
  4. Review
  5. Article
  6. Review
  7. Article
  8. Review
  9. Article
  10. Article
  11. Review
  12. Emerging Diagnostics inInternational journal of molecular sciences · 2024
    Review
  13. Review
  14. Article
  15. Article
  16. Review
  17. Droplet-Based Microfluidics: Applications in Pharmaceuticals.Pharmaceuticals (Basel, Switzerland) · 2023
    Review
  18. Biosensors Based on Inorganic Composite Fluorescent Hydrogels.Nanomaterials (Basel, Switzerland) · 2023
    Review
  19. Review
  20. 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

7 authors at 2 institutions in 1 country.

Ran Tu *Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin, China.ORCID 0000-0002-5719-6695
Yue Zhang *Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin, China.ORCID 0000-0002-4383-6313
Erbing HuaCollege of Biotechnology, Tianjin University of Science and Technology, Tianjin, China.
Likuan BaiTianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.
Huamei HuangTianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.
Kaiyue YunTianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.
Meng WangKey Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin, China. wangmeng@tib.cas.cn.ORCID 0000-0001-7648-9955
Tianjin University of Science and Technology · CNChinese Academy of Sciences · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Streptomyces are one of the most important industrial microorganisms for the production of proteins and small-molecule drugs. Previously reported flow cytometry-based screening methods can only screen spores or protoplasts released from mycelium, which do not represent the filamentous stationary phase Streptomyces used in industrial cultivation. Here we show a droplet-based microfluidic platform to facilitate more relevant, reliable and rapid screening of Streptomyces mycelium, and achieved an enrichment ratio of up to 334.2. Using this platform, we rapidly characterized a series of native and heterologous constitutive promoters in Streptomyces lividans 66 in droplets, and efficiently screened out a set of engineered promoter variants with desired strengths from two synthetic promoter libraries. We also successfully screened out several hyperproducers of cellulases from a random S. lividans 66 mutant library, which had 69.2-111.4% greater cellulase production than the wild type. Our method provides a fast, simple, and powerful solution for the industrial engineering and screening of Streptomyces in more industry-relevant conditions.

Indexed as

High-Throughput Screening AssaysMetabolic EngineeringMicrofluidicsMyceliumPromoter Regions, GeneticStreptomycesStreptomyces lividans

Identifiers

PMID34059751
PMCPMC8166820
OpenAlexW3164727673

What OpenQuestion holds

Textmetadata
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.