Evidence map›Paper›PMID 40212705›Full record

ArticleSmall science2022

A Microfluidic Approach for Quantitative Study of Spatial Heterogeneity in Bacterial Biofilms.

Yuzhen Zhang, Yumin Cai, Lingbin Zeng, Peng Liu, Luyan Z Ma, Jintao Liu

Abstract read
In one paragraph

Article in Small science, 2022. 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. Review
  2. Review
  3. Article
  4. Oxygen microenvironments inMicrobiology (Reading, England) · 2025
    Article
  5. Review
  6. Article
  7. Article
  8. 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

6 authors.

Yuzhen ZhangCenter for Infectious Disease Research School of Medicine Tsinghua University Beijing 100084 China.
Yumin CaiCenter for Infectious Disease Research School of Medicine Tsinghua University Beijing 100084 China.
Lingbin ZengCenter for Infectious Disease Research School of Medicine Tsinghua University Beijing 100084 China.
Peng LiuDepartment of Biomedical Engineering School of Medicine Tsinghua University Beijing 100084 China.
Luyan Z MaState Key Laboratory of Microbial Resources Institute of Microbiology Chinese Academy of Sciences Beijing 100101 China.
Jintao LiuCenter for Infectious Disease Research School of Medicine Tsinghua University Beijing 100084 China.ORCID 0000-0002-6710-2605

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Bacterial biofilms play essential roles in ecological environments and in human health. The spatial heterogeneity of biofilms is crucial to their resistance and collective behavior, while quantitative analysis of these biofilm-specific features is limited. Here, a microfluidic approach is developed to address this issue. Through a special design of microfluidic chamber and spatially controllable bacteria seeding, biofilms are cultivated with customized semi-2D structure, which enables quantitative measurements of spatially heterogeneous features with time-lapse microscopy. The advantages of the proposed method are demonstrated via two examples on biofilm homeostasis and stress response, respectively, where the functionally important spatiotemporal dynamics is delineated. In homeostasis, it is found that

Indexed as

biofilmsmicrofluidicsquantitative analysisspatial heterogeneity

Identifiers

PMID40212705
PMCPMC11936032

What OpenQuestion holds

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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.