Evidence map›Paper›PMID 42012081›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2026

A Microwell Array Embedded Microfluidic Gradient Platform for Drug Screening on Tumor Spheroids.

Ling Liu, Guoying Wang, Ming Li

Abstract read
In one paragraph

Article in Small (Weinheim an der Bergstrasse, Germany), 2026. 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

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.

Ling LiuSchool of Engineering, Macquarie University, Sydney, NSW, Australia.ORCID https://orcid.org/0000-0003-2353-9140
Guoying WangMacquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, NSW, Australia.ORCID https://orcid.org/0000-0001-7997-1026
Ming LiSchool of Engineering, Macquarie University, Sydney, NSW, Australia.ORCID https://orcid.org/0000-0001-7450-6205

Funding

Australian Research Council (ARC) Discovery Projects DP200102269Australian Research Council (ARC) Discovery Projects DP240100795Cancer Institute NSW (CINSW) fellowship, 2022/ECF1449National Health and Medical Research Council (NHMRC) Emerging Leadership Fellowship GNT2017679
6 · The paper itself

Abstract

Microfluidic gradient platforms, especially flow-based types, have emerged as promising tools in 3D tumor spheroid research, as they enable precise control of concentration gradients with rapid establishment and sustained long-term stability. However, current flow-based gradient chips are often constrained by limited spheroid culture capacity, restricting their utility for large-scale drug evaluation. Here, we developed a microfluidic gradient platform embedded with high-density microwell arrays (MEG platform), which enables high-throughput and physiologically relevant spheroid culture across multiple chambers on a single chip. The total number of spheroids is flexibly tuned by adjusting the microwell array sheet size, and both monoculture and co-culture spheroids maintain continuous and stable growth with well-defined morphology. The platform demonstrates stable gradient delivery under dynamic perfusion. It is further applied to assess drug responses in monoculture and co-culture spheroids, with co-cultures exhibiting enhanced resistance compared with monocultures. The high-throughput MEG platform should facilitate the use of tumor spheroid models in large-scale drug testing and tumor-stromal interaction studies.

Indexed as

Microfluidic Analytical TechniquesMicrofluidicsSpheroids, CellularCell Line, TumorCoculture TechniquesDrug Evaluation, PreclinicalDrug Screening Assays, AntitumorHumansco‐culture spheroidhigh‐throughput drug evaluationmicrofluidic gradient platformsmicrowelltumor spheroid

Identifiers

PMID42012081
PMCPMC13244429

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.