Evidence map›Paper›PMID 42687870›Full record

ArticleJournal of micromechanics and microengineering : structures, devices, and systems2026

Microfluidic platform for nanoliter qPCR of several retinal pigment epithelial (RPE) cells.

Debdyuti Mandal, Akash Roy, Xuelian Chen, Jiang F Zhong, Eun Sok Kim

Abstract read
In one paragraph

Article in Journal of micromechanics and microengineering : structures, devices, and systems, 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

5 authors.

Debdyuti MandalDepartment of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA 90089, United States of America.ORCID https://orcid.org/0000-0002-9750-7814
Akash RoyDepartment of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA 90089, United States of America.ORCID https://orcid.org/0000-0002-1497-9788
Xuelian ChenKeck School of Medicine, University of Southern California, Los Angeles, CA 90033, United States of America.
Jiang F ZhongDepartment of Basic Sciences, School of Medicine, Loma Linda University, Loma Linda, CA 92350, United States of America.
Eun Sok KimDepartment of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA 90089, United States of America.

Funding

Damage-Free, Ultrasonic Cell Isolation from Retinal Pigment Epithelium (RPE) MonolayersR01EY035281 · NEI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI EUN SOK KIM, John Zhong · 2023 to 2026
$2.2M
NEI NIH HHS R01 EY035281
6 · The paper itself

Abstract

The clinical implant of stem cell-derived retinal pigment epithelium (RPE) monolayer for age-related macular degeneration requires rigorous validation of the monolayer's cellular maturity. Conventional bulk molecular assays lack the sensitivity to resolve cellular heterogeneity and are prone to damaging the RPE monolayer. This study developed and validated an automated nanoliter-scale microfluidic platform for single-cell transcriptomic quality control of engineered RPE monolayers. A compact polydimethylsiloxane -based microfluidic platform was developed to generate monodisperse 10 nL RPE cell cDNA droplets and 90 nL quantitative PCR (qPCR) reagent droplets using dual-focused-flow geometries. Deterministic droplet fusion was achieved via direct current electrocoalescence, enabling ∼100% merging efficiency. An auxiliary co-flow spacing mechanism was implemented to prevent secondary coalescence during downstream transport. Automated droplet collection into oil-filled 96-well plates was achieved through a custom two-dimensional gantry system, and droplet volume consistency was verified using a Python-based computer vision algorithm. Biological validation was conducted using H14 human embryonic stem cell-derived RPE cells targeting

Indexed as

automated quality controldroplet microfluidicselectrocoalescenceretinal pigment epitheliumsingle-cell qPCR

Identifiers

PMID42687870
PMCPMC13531439

What OpenQuestion holds

Textmetadata
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.