Evidence map›Paper›PMID 39100599›Full record

ArticleBio-protocol2024

Well Plate-Based Localized Electroporation Workflow for Rapid Optimization of Intracellular Delivery.

Cesar A Patino, Sevketcan Sarikaya, Prithvijit Mukherjee, Nibir Pathak, Horacio D Espinosa

Abstract read
In one paragraph

Article in Bio-protocol, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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.

Cesar A PatinoDepartment of Mechanical Engineering, Northwestern University, Evanston, IL, USA.
Sevketcan SarikayaDepartment of Mechanical Engineering, Northwestern University, Evanston, IL, USA.
Prithvijit MukherjeeDepartment of Mechanical Engineering, Northwestern University, Evanston, IL, USA.
Nibir PathakDepartment of Mechanical Engineering, Northwestern University, Evanston, IL, USA.
Horacio D EspinosaDepartment of Mechanical Engineering, Northwestern University, Evanston, IL, USA.

Funding

A Microfluidic Device for Temporal Live-Cell Analysis of Intracellular BiomoleculesR21GM132709 · NIGMS · NORTHWESTERN UNIVERSITY · PI ESPINOSA, HORACIO DANTE DANTE · 2019 to 2020
$416k
NIGMS NIH HHS R21 GM132709
6 · The paper itself

Abstract

Efficient and nontoxic delivery of foreign cargo into cells is a critical step in many biological studies and cell engineering workflows with applications in areas such as biomanufacturing and cell-based therapeutics. However, effective molecular delivery into cells involves optimizing several experimental parameters. In the case of electroporation-based intracellular delivery, there is a need to optimize parameters like pulse voltage, duration, buffer type, and cargo concentration for each unique application. Here, we present the protocol for fabricating and utilizing a high-throughput multi-well localized electroporation device (LEPD) assisted by deep learning-based image analysis to enable rapid optimization of experimental parameters for efficient and nontoxic molecular delivery into cells. The LEPD and the optimization workflow presented herein are relevant to both adherent and suspended cell types and different molecular cargo (DNA, RNA, and proteins). The workflow enables multiplexed combinatorial experiments and can be adapted to cell engineering applications requiring in vitro delivery. Key features • A high-throughput multi-well localized electroporation device (LEPD) that can be optimized for both adherent and suspended cell types. • Allows for multiplexed experiments combined with tailored pulse voltage, duration, buffer type, and cargo concentration. • Compatible with various molecular cargoes, including DNA, RNA, and proteins, enhancing its versatility for cell engineering applications. • Integration with deep learning-based image analysis enables rapid optimization of experimental parameters.

Indexed as

Cell engineeringDeep learningElectroporationIntracellular deliveryMultiplexingTransfection

Identifiers

PMID39100599
PMCPMC11291937

What OpenQuestion holds

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LicenceCC BY
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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.