Evidence map›Paper›PMID 42633254›Full record

ArticleiScience2026

A high-throughput co-culture CRISPR array for rapid fitness hypothesis testing and growth engineering in CHO cells.

Jannis Peter Marzluf, Lea Huckfeldt, Dominik Haidas, Christoph Zehe, Ann-Cathrin Leroux

Abstract read
In one paragraph

Article in iScience, 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.

Jannis Peter MarzlufDepartment of Gene Therapy, University of Ulm, Ulm, Germany.
Lea HuckfeldtCorporate Research, Sartorius Stedim Cellca GmbH, Ulm, Germany.
Dominik HaidasProduct Development, Sartorius Stedim Cellca GmbH, Ulm, Germany.
Christoph ZeheCorporate Research, Sartorius Stedim Cellca GmbH, Ulm, Germany.
Ann-Cathrin LerouxCorporate Research, Sartorius Stedim Cellca GmbH, Ulm, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Cell growth and fitness shape mammalian biomanufacturing performance, but subtle genetic effects are difficult to resolve with conventional growth assays. We developed a high-throughput competitive co-culture CRISPR array in Chinese hamster ovary (CHO) suspension cells that pairs a CRISPR-competent population with a CRISPR-inactive green fluorescent protein (GFP) reference pool and tracks GFP-ratio dynamics by flow cytometry. Guided by a prior genome-wide CRISPR screen, we tested 235 single-gene knockouts and 155 multiplex gene sets across seven batches and >100 days of cultivation. The assay detected expected lethal and growth-inhibitory perturbations and identified 28 growth-enhancing knockouts or gene sets that are poorly resolved by viable-cell-concentration measurements. Slope-based modeling converted GFP dynamics into inferred growth rate changes, and combinatorial exclusion with bulk transcriptomics linked multiplex phenotypes to candidate driver genes. The approach enables scalable fitness hypothesis testing and prioritization of CHO growth-engineering targets for downstream host-cell development.

Indexed as

cell line developmentChinese hamster ovaryco-culture assaycompetitive growth assayCRISPR screeningfunctional genomicsgene essentialitygrowth engineeringhigh-throughput screeningmultiplex gene knockout

Identifiers

PMID42633254
PMCPMC13499184

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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 Socratic graph.