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Record W4413109391 · doi:10.1016/j.ymeth.2025.08.004

IF-CRIB: A 3D-printable device to facilitate immunofluorescence experiments and its application in screening and characterizing cells expressing a degradable form of ERK2

2025· article· en· W4413109391 on OpenAlexaff
Elsa Berliocchi, Cercina Onesto, Gilles Pagès, Philippe Lenormand, Roser Buscà

Bibliographic record

VenueMethods · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicProtein Degradation and Inhibitors
Canadian institutionsInstitute for Research in Immunology and Cancer
FundersUniversité Côte d’AzurInstitut National Du CancerCanceropôle PACACentre National de la Recherche ScientifiqueLigue Contre le CancerFondation ARC pour la Recherche sur le CancerAgence Nationale de la Recherche
KeywordsImmunofluorescenceProtocol (science)Computational biologyclone (Java method)Characterization (materials science)Indirect immunofluorescenceComputer scienceCell cultureCell biologyBiologyNanotechnologyMaterials scienceImmunologyAntibodyGeneticsMedicine

Abstract

fetched live from OpenAlex

• The 3D-printable IF-CRIB simplifies washing and incubation steps in immunofluorescence on round coverslips; files included. • Improved rapid immunofluorescence protocol (IF-Express) designed for experiments with multiple experimental conditions. • Using IF-CRIB and IF-Express to screen and analyse knock-in cells expressing degradable ERK2-dTAG replacing endogenous ERK2. • Detailed methodology for generating ERK2-dTAG cells (PROTAC System) is provided with this work. Immunofluorescence-based detection of proteins in fixed cells is a powerful tool for research in cell and developmental biology. While a variety of immunofluorescence protocols exist, they can be time consuming or require expensive equipment which may not be accessible to all laboratories. A common challenge in these protocols is the numerous washing steps, particularly in experiments with numerous conditions. To address this, here we introduce the IF-CRIB device, a 3D-printable wash rack specifically designed for applications involving a high number of round coverslips with adherent cultured cells. We detail its design and the 3D printing process which can be easily used by any laboratory and we highlight that it facilitates the numerous washing steps. In addition, we present the IF-Express protocol, an optimized and effective method that enables fast and consistent immunofluorescence results. As an example of the utility of the IF-CRIB device and the IF-Express protocol, we describe their application in the screening and characterization of several NIH3T3 cell clones expressing a degradable form of ERK2 kinase (ERK2-dTAG) after treatment with the dTAG-13 compound. The generation of ERK2-dTAG clones involves a knock-in strategy. We provide a detailed methodology for clone selection, immunofluorescence screening, and characterization of ERK2-dTAG, including degradation kinetics, dose–response analysis, and nuclear translocation assays to assess ERK2-dTAG functionality. The IF-CRIB device and IF-Express protocol has been proven to be efficient for the obtention and characterization of ERK2dTAG-expressing clones thereby offering a powerful framework for studying ERK2 dynamics in cell biology and disease models.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.081
Threshold uncertainty score0.414

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.041
GPT teacher head0.348
Teacher spread0.307 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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