Evidence map›Paper›PMID 42475684›Full record

ArticleNucleic acids research2026

Kozak sequence libraries for systematically characterizing transgenes across expression levels.

Nidhi Shukla, Nisha D Kamath, John C Snell, Anna M Bruchez, Kenneth A Matreyek

Abstract read
In one paragraph

Article in Nucleic acids research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
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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.

Nidhi ShuklaDepartment of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106, United States.ORCID 0000-0001-5912-7039
Nisha D KamathDepartment of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106, United States.ORCID 0000-0001-8969-0631
John C SnellDepartment of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106, United States.ORCID 0000-0003-2683-6108
Anna M BruchezDepartment of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106, United States.ORCID 0000-0003-1695-5349
Kenneth A MatreyekDepartment of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106, United States.ORCID 0000-0001-9149-551X

Funding

TUMOR METABOLISM PROGRAMP30CA043703 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI Amar Desai · 1987 to 2026
$142.3M
Recombinant DNA technologies for multiplex genetic assays in human cellsR35GM142886 · NIGMS · CASE WESTERN RESERVE UNIVERSITY · PI MATREYEK, KENNETH A · 2021 to 2025
$2.0M
Identification of Host Directed Drug Targets for SARS-CoV-2 Using Transposon MutagenesisR21AI161275 · NIAID · CASE WESTERN RESERVE UNIVERSITY · PI BRUCHEZ, ANNA · 2021 to 2021
$443k
Large-scale compatibility assessments between ACE2 proteins and diverse sarbecovirus spikesR21AI178151 · NIAID · CASE WESTERN RESERVE UNIVERSITY · PI MATREYEK, KENNETH A · 2023 to 2024
$443k
Intermediate-Featured Flow CytometerS10OD021559 · OD · CASE WESTERN RESERVE UNIVERSITY · PI JACOBBERGER, JAMES W · 2016 to 2016
$230k
NCI NIH HHS P30 CA043703NIAID NIH HHS R21 AI161275NIAID NIH HHS R21 AI178151NIGMS NIH HHS R35 GM142886NIH HHS AI161275NIH HHS AI178151NIH HHS GM142886NIH HHS S10 OD021559
6 · The paper itself

Abstract

Typical mammalian overexpression systems test protein sequence variants with little control over expression levels and steady-state protein abundances, hindering interpretations of how protein sequence and expression converge to yield phenotypic outcomes. We explored the translation initiation sequence, commonly referred to as the Kozak sequence, as a means to systematically modulate protein steady-state abundance and cellular function. We performed sort-seq on a randomized library of the 6 nt preceding the start codon, amounting to 4042 sequences, with a single sequence integrated at a shared genomic integration site in each HEK 293T cell. Calibrating the scores revealed a ∼100-fold range of protein steady-state abundances possible through manipulation of the Kozak sequence. We identified human germline variants with predicted expression-reducing Kozak substitutions in disease-associated genes. Modulating the cell surface abundance of the host cell receptor ACE2 controlled the rate at which those cells became infected by SARS-like coronavirus spike pseudotyped particles. We demonstrated the potential of the approach by simultaneously testing Kozak libraries with a small panel of coding variants for ACE2 and STIM1. This approach lays the methodological groundwork for linking the causal relationships between protein sequence, abundance, and functional outcome.

Indexed as

Codon, InitiatorGene LibraryPeptide Chain Initiation, TranslationalTransgenesAngiotensin-Converting Enzyme 2HEK293 CellsHumansSARS-CoV-2Spike Glycoprotein, CoronavirusACE2 protein, humanAngiotensin-Converting Enzyme 2Codon, InitiatorSpike Glycoprotein, Coronavirusspike protein, SARS-CoV-2

Identifiers

PMID42475684
PMCPMC13384259

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LicenceCC BY-NC
Read underepoch 390

Registered trials

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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.