Toolkit/pooled library approach
pooled library approach
Taxonomy: Technique Branch / Method. Workflows sit above the mechanism and technique branches rather than replacing them.
Summary
The pooled library approach is an engineering method for rapid generation and parallel screening of nearly all possible split-protein constructs, with sequencing-based readout. In the cited application, it was used with optogenetic dimers to comprehensively map split-site behavior across Cre recombinase and support inducible post-translational control design.
Usefulness & Problems
Why this is useful
This approach is useful for systematically exploring split-protein design space at high coverage rather than testing a small number of manually chosen constructs. The cited study indicates that it streamlines development of inducible post-translational control systems for proteins of interest.
Source:
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Source:
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
Source:
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
Problem solved
It addresses the difficulty of identifying functional split sites across a protein when the number of possible constructs is large. The method enables parallel generation and screening of nearly all possible split variants with sequencing-based readout, reducing the need for one-by-one construct testing.
Source:
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Problem links
Our Immune System Can Uniquely Recognize Nearly Any Molecule but We Don’t Know the Recognition Code
Gap mapView gapThis is one of the few items that directly supports large-scale parallel generation and screening of many construct variants with sequencing readout, which is relevant to mapping molecular recognition rules. It could help if the gap is approached by building high-throughput genotype-to-phenotype screens of immune recognition determinants.
The gap emphasizes limited versatility and difficulty changing designs; a pooled library approach is at least relevant as a rapid parallel prototyping and screening method for many construct variants. It could help explore diverse molecular assemblies faster than one-by-one fabrication cycles.
Taxonomy & Function
Primary hierarchy
Technique Branch
Method: A concrete method used to build, optimize, or evolve an engineered system.
Techniques
Functional AssayFunctional AssayFunctional AssaySelection / EnrichmentSelection / EnrichmentSelection / EnrichmentSequence VerificationSequence VerificationSequence VerificationTarget processes
recombinationselectiontranslationInput: Light
Implementation Constraints
The reported implementation used sequencing as the assay readout for pooled screening of split-protein constructs. In the cited application, the method was paired with optogenetic dimers and applied to Cre recombinase, but the provided evidence does not detail construct architecture, host system, or illumination parameters.
The supplied evidence is limited to a single 2023 source and one application in Cre recombinase. The evidence does not specify quantitative performance metrics, generality across other proteins, or operational details of library construction and screening.
Validation
Supporting Sources
Ranked Claims
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A Bayesian computational approach was developed to improve accuracy in predicting split protein behavior by contextualizing errors inherent to experimental procedures.
To improve accuracy in predicting split protein behavior, we develop a Bayesian computational approach to contextualize errors inherent to experimental procedures.
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
Approval Evidence
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
Source:
Applying the method to Cre recombinase with optogenetic dimers produced comprehensive data on split sites throughout the protein.
We perform our method on Cre recombinase with optogenetic dimers as a proof of concept, resulting in comprehensive data on split sites throughout the protein.
Source:
The overall method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Overall, our method provides a streamlined approach for achieving inducible post-translational control of a protein of interest.
Source:
A pooled library approach enables rapid generation and screening of nearly all possible split protein constructs in parallel, with sequencing-based readout.
we use a pooled library approach that enables rapid generation and screening of nearly all possible split protein constructs in parallel, where results can be read out using sequencing
Source:
Comparisons
Source-backed strengths
A key strength is the ability to generate and screen nearly all possible split-protein constructs in parallel. In the reported application, it produced comprehensive data on split sites throughout Cre recombinase when combined with optogenetic dimers.
Compared with cLIPS2
pooled library approach and cLIPS2 address a similar problem space because they share recombination, selection, translation.
Shared frame: shared target processes: recombination, selection, translation; shared mechanisms: translation_control; same primary input modality: light
Strengths here: looks easier to implement in practice.
Compared with CRISPR/Cas9
pooled library approach and CRISPR/Cas9 address a similar problem space because they share recombination, selection, translation.
Shared frame: same top-level item type; shared target processes: recombination, selection, translation; shared mechanisms: translation_control
Compared with light-inducible split Cre recombinase
pooled library approach and light-inducible split Cre recombinase address a similar problem space because they share recombination, selection, translation.
Shared frame: shared target processes: recombination, selection, translation; shared mechanisms: translation_control; same primary input modality: light
Strengths here: looks easier to implement in practice.
Ranked Citations
- 1.