Toolkit/pooled library approach

pooled library approach

Engineering Method·Research·Since 2023

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

Need better screening or enrichment leverage

Derived

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.

Need conditional recombination or state switching

Derived

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.

Need precise spatiotemporal control with light input

Derived

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.

Need tighter control over protein production

Derived

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.

Taxonomy & Function

Primary hierarchy

Technique Branch

Method: A concrete method used to build, optimize, or evolve an engineered system.

Target processes

recombinationselectiontranslation

Input: Light

Implementation Constraints

cofactor dependency: cofactor requirement unknownencoding mode: genetically encodedimplementation constraint: context specific validationimplementation constraint: multi component delivery burdenimplementation constraint: spectral hardware requirementoperating role: builderswitch architecture: multi componentswitch architecture: recruitmentswitch architecture: split

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

Cell-freeBacteriaMammalianMouseHumanTherapeuticIndep. Replication

Supporting Sources

Ranked Claims

Claim 1application resultsupports2023Source 1needs review

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.
Claim 2application resultsupports2023Source 1needs review

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.
Claim 3application resultsupports2023Source 1needs review

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.
Claim 4application resultsupports2023Source 1needs review

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.
Claim 5application resultsupports2023Source 1needs review

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.
Claim 6application resultsupports2023Source 1needs review

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.
Claim 7application resultsupports2023Source 1needs review

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.
Claim 8method advantagesupports2023Source 1needs review

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.
Claim 9method advantagesupports2023Source 1needs review

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.
Claim 10method advantagesupports2023Source 1needs review

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.
Claim 11method advantagesupports2023Source 1needs review

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.
Claim 12method advantagesupports2023Source 1needs review

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.
Claim 13method advantagesupports2023Source 1needs review

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.
Claim 14method advantagesupports2023Source 1needs review

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.
Claim 15method capabilitysupports2023Source 1needs review

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.
Claim 16method capabilitysupports2023Source 1needs review

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.
Claim 17method capabilitysupports2023Source 1needs review

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.
Claim 18method capabilitysupports2023Source 1needs review

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.
Claim 19method capabilitysupports2023Source 1needs review

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.
Claim 20method capabilitysupports2023Source 1needs review

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.
Claim 21method capabilitysupports2023Source 1needs review

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.
Claim 22method capabilitysupports2023Source 1needs review

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
Claim 23method capabilitysupports2023Source 1needs review

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
Claim 24method capabilitysupports2023Source 1needs review

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
Claim 25method capabilitysupports2023Source 1needs review

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
Claim 26method capabilitysupports2023Source 1needs review

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
Claim 27method capabilitysupports2023Source 1needs review

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
Claim 28method capabilitysupports2023Source 1needs review

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

1 source3 linked approval claimsfirst-pass slug pooled-library-approach
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:

application resultsupports

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:

method advantagesupports

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:

method capabilitysupports

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 3D bioprinting

pooled library approach and 3D bioprinting 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

Relative tradeoffs: appears more independently replicated; looks easier to implement in practice.

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.

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. 1.

    Extracted from this source document.