Toolkit/Integrated Classification Pipeline

Integrated Classification Pipeline

Computational Method·Research·Since 2024

Also known as: ICP

Taxonomy: Technique Branch / Method. Workflows sit above the mechanism and technique branches rather than replacing them.

Summary

Integrated Classification Pipeline (ICP) is a computational method developed to decompose and categorize CRISPR/Cas9-generated mutations at genomic target sites in complex multicellular insects. It classifies mixed DNA double-strand break repair outcomes, including non-homologous end joining and homology-directed repair events within the same samples.

Usefulness & Problems

Why this is useful

ICP is useful for in-depth analysis of diverse gene editing outcomes in complex multicellular insect samples where multiple repair signatures coexist. The reported repair signatures also enable marker-free tracking of specific mutations in dynamic populations.

Source:

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

Problem solved

ICP addresses the problem of resolving heterogeneous CRISPR/Cas9-induced mutation signatures at single target sites in multicellular organisms. It helps distinguish and categorize mixed double-strand break repair outcomes such as NHEJ, HDR, MMEJ, and insertion-associated events observed across development.

Source:

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

Taxonomy & Function

Primary hierarchy

Technique Branch

Method: A concrete computational method used to design, rank, or analyze an engineered system.

Target processes

editing

Implementation Constraints

ICP is a computational pipeline for analysis of CRISPR/Cas9-generated mutations at genomic target sites rather than a molecular reagent. The supplied evidence does not describe software requirements, input data formats, sequencing protocols, or parameter settings.

The supplied evidence supports ICP in complex multicellular insects, but does not establish performance in other taxa, editing systems, or sequencing contexts. Quantitative benchmarking, error rates, and direct independent replication are not provided in the supplied evidence.

Validation

Cell-freeBacteriaMammalianMouseHumanTherapeuticIndep. Replication

Supporting Sources

Ranked Claims

Claim 1application capabilitysupports2024Source 1needs review

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.
Claim 2application capabilitysupports2024Source 1needs review

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.
Claim 3application capabilitysupports2024Source 1needs review

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.
Claim 4application capabilitysupports2024Source 1needs review

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.
Claim 5application capabilitysupports2024Source 1needs review

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.
Claim 6application capabilitysupports2024Source 1needs review

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.
Claim 7application capabilitysupports2024Source 1needs review

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.
Claim 8biological observationsupports2024Source 1needs review

The study reports highly reproducible lineage-specific mutation fingerprints in individual organisms.

We uncover highly reproducible lineage-specific mutation fingerprints in individual organisms
Claim 9biological observationsupports2024Source 1needs review

The study reports highly reproducible lineage-specific mutation fingerprints in individual organisms.

We uncover highly reproducible lineage-specific mutation fingerprints in individual organisms
Claim 10biological observationsupports2024Source 1needs review

The study reports highly reproducible lineage-specific mutation fingerprints in individual organisms.

We uncover highly reproducible lineage-specific mutation fingerprints in individual organisms
Claim 11biological observationsupports2024Source 1needs review

The study reports highly reproducible lineage-specific mutation fingerprints in individual organisms.

We uncover highly reproducible lineage-specific mutation fingerprints in individual organisms
Claim 12biological observationsupports2024Source 1needs review

The study reports highly reproducible lineage-specific mutation fingerprints in individual organisms.

We uncover highly reproducible lineage-specific mutation fingerprints in individual organisms
Claim 13biological observationsupports2024Source 1needs review

The study reports highly reproducible lineage-specific mutation fingerprints in individual organisms.

We uncover highly reproducible lineage-specific mutation fingerprints in individual organisms
Claim 14biological observationsupports2024Source 1needs review

The study reports highly reproducible lineage-specific mutation fingerprints in individual organisms.

We uncover highly reproducible lineage-specific mutation fingerprints in individual organisms
Claim 15developmental progressionsupports2024Source 1needs review

The study reports a developmental progression of DSB repair in which MMEJ or insertion events predominate during early rapid mitotic cell cycles, then distinct subsets of NHEJ alleles predominate, and later HDR-based gene conversion predominates.

a developmental progression wherein Microhomology-Mediated End-Joining (MMEJ) or Insertion events predominate during early rapid mitotic cell cycles, switching to distinct subsets of Non-Homologous End-Joining (NHEJ) alleles, and then to Homology-Directed Repair (HDR)-based gene conversion
Claim 16developmental progressionsupports2024Source 1needs review

The study reports a developmental progression of DSB repair in which MMEJ or insertion events predominate during early rapid mitotic cell cycles, then distinct subsets of NHEJ alleles predominate, and later HDR-based gene conversion predominates.

a developmental progression wherein Microhomology-Mediated End-Joining (MMEJ) or Insertion events predominate during early rapid mitotic cell cycles, switching to distinct subsets of Non-Homologous End-Joining (NHEJ) alleles, and then to Homology-Directed Repair (HDR)-based gene conversion
Claim 17developmental progressionsupports2024Source 1needs review

The study reports a developmental progression of DSB repair in which MMEJ or insertion events predominate during early rapid mitotic cell cycles, then distinct subsets of NHEJ alleles predominate, and later HDR-based gene conversion predominates.

a developmental progression wherein Microhomology-Mediated End-Joining (MMEJ) or Insertion events predominate during early rapid mitotic cell cycles, switching to distinct subsets of Non-Homologous End-Joining (NHEJ) alleles, and then to Homology-Directed Repair (HDR)-based gene conversion
Claim 18developmental progressionsupports2024Source 1needs review

The study reports a developmental progression of DSB repair in which MMEJ or insertion events predominate during early rapid mitotic cell cycles, then distinct subsets of NHEJ alleles predominate, and later HDR-based gene conversion predominates.

a developmental progression wherein Microhomology-Mediated End-Joining (MMEJ) or Insertion events predominate during early rapid mitotic cell cycles, switching to distinct subsets of Non-Homologous End-Joining (NHEJ) alleles, and then to Homology-Directed Repair (HDR)-based gene conversion
Claim 19developmental progressionsupports2024Source 1needs review

The study reports a developmental progression of DSB repair in which MMEJ or insertion events predominate during early rapid mitotic cell cycles, then distinct subsets of NHEJ alleles predominate, and later HDR-based gene conversion predominates.

a developmental progression wherein Microhomology-Mediated End-Joining (MMEJ) or Insertion events predominate during early rapid mitotic cell cycles, switching to distinct subsets of Non-Homologous End-Joining (NHEJ) alleles, and then to Homology-Directed Repair (HDR)-based gene conversion
Claim 20developmental progressionsupports2024Source 1needs review

The study reports a developmental progression of DSB repair in which MMEJ or insertion events predominate during early rapid mitotic cell cycles, then distinct subsets of NHEJ alleles predominate, and later HDR-based gene conversion predominates.

a developmental progression wherein Microhomology-Mediated End-Joining (MMEJ) or Insertion events predominate during early rapid mitotic cell cycles, switching to distinct subsets of Non-Homologous End-Joining (NHEJ) alleles, and then to Homology-Directed Repair (HDR)-based gene conversion
Claim 21developmental progressionsupports2024Source 1needs review

The study reports a developmental progression of DSB repair in which MMEJ or insertion events predominate during early rapid mitotic cell cycles, then distinct subsets of NHEJ alleles predominate, and later HDR-based gene conversion predominates.

a developmental progression wherein Microhomology-Mediated End-Joining (MMEJ) or Insertion events predominate during early rapid mitotic cell cycles, switching to distinct subsets of Non-Homologous End-Joining (NHEJ) alleles, and then to Homology-Directed Repair (HDR)-based gene conversion
Claim 22method developmentsupports2024Source 1needs review

The study develops an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9-generated mutations on genomic target sites in complex multicellular insects.

Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.
Claim 23method developmentsupports2024Source 1needs review

The study develops an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9-generated mutations on genomic target sites in complex multicellular insects.

Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.
Claim 24method developmentsupports2024Source 1needs review

The study develops an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9-generated mutations on genomic target sites in complex multicellular insects.

Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.
Claim 25method developmentsupports2024Source 1needs review

The study develops an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9-generated mutations on genomic target sites in complex multicellular insects.

Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.
Claim 26method developmentsupports2024Source 1needs review

The study develops an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9-generated mutations on genomic target sites in complex multicellular insects.

Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.
Claim 27method developmentsupports2024Source 1needs review

The study develops an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9-generated mutations on genomic target sites in complex multicellular insects.

Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.
Claim 28method developmentsupports2024Source 1needs review

The study develops an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9-generated mutations on genomic target sites in complex multicellular insects.

Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.
Claim 29method outputsupports2024Source 1needs review

ICP outputs graphic rank-ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints from different target sites and alternative inheritance patterns of CRISPR components.

The ICP outputs graphic rank ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints generated from different target sites and alternative inheritance patterns of CRISPR components.
Claim 30method outputsupports2024Source 1needs review

ICP outputs graphic rank-ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints from different target sites and alternative inheritance patterns of CRISPR components.

The ICP outputs graphic rank ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints generated from different target sites and alternative inheritance patterns of CRISPR components.
Claim 31method outputsupports2024Source 1needs review

ICP outputs graphic rank-ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints from different target sites and alternative inheritance patterns of CRISPR components.

The ICP outputs graphic rank ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints generated from different target sites and alternative inheritance patterns of CRISPR components.
Claim 32method outputsupports2024Source 1needs review

ICP outputs graphic rank-ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints from different target sites and alternative inheritance patterns of CRISPR components.

The ICP outputs graphic rank ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints generated from different target sites and alternative inheritance patterns of CRISPR components.
Claim 33method outputsupports2024Source 1needs review

ICP outputs graphic rank-ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints from different target sites and alternative inheritance patterns of CRISPR components.

The ICP outputs graphic rank ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints generated from different target sites and alternative inheritance patterns of CRISPR components.
Claim 34method outputsupports2024Source 1needs review

ICP outputs graphic rank-ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints from different target sites and alternative inheritance patterns of CRISPR components.

The ICP outputs graphic rank ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints generated from different target sites and alternative inheritance patterns of CRISPR components.
Claim 35method outputsupports2024Source 1needs review

ICP outputs graphic rank-ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints from different target sites and alternative inheritance patterns of CRISPR components.

The ICP outputs graphic rank ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints generated from different target sites and alternative inheritance patterns of CRISPR components.

Approval Evidence

1 source5 linked approval claimsfirst-pass slug integrated-classification-pipeline
Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.

Source:

application capabilitysupports

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

These repair signatures enable marker-free tracking of specific mutations in dynamic populations, including NHEJ and HDR events within the same samples, for in-depth analysis of diverse gene editing events.

Source:

biological observationsupports

The study reports highly reproducible lineage-specific mutation fingerprints in individual organisms.

We uncover highly reproducible lineage-specific mutation fingerprints in individual organisms

Source:

developmental progressionsupports

The study reports a developmental progression of DSB repair in which MMEJ or insertion events predominate during early rapid mitotic cell cycles, then distinct subsets of NHEJ alleles predominate, and later HDR-based gene conversion predominates.

a developmental progression wherein Microhomology-Mediated End-Joining (MMEJ) or Insertion events predominate during early rapid mitotic cell cycles, switching to distinct subsets of Non-Homologous End-Joining (NHEJ) alleles, and then to Homology-Directed Repair (HDR)-based gene conversion

Source:

method developmentsupports

The study develops an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9-generated mutations on genomic target sites in complex multicellular insects.

Here we develop an Integrated Classification Pipeline (ICP) to decompose and categorize CRISPR/Cas9 generated mutations on genomic target sites in complex multicellular insects.

Source:

method outputsupports

ICP outputs graphic rank-ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints from different target sites and alternative inheritance patterns of CRISPR components.

The ICP outputs graphic rank ordered classifications of mutant alleles to visualize discriminating DSB repair fingerprints generated from different target sites and alternative inheritance patterns of CRISPR components.

Source:

Comparisons

Source-backed strengths

The associated study reports highly reproducible lineage-specific mutation fingerprints in individual organisms, supporting consistent classification of editing outcomes. ICP was applied to reveal a developmental progression of repair in which MMEJ or insertion events predominate early, distinct subsets of NHEJ alleles predominate later, and HDR-based gene conversion predominates at later stages.

Ranked Citations

  1. 1.
    StructuralSource 1Nature Communications2024Claim 1Claim 2Claim 3

    Extracted from this source document.