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Conklin, D.

Publications and source records attributed to Conklin, D..

2 recordsLinked to original sources

FORGE-KI: A Modular Framework for Endogenous Knock-In Engineering Across HDR and PITCh/MMEJ Repair Pathways

Targeted knock-in technologies have enabled precise insertion of reporters, affinity tags, degrons, and other functional payloads into endogenous genomic loci. Over the past decade, a diverse collection of genome engineering strategies has emerged, including approaches based on homology-directed repair (HDR), microhomology-mediated end joining (MMEJ), homology-mediated end joining (HMEJ), and related methodologies. While these advances have greatly expanded the capabilities of endogenous genome engineering, they have also increased the complexity of donor design, assembly, and validation. Here, we describe FORGE-KI (Functional Oncology Research Genetic Engineering - Knock in), a pathway-matched design workflow for endogenous knock-in engineering that aligns the assembly strategy with the underlying repair mechanism. For large-cargo insertions, we use a modular five-component framework that separates gene-specific targeting arms from reusable functional modules, allowing rapid assembly of HDR donor constructs targeting AHR, IRF1, and FOSL1 from a shared reagent collection. For MMEJ/PITCh applications, where short targeting elements permit rapid fabrication, we developed a streamlined one-step pipeline in which the entire donor and selection payload is synthesized as a single continuous fragment for direct cloning, compressing the design-to-reagent cycle time. This MMEJ workflow is paired with a dual-promoter nuclease vector (pForge-KI-MMEJ-Cas9-DualGuide) that drives the PITCh-release and locus-specific guides from distinct promoters, a design intended to reduce the repeated-promoter instability associated with some dual-guide vectors. We also established a standardized workflow for donor assembly, generation of knock-in cell populations, molecular validation, and selectable-cassette removal, and we demonstrate it by generating a functional, selection-marker-free, cytokine-inducible IRF1 HDR reporter line and an inducible IRF1 PITCh/MMEJ reporter pool with confirmed junction enrichment. In parallel, we developed forgeKI, an R package that automates C-terminal reporter knock-in design across both HDR and PITCh/MMEJ repair pathways, including guide selection, target-biology validation, targeting-arm design, domestication, donor-assembly planning, and generation of synthesis-ready constructs. Together, the reagents and software provide a practical system for endogenous knock-in engineering that supports multiple payloads, selection strategies, and repair pathways within a shared donor organization. Rather than replacing existing knock-in technologies, this framework provides a modular foundation for incorporating, extending, and automating the published knock-in methods.

molecular biology↗

FORGE-CRISPR: Reusable Modules for Focused CRISPR Library Construction

Pooled CRISPR screening has become a widely used approach for functional genomics, yet the construction of screening libraries remains tightly coupled to specific vector architectures and experimental formats. Incorporation of barcodes, multiplexed guide configurations, alternative fluorophores, selectable markers, or distinct screening modalities often requires reconstruction of entire libraries, even when the underlying biological content remains unchanged. These limitations are particularly acute in engineered cellular systems that already contain reporters, knock-in alleles, or pre-existing selection markers. Here, we describe FORGE-CRISPR (Functional Oncology Research Genetic Engineering - CRISPR), a CRISPR library-construction system that separates biological guide content from screening-vector context. CRISPR knockout and CRISPR interference guide collections are first converted into reusable guide modules. Barcode modules and second-guide modules are generated separately and combined with guide modules during downstream assembly into screening acceptor vectors. This design allows guide-only, barcoded, and multiplexed libraries to be generated from shared physical components. To support this framework, we developed a manufacturing workflow in which synthetic oligonucleotide pools are converted into reusable FORGE module libraries through PCR amplification, Golden Gate cloning, and background suppression. Using this approach, we constructed nine reusable guide-module libraries ranging from 45 to 4,830 guides (11,303 guides in total), and evaluated library quality through PCR-NGS analysis of guide representation and abundance distributions. As content for these libraries, we defined a modular, non-overlapping set of focused target collections, termed the druggable oncology genome, by partitioning druggable targets according to clinical development status and dependency distribution in DepMap, while drawing guide sequences from established, experimentally validated genome-wide libraries. We report four resources: reusable guide, barcode, and second-guide modules; compatible screening acceptor vectors; a manufacturing and PCR-NGS quality-control workflow demonstrated across nine guide-module libraries; and a versioned set of focused druggable-oncology target collections.

Molecular Biology↗