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Experiment Consulting and Design Service

Experiment Consulting and Design Service

The successful execution of any research program hinges on rigorous experimental design. Reproducible results and rational experimental planning are the cornerstones of scientific progress, while poor design leads to wasted resources, ambiguous data, and delayed timelines. At Profacgen, our multidisciplinary team bridges molecular biology, cell biology, omics technologies, and current research frontiers to deliver tailored, feasible experimental strategies that eliminate technical pitfalls before they arise.

With extensive experience across protein research and pharmaceutical development, we provide end-to-end consulting that enables access to cutting-edge tools, techniques, and domain expertise at competitive pricing with rapid turnaround. We serve a broad spectrum of industrial and academic clients with an unwavering commitment to delivering high-quality data and exceptional customer service.

Experimental design workflow from idea to perfect project

Our Consulting Scope

We provide experimental consultation and program design across the following domains:

Protein Production

Strategic guidance on expression system selection (bacterial, yeast, insect, mammalian), codon optimization, vector engineering, and purification workflow design to maximize yield and quality for your target protein class.

Protein Analysis

Experimental design for structural characterization, post-translational modification mapping, stability profiling, and activity assays, ensuring comprehensive quality attribute definition aligned with regulatory expectations.

Targeted Protein Degradation

Consultation on PROTAC, molecular glue, and LYTAC program design, including target selection criteria, E3 ligase profiling, ubiquitination assay design, and degradation kinetics modeling.

Drug Development

Preclinical study design spanning target validation, lead optimization, ADMET prediction, and IND-enabling process development, with integrated CMC and regulatory strategy.

Bioinformatics & Data Science

Computational experimental design including sequence analysis, structural modeling, interaction prediction, multi-omics integration, and AI-driven target identification to complement wet-lab strategies.

Cell & Molecular Biology

Assay design for gene editing, cell line engineering, reporter systems, high-content imaging, and functional genomics screens tailored to your mechanistic or therapeutic hypotheses.

Our Advantages

Our Process

Profacgen experimental consulting workflow

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Representative Case Studies

Case 1: Integrated Experimental Design for a Multi-Domain Membrane Protein

Background:

A pharmaceutical client required a comprehensive strategy to produce and characterize a multi-pass transmembrane receptor for antibody screening. The target receptor featured seven transmembrane helices, multiple extracellular loops with complex disulfide patterns, and an intracellular signaling domain—a structural architecture notoriously challenging for recombinant production. Previous attempts using conventional bacterial expression systems yielded exclusively insoluble aggregates in inclusion bodies, and mammalian transient expression suffered from low yields and batch-to-batch inconsistency. With the project timeline rapidly approaching critical milestones, an integrated, risk-mitigated approach was urgently needed.

Our Solution:

Profacgen's consulting team conducted a systematic feasibility assessment, evaluating multiple expression hosts (E. coli, insect cells, and mammalian systems), solubilization strategies (including mild detergents, mixed micelles, and styrene-maleic acid copolymers), and a detergent screening matrix of over 60 unique formulations to identify conditions optimal for both extraction and downstream stability. We then designed a phased experimental plan beginning with BacMam-mediated transient transduction in mammalian cells to ensure proper post-translational processing, followed by membrane extraction, detergent exchange, and reconstitution into lipid nanodiscs for stability and functional integrity. Comprehensive biophysical characterization—including size-exclusion chromatography (SEC), thermal shift assays, and surface plasmon resonance (SPR) for ligand-binding activity—was incorporated at each step as go/no-go checkpoints.

Final Results:

The designed workflow yielded 8 mg/L of correctly folded receptor from shaker flask culture, with native glycosylation patterns confirmed by enzymatic deglycosylation and mass spectrometry. Nanodisc-reconstituted protein demonstrated expected ligand-binding affinity (KD ≈ 15 nM) and conformational stability suitable for downstream applications. The purified material enabled successful antibody panning campaigns, yielding multiple lead candidates that progressed through affinity maturation. The client advanced to preclinical candidate selection six months ahead of the original schedule, significantly reducing R&D costs and accelerating their therapeutic program timeline.

Case 2: Bioinformatics-Guided Target Degradation Program Design

Background:

A biotech startup sought to initiate a targeted protein degradation program against an oncogenic transcription factor that had long been considered "undruggable" due to its intrinsically disordered domain and lack of enzymatic pockets suitable for conventional inhibitor development. The client possessed strong biological validation of the target's role in tumor maintenance but lacked internal expertise in E3 ligase selection, degrader design principles, and the complex biochemistry of ternary complex formation—representing substantial barriers to program initiation.

Our Solution:

We performed comprehensive computational profiling of the target's degron landscape, analyzing sequence features, structural predictions, and previously reported degradation signals to identify permissive surface regions amenable to ubiquitin ligase recruitment. Concurrently, we profiled E3 ligase tissue expression across healthy and tumor tissues to prioritize ligases with favorable specificity profiles and minimal off-tumor liability. To guide molecular design, we performed predictive modeling of ternary complex geometry between the target, candidate ligands, and selected E3 ligases, assessing potential interface complementarity and steric feasibility. Based on these insights, we designed a comprehensive experimental roadmap encompassing in silico screening of ligand libraries, in vitro ubiquitination assays using purified E2/E3 enzymatic systems, and cellular degradation assessments with quantitative Western blot and proteomic readouts.

Final Results:

The integrated strategy identified a potent molecular glue within 12 weeks—a timeline substantially shorter than typical degrader discovery campaigns. The lead compound demonstrated confirmed target engagement (EC50 ≈ 50 nM in cellular NanoBRET assays) and dose-dependent degradation (DC50 ≈ 120 nM) with minimal effects on closely related family members, indicating target selectivity. Based on these compelling proof-of-concept data, the client secured Series A funding from multiple investors, positioning them for rapid progression toward lead optimization and in vivo efficacy studies.

Consult Our Experts on Your Project

Frequently Asked Questions (FAQs)

Q: What information do I need to provide for experimental design consultation?
A: We typically require your research objective, target protein or pathway information, available resources, timeline constraints, and any preliminary data. Our team will then conduct a feasibility assessment and propose a customized experimental strategy with detailed protocols and milestone deliverables.
A: Reproducibility is embedded in every design decision. We incorporate appropriate controls, power calculations for statistical rigor, standardized reagents, and validated protocols. Each experimental plan includes quality control checkpoints and contingency alternatives to mitigate technical variability.
A: Absolutely. Our team specializes in de novo experimental design for uncharacterized proteins and pathways. We leverage sequence homology, structural prediction, and literature mining to construct rational hypotheses and design robust assays even when limited prior data exist.
A: Standard consulting packages are delivered within 1--2 weeks, depending on project complexity. Expedited turnaround is available for time-critical programs. Each package includes a detailed experimental plan, reagent list, timeline, and budget estimate.
A: Yes. We offer tiered support models ranging from design-only consultation to full project management with regular milestone reviews, troubleshooting assistance, and data interpretation. Our goal is to ensure seamless execution from design to delivery.
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