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LumaCyte Laboratory & Biostatistical Predictive Modeling Services

Accelerate Development and Strengthen Decisions With Radiance®‑Powered Expertise

Advanced biologics and ATMP programs demand deeper, earlier insight than traditional assays can provide. LumaCyte’s Laboratory & Biostatistical Modeling Services give teams direct access to the full power of Radiance® and Laser Force Cytology™—delivered as a service by the scientists who built the platform.

Whether you’re characterizing starting material, troubleshooting a variable process, or building predictive potency models, our team provides the clarity, speed, and scientific rigor needed to make confident decisions and move programs forward.

Get high‑resolution, label‑free cellular analytics
Single cell analysis instrument using LumaCyte’s Laser Force Cytology™

Why LumaCyte’s Expert Services Matter

Real‑Time, Whole‑Cell Insight Without the Infrastructure Burden

Radiance® captures quantitative, label‑free single‑cell measurements that expose functional and phenotypic changes often invisible to conventional assays. We streamline method development and technical transfer by improving resource utilization and accelerating readiness, then transition the workflow to your team to ensure operational success and measurable impact the moment Laser Force Cytology™ and LumaCyte’s Radiance® cellular PAT platform reach your lab.

Predictive Modeling That Drives Consistent Quality at Scale

Our biostatistical modeling team integrates Radiance® data with machine learning, multivariate analytics, and domain expertise to uncover patterns, predict outcomes, and identify the variables that matter most.

This enables teams to:

  • Understand the early drivers of high potency and yield
  • Detect early signals of process drift and OOS events 
  • Optimize processes faster and with greater confidence
  • Build more robust and scalable manufacturing strategies

Earlier Signals, Faster Optimization, Lower Risk

From donor and starting‑material assessment to in‑process monitoring and potency prediction, our services give teams earlier, clearer visibility into what’s driving performance—long before traditional assays can detect change. By leveraging LumaCyte’s advanced cellular PAT analytics, you can intervene sooner, optimize faster, and make decisions with far greater confidence.

This translates directly into:

  • Reduced variability and tighter process control
  • Fewer failed or out‑of‑spec runs
  • Lower COGS through more efficient development cycles
  • More predictable, higher‑quality therapeutic performance

Regulatory‑Ready Insight That De‑Risks Scale‑Up

With quantitative, label‑free single‑cell analytics, Radiance® delivers the clarity needed for streamlined comparability and tech transfer while naturally strengthening the regulatory narratives that move programs forward.

The result: cleaner data packages, fewer questions, and a more confident path to scale.

Our Core Capabilities

High‑Resolution, Label‑Free Cellular Analytics

LumaCyte’s Laser Force Cytology™ scientists generate quantitative, whole‑cell measurements using Radiance® to capture the earliest functional and phenotypic signatures of cellular response—without dyes, labels, or genetic reporters. These insights reveal how cells are truly behaving, helping teams set processes up for success from the start and avoid downstream variability.

Advanced Multivariate & Machine‑Learning Modeling

Our biostatistical team builds multivariate, machine‑learning, and predictive models that uncover relationships, drivers, and early indicators of cellular response long before traditional assays detect change. This deeper understanding helps teams optimize conditions earlier, strengthen process control, and reduce the risk of costly deviations.

Predictive Process & Potency Modeling

We develop predictive frameworks that anticipate potency, quality, and performance outcomes based on real‑time cellular behavior. By understanding how cells respond at critical decision points, teams can design more reliable release strategies and prevent issues that typically surface late in development.

Comparability & Change‑Assessment

Our modeling capabilities quantify the impact of changes in materials, equipment, scale, or process parameters by analyzing how cells respond under each condition. This cellular‑response‑driven approach provides a more sensitive and defensible foundation for comparability, tech transfer, and regulatory alignment.

Root‑Cause & Variability Analysis

Cells sense drift before instruments do. Radiance® detects subtle shifts in pH, oxygen, or temperature that impact yield, capturing early cellular fingerprints that reveal emerging variability and give developers the insight to intervene sooner and avoid downstream failures.

Dedicated Teams & Comprehensive Reporting

Our scientists stay engaged throughout each project with continuous data updates, weekly reviews, and direct expert interpretation. As new results come in, we help contextualize trends and align next steps, delivering a comprehensive summary report with clear, collaborative recommendations.

Contact our team to scope your project

Ideal Use Cases

See how Radiance® supports ATMP workflows

FAQs

What types of samples can LumaCyte analyze?

We analyze cellular response to both biological and process related perturbations, including LNPs, viral vectors, gene edits, media and formulation conditions, and manufacturing related stresses. Sample types include patient derived and donor derived cellular material, adherent or suspension cell lines, primary cells, cell banks used for fit-for-purpose qualification assessments, and complex bioprocess cultures across upstream and downstream workflows.

Do I need Radiance® installed in my lab to use these services?

No, you do not. Many scientists take advantage of LumaCyte’s laboratory services initially to gain valuable data on their process and cell systems before acquiring and installing a Radiance® unit in their laboratory or manufacturing suite.

I have a Radiance® installed in my lab. Can I outsource only the predictive modeling services to LumaCyte?

Yes. Our bioanalytical data engineering team can be engaged as an outsourced biostatistics and modeling resource to support Radiance® and LFC data generated in your laboratory. We work directly with your datasets to optimize methods, build predictive and multivariate models, and ensure analytics outputs are efficiently translated into meaningful process, quality, and decision-making insights without requiring you to outsource sample analysis.

How does predictive modeling improve my process?

By integrating high resolution cellular fingerprints with LFC multivariate and machine learning models, we generate early insight into cellular response that would otherwise emerge much later in development or manufacturing. This enables rapid process optimization, improved understanding of process and product relationships, and earlier identification of variability, potency, and quality risks compared to traditional assays. Standardizing on advanced analytical methods further supports robust regulatory assurance strategies, while enabling streamlined technical transfer and comparability across sites and programs, driving greater efficiency and confidence throughout the product lifecycle.

Can these services support regulatory submissions?

Yes. Radiance® quantitative, label‑free measurements support comparability, PAT alignment, and comprehensive data packages for IND, BLA, and technical transfer documentation. FDA guidance on potency and advanced therapy CMC encourages mitigating variability in starting materials and the use of in‑process analytics early and throughout development to ensure robust process understanding and control. LumaCyte’s laboratory and data services enable early, standardized cellular insights using advanced analytics, supporting strong regulatory assurance strategies and improving the quality, consistency, and comparability of regulatory submissions.

How quickly can results be delivered?

Initial results are typically available within days to weeks, with timelines driven by study scope, sample volume, sample diversity, and modeling requirements.

Can you help troubleshoot a difficult or variable process?

Yes. Our predictive variability and early divergence analyses identify subtle shifts in cellular response that precede observable process failure or performance loss. By resolving how cells respond to biological inputs, process conditions, and manufacturing stresses, we help pinpoint when and where variability is emerging across development or production. These insights provide developers with a clear, data‑driven starting point for root cause investigation, process refinement, and control strategy adjustments, reducing trial‑and‑error and accelerating resolution of complex or unstable processes.

Do you offer ongoing or program‑level support?

Absolutely. Our team remains engaged throughout the program with regular working meetings, continuous data updates, and expert scientific interpretation. This ensures stakeholders stay aligned and informed while supporting consistent decision making across single‑phase studies, multi‑phase development programs, and ongoing manufacturing efforts.

Let’s Move Your Program Forward Together

LumaCyte’s Laboratory & Biostatistical Modeling Services give teams the real‑time, whole‑cell intelligence and predictive modeling power needed to accelerate development, reduce variability, and build more reliable advanced therapeutics. Whether you’re optimizing a process, assessing starting material, or preparing for regulatory submission, our scientists deliver the clarity and confidence required to move forward with speed and precision.

Contact our team to discuss your project
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