From Estimation to Measurement: Inline Refractive Index as PAT for protein concentration measurement in UF/DF & SP TFF

Bio reactor in microbiology laboratory.
Life Science
Liquid Measurements
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When protein concentration must be controlled tightly, estimates and delayed offline measurements can leave too much to chance. In this webinar, Vaisala Liquid Measurements Sales Manager Tamara Murusidze is joined by guest speaker Yik Lam, Senior Engineer at a leading biotechnology company, to show how inline refractive index measurement can bring real-time visibility to UF/DF and SPTFF processes.

In this webinar you'll get the combination of measurement expertise and real-world downstream process experience. Yik Lam brings hands-on knowledge from downstream purification development and manufacturing technology transfer, with a focus on harvest, normal flow filtration, and tangential flow filtration. He is also an author on peer-reviewed work evaluating the use of a Vaisala's Polaris refractometer as a PAT tool to monitor and control UF/DF and SPTFF operations at commercial scale.

Together, Tamara and Yik will discuss how inline RI in modern protein concentration processes can be a game-changer: processes are intensified, titers are higher, SPTFF is more widely used, and PAT expectations continue to grow. UF/DF and TFF remain high-risk steps for yield and quality, despite this, protein concentration is still often estimated, delayed, or operator-dependent.

UF/DF and SPTFF are increasingly expected to deliver tighter control, higher yield, and more robust process performance — but many teams still rely on offline measurements or inferred estimates to make critical concentration decisions. This webinar shows how inline refractive index measurement can make protein concentration visible while the process is still running, so decisions can be made when they still matter.

In this webinar, you will learn how to:

  • Understand the measurement gap in modern UF/DF and SPTFF processes, where concentration changes rapidly and traditional methods may be delayed or operator-dependent
     
  • See how inline RI measurement can support:
    • more accurate endpoint detection
    • improved yield and quality consistency
    • retentate homogeneity verification
    • earlier detection of process deviations and membrane fouling
    • more informed real-time decisions in UF/DF and SPTFF
       
  • Learn how RI differs from traditional concentration measurement methods and why it adds real value without adding unnecessary complexity
     
  • Explore approaches to buffer matrix compensation, including:
    • buffer-specific calibration for applications where the buffer remains stable
    • dual RI measurement concepts for applications where the buffer changes dynamically, such as diafiltration
       
  • Hear how refractometry has been used in published work as a process analytical technology for real-time monitoring and control of commercial-scale TFF operations using Vaisala inline process refractometers
     
  • Review practical implementation considerations, from R&D to GMP manufacturing, including calibration strategy, installation points, and integration options 
     
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Tamara Murusidze Vaisala

Tamara Murusidze is a Sales Manager for Liquid Measurement in the Global Life Science market at Vaisala. She supports biopharmaceutical and life science organizations in applying inline measurement technologies to improve process understanding, control, and efficiency. With over 15 years of experience in liquid analysis and process instrumentation, Tamara has held both technical and commercial roles across Europe. Prior to Vaisala, she served as Product Manager in the Liquid Analysis Division at Tecnova HT, specializing in inline concentration measurement using refractive index, ultrasound velocity, and optical methods, as well as viscosity, turbidity, and wastewater monitoring technologies. Tamara holds a Professional Master’s Degree in the Commercialization of Scientific Instruments from Aix-Marseille University and a degree in Electronics from the National Technical University of Ukraine (Kyiv Polytechnic Institute).

Yik Lam  Senior Engineer at Biogen

Yik Lam is a Senior Engineer in Technical Development at Biogen (Research Triangle Park, NC), with deep expertise in downstream purification development and technology transfer to manufacturing scale. His work focuses on non-chromatographic separation processes—including harvest, normal flow filtration (NFF), and tangential flow filtration (TFF/UF-DF)—as well as process automation and development of new downstream technologies. He is a co-author on Biogen’s 2023 paper examining UF/DF membrane performance for processing antisense oligonucleotides, reflecting his applied experience in scaling filtration-based unit operations for modern modalities.