Advancing QCL-IR spectroscopy of proteins for DSP monitoring
Advancing QCL-IR spectroscopy of proteins for DSP monitoring
Disciplines
Chemistry (75%); Industrial Biotechnology (25%)
Keywords
-
Laser spectroscopy,
Bioprocess analytics,
Protein analysis,
Infrared Spectroscopy
The aim of this project is to advance laser-based IR spectroscopy methods for analysis of proteins as well as to apply and establish IR spectroscopy as a monitoring and quality control tool for studying downstream bioprocesses. Unique optical properties of quantum cascade laser (QCL) light sources enable novel approaches in IR spectroscopy. Due to the coherent nature of the QCL radiation, a laser- based Mach-Zehnder interferometer (MZI) can be implemented for parallel and independent acquisition of absorption and refraction index spectra of protein samples. Within the project, the robustness and limit of detection of the measurements will be improved by this new approach of spectra recording. These advancements allow expanding the capabilities of IR spectroscopy in qualitative and quantitative analysis of proteins. Subsequently, enabled by this progress in instrument design and performance, the developed MZI is employed to investigate individual bioprocess steps in the recombinant production of a model protein. In downstream bioprocessing, low levels of protein concentration have been prohibitive so far for employing IR spectroscopy for process monitoring. QCL-IR spectroscopy will be introduced as tool for structure-based product analytics at significant points along downstream bioprocessing (IB analytics, refolding kinetics, downstream chain analytics and heme incorporation kinetics) and utilized for characterization and quality control of the targeted unit operations. Changes in structure and activity of the intermediate products and the final protein are correlated and effects of systematically varied process parameters will be investigated. The successful realization of the project will establish a new QCL-IR toolbox for downstream bioprocess monitoring. The obtained data will be used for gathering process understanding to identify relationships between process parameters and product quality attributes as well as product quantity. Hybrid models, in which mechanistic and data-driven hypotheses are merged, will be formulated to gain new insights and provide model-based control for optimization of downstream unit operations.
This project was focused on laser-based infrared spectroscopy for process analytics in biotechnological production - more precisely in downstream processing. A fundamental challenge in downstream processing is to generate and/or establish the correct folding of bio-technologically produced proteins. State-of-the-art process analytical tools are currently not able to determine protein secondary structure rapidly and continuously. While conventional infrared spectroscopy is able to distinguish and quantify protein secondary structures it is generally neither sensitive nor robust enough for application in downstream processing. If the use of novel laser light sources can be leveraged to improve the performance of mid-IR laser spectroscopy sufficiently faster and more efficient biotechnological production can be enabled. For this purpose, this project leveraged the specific properties of infrared lasers: their high spectral power density and their coherence. Furthermore, a special focus was on methods to convert spectroscopic data into chemical information i.e. chemometrics. Specifically, methods for chemometric data evaluation using multivariate curve resolution - alternating least squares (MCR-ALS) were extended and improved. Combining improved infrared spectroscopy and data evaluation, within this project inline secondary structure determination in a key unit operation of downstream processing - product purification by preparative liquid chromatography - was demonstrated. Furthermore, leveraging improved data processing protein stability and denaturation could be studied even in presence of strongly absorbing media components. A fundamental improvement of infrared laser spectroscopy was the development of a balanced detection method that suppressed laser noise to a large degree. Infrared dispersion spectroscopy was also researched during this project. This method leverages the laser coherence to achieve a large dynamic range.
- Technische Universität Wien - 100%
Research Output
- 234 Citations
- 18 Publications
- 1 Datasets & models
-
2022
Title A mid-infrared lab-on-a-chip for dynamic reaction monitoring DOI 10.1038/s41467-022-32417-7 Type Journal Article Author Hinkov B Journal Nature Communications Pages 4753 Link Publication -
2022
Title Novel Mid-Infrared based Methods for Milk Analysis and Bioprocess Monitoring DOI 10.34726/hss.2022.61540 Type Other Author Akhgar C Link Publication -
2022
Title [Thursday 9:35 AM] Dabrowska, Alicja Development and Application of Mid-IR Dispersion Spectroscopy for Chemical Analysis in the Liquid-Phase Type PhD Thesis Author Alicja Dabrowska -
2022
Title Novel mid-infrared based methods for milk analysis and bioprocess monitoring Type PhD Thesis Author Christopher Karim Akhgar Link Publication -
2020
Title Mid-IR refractive index sensor for detecting proteins employing an external cavity quantum cascade laser-based Mach-Zehnder interferometer. DOI 10.1364/oe.403981 Type Journal Article Author Dabrowska A Journal Optics express Pages 36632-36642 Link Publication -
2020
Title Production of Active Recombinant Hyaluronidase Inclusion Bodies from Apis mellifera in E. coli Bl21(DE3) and characterization by FT-IR Spectroscopy DOI 10.3390/ijms21113881 Type Journal Article Author Schwaighofer A Journal International Journal of Molecular Sciences Pages 3881 Link Publication -
2020
Title The Next Generation of IR Spectroscopy: EC-QCL-Based Mid-IR Transmission Spectroscopy of Proteins with Balanced Detection DOI 10.1021/acs.analchem.0c01406 Type Journal Article Author Akhgar C Journal Analytical Chemistry Pages 9901-9907 Link Publication -
2024
Title Multivariate curve resolution -alternating least squares augmented with partial least squares baseline correction applied to mid-IR laser spectra resolves protein denaturation by reducing rotational ambiguity. DOI 10.1016/j.saa.2024.124228 Type Journal Article Author Schwaighofer A Journal Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy Pages 124228 -
2024
Title Mid-Infrared Dispersion Spectroscopy as a Tool for Monitoring Time-Resolved Chemical Reactions on the Examples of Enzyme Kinetics and Mutarotation of Sugars. DOI 10.1177/00037028241258109 Type Journal Article Author Dabrowska A Journal Applied spectroscopy Pages 982-992 -
2022
Title Mid-IR dispersion spectroscopy – A new avenue for liquid phase analysis DOI 10.1016/j.saa.2022.122014 Type Journal Article Author Dabrowska A Journal Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy Pages 122014 Link Publication -
2022
Title Application of Quantum Cascade Laser-Infrared Spectroscopy and Chemometrics for In-Line Discrimination of Coeluting Proteins from Preparative Size Exclusion Chromatography DOI 10.1021/acs.analchem.2c01542 Type Journal Article Author Akhgar C Journal Analytical Chemistry Pages 11192-11200 Link Publication -
2022
Title Broadband laser-based mid-infrared spectroscopy employing a quantum cascade detector for milk protein analysis DOI 10.1016/j.snb.2021.130873 Type Journal Article Author Dabrowska A Journal Sensors and Actuators B: Chemical Pages 130873 Link Publication -
2022
Title Fatty Acid Determination in Human Milk Using Attenuated Total Reflection Infrared Spectroscopy and Solvent-Free Lipid Separation DOI 10.1177/00037028211065502 Type Journal Article Author Akhgar C Journal Applied Spectroscopy Pages 730-736 -
2022
Title Laser-based mid-infrared spectroscopy enables in-line detection of protein secondary structure from preparative liquid chromatography DOI 10.1117/12.2609419 Type Conference Proceeding Abstract Author Akhgar C Link Publication -
2022
Title QCL–IR Spectroscopy for In-Line Monitoring of Proteins from Preparative Ion-Exchange Chromatography DOI 10.1021/acs.analchem.1c05191 Type Journal Article Author Akhgar C Journal Analytical Chemistry Pages 5583-5590 Link Publication -
2023
Title Laser-Based Mid-Infrared Spectroscopy for Monitoring Temperature-Induced Denaturation of Bovine Serum Albumin and De-/Stabilization Effects of Sugars. DOI 10.1021/acs.analchem.3c00489 Type Journal Article Author Rowlette J Journal Analytical chemistry Pages 6441-6447 -
2023
Title EC-QCL IR spectroscopy for the analysis of protein unfolding served with a topping of MCR-ALS or MCR-ALS-PLSR for the baseline-intolerant DOI 10.26434/chemrxiv-2023-47dzb Type Preprint Author Schwaighofer A -
2023
Title Infrared Spectroscopy for Structure Analysis of Protein Inclusion Bodies. DOI 10.1007/978-1-0716-2930-7_15 Type Journal Article Author Lendl B Journal Methods in molecular biology (Clifton, N.J.) Pages 209-223
-
2023
Link
Title Multivariate curve resolution -alternating least squares augmented with partial least squares baseline correction applied to mid-IR laser spectra resolves protein denaturation by reducing rotational ambiguity DOI 10.5281/zenodo.10259500 Type Database/Collection of data Public Access Link Link