Guide to TRS100 Analytical Method Development
Guides | 2022 | Agilent TechnologiesInstrumentation
This guide addresses the critical need for rapid, non-destructive content uniformity testing in pharmaceutical solid dosage forms. Transmission Raman Spectroscopy (TRS), exemplified by the Agilent TRS100, enables whole‐tablet analysis without sample preparation, offering significant reductions in analysis time, consumables, solvent waste, and operational costs while improving throughput and sustainability.
The aim of this whitepaper is to outline a robust, data-driven workflow for developing quantitative TRS methods to regulatory standards, from feasibility through routine application. Key stages include feasibility assessment, calibration design via DoE, method validation against compendial criteria, regulatory submission strategy, and life-cycle management.
Raman spectroscopy provides molecular fingerprints via inelastic light scattering. Transmission geometry collects bulk‐through‐sample signal, contrasting with surface-biased back-scatter. TRS100 employs a 785 nm laser (≤650 mW) with adjustable spot sizes (2–8 mm) and interchangeable collection optics.
The Agilent TRS100 Transmission Raman Spectrometer features:
Feasibility scans demonstrated clear API peak visibility in coated tablets, powders, and capsules; aqueous solutions were less favorable. Spiking studies confirmed linear spectral response to API concentration. Calibration models built on centrally designed DoE (8–25 blends) achieved R² > 0.99 and RMSEP within prespecified acceptance limits (e.g., ±3% %LC). Robustness tests including compaction force variation and excipient supplier changes yielded stable predictions and identifiable Hotelling/Q-residual patterns. Inter-instrument and inter-day precision studies showed %RSD < 3%.
Key advantages of TRS100 methods include:
Advancements to watch include:
Transmission Raman Spectroscopy with the TRS100 instrument provides a validated, rapid, and environmentally sustainable alternative to conventional HPLC for content uniformity and assay testing. A systematic, QbD-inspired workflow covering feasibility, calibration, validation, submission, and lifecycle management enables successful regulatory approval and routine adoption.
RAMAN Spectroscopy
IndustriesManufacturerAgilent Technologies
Summary
Significance of Topic
This guide addresses the critical need for rapid, non-destructive content uniformity testing in pharmaceutical solid dosage forms. Transmission Raman Spectroscopy (TRS), exemplified by the Agilent TRS100, enables whole‐tablet analysis without sample preparation, offering significant reductions in analysis time, consumables, solvent waste, and operational costs while improving throughput and sustainability.
Objectives and Overview
The aim of this whitepaper is to outline a robust, data-driven workflow for developing quantitative TRS methods to regulatory standards, from feasibility through routine application. Key stages include feasibility assessment, calibration design via DoE, method validation against compendial criteria, regulatory submission strategy, and life-cycle management.
Fundamentals and Methodology
Raman spectroscopy provides molecular fingerprints via inelastic light scattering. Transmission geometry collects bulk‐through‐sample signal, contrasting with surface-biased back-scatter. TRS100 employs a 785 nm laser (≤650 mW) with adjustable spot sizes (2–8 mm) and interchangeable collection optics.
- Chemometrics: Multivariate techniques such as Partial Least Squares (PLS) and Principal Component Analysis (PCA) are essential to deconvolute overlapping spectral features and build quantitative models.
- Sample Design: A central composite or tailored DoE spanning API and excipient concentration ranges ensures robust calibration.
- Acquisition Parameters: Optimize laser power, exposure time, and accumulations to maintain signal below ~40 000 counts per acquisition. Monitor for fluorescence and photobleaching effects.
- Preprocessing: Typical workflow includes baseline correction (e.g., Whittaker), normalization (e.g., SNV or MSC), and mean centering. Latent variable selection should balance model complexity with predictive performance (avoid overfitting).
- Validation Strategy: Perform cross‐validation (RMSEC ≈ RMSECV) and test independent samples (RMSEP) across production lots, compaction forces, operators, and instruments to ensure accuracy, precision, specificity, linearity, range, and robustness per ICH Q2(R1) and USP <1225> criteria.
Used Instrumentation
The Agilent TRS100 Transmission Raman Spectrometer features:
- 785 nm diode laser, up to 650 mW, with user-selectable spot sizes (2, 4, 8 mm).
- Interchangeable collection optics (small, medium, large) for optimizing sampled volume.
- Integrated software for spectral acquisition control, chemometric preprocessing, multivariate modeling, and validation reporting.
Main Results and Discussion
Feasibility scans demonstrated clear API peak visibility in coated tablets, powders, and capsules; aqueous solutions were less favorable. Spiking studies confirmed linear spectral response to API concentration. Calibration models built on centrally designed DoE (8–25 blends) achieved R² > 0.99 and RMSEP within prespecified acceptance limits (e.g., ±3% %LC). Robustness tests including compaction force variation and excipient supplier changes yielded stable predictions and identifiable Hotelling/Q-residual patterns. Inter-instrument and inter-day precision studies showed %RSD < 3%.
Benefits and Practical Applications
Key advantages of TRS100 methods include:
- No sample destruction, solvents, or extensive sample prep.
- Rapid analysis (typically 10–60 s per tablet).
- Whole‐tablet bulk measurement ensures representative results.
- High throughput for routine quality control or PAT applications.
- Reduced regulatory submission risk by demonstrating equivalence to HPLC.
Future Trends and Potential Uses
Advancements to watch include:
- Integration of TRS in continuous manufacturing and real-time release testing (RTRT).
- Automated model maintenance and update via AI/ML algorithms.
- Expansion to complex formulations (multilayer tablets, gels, suspensions) and other dosage forms.
- Harmonization of regulatory guidance specific to TRS.
Conclusion
Transmission Raman Spectroscopy with the TRS100 instrument provides a validated, rapid, and environmentally sustainable alternative to conventional HPLC for content uniformity and assay testing. A systematic, QbD-inspired workflow covering feasibility, calibration, validation, submission, and lifecycle management enables successful regulatory approval and routine adoption.
References
- International Council for Harmonization. Q2(R1) Validation of Analytical Procedures.
- United States Pharmacopeia <1225> Validation of Compendial Procedures; <1039> Chemometrics; <858> Raman Spectroscopy.
- EMA Guideline on the Use of Near Infrared Spectroscopy for Analytical Procedures (2014).
Content was automatically generated from an orignal PDF document using AI and may contain inaccuracies.
Similar PDF
Supporting Continuous Manufacturing of Drug Products with Transmission Raman Spectroscopy
2025|Agilent Technologies|Applications
Application Note Pharmaceuticals Supporting Continuous Manufacturing of Drug Products with Transmission Raman Spectroscopy Fast at-line analysis using an Agilent TRS100 adds analytical insight to existing in-line PAT Author Julia Griffen Agilent Technologies, Inc. Abstract Continuous manufacturing (CM) of oral solid…
Key words
fette, fetteapi, apiraman, ramantuned, tunedtrs, trspat, patfine, fineosd, osdquick, quickmodel, modeltransmission, transmissionepat, epatuniformity, uniformitycontinuous, continuousnir
Agilent TRS100 Raman 
2020|Agilent Technologies|Brochures and specifications
Agilent TRS100 Raman Quantitative Pharmaceutical Analysis System Agilent TRS100 Raman – Streamlined Quality Control Fast – Test hundreds of intact tablets or capsules in minutes Simple – Quantify active pharmaceutical ingredients (APIs) and polymorphs in a single measurement Low cost…
Key words
trs, trstablets, tabletspolymorph, polymorphtnirs, tnirstablet, tabletssnmr, ssnmrcapsules, capsulestesting, testingapis, apisnear, nearhotspots, hotspotspolymorphs, polymorphsdevelopment, developmentapprovals, approvalsrich
Quantitative Analysis of Warfarin Tablets Containing Salt-Form Impurities Using Transmission Raman Spectroscopy
2019|Agilent Technologies|Applications
Application Note Content Uniformity, Assay and Identification Quantitative Analysis of Warfarin Tablets Containing Salt-Form Impurities Using Transmission Raman Spectroscopy Author Julia Griffen Agilent Technologies, Inc. Abstract This Application Note demonstrates the use of transmission Raman spectroscopy (TRS) for the quantification…
Key words
warfarin, warfarinclathrate, clathratesodium, sodiumlatent, latentpredicted, predictedforms, formstablets, tabletsvariables, variablesraman, ramanenhancer, enhancersalt, saltapi, apitransmission, transmissionamorphous, amorphousspectral
Quantification and Identity Testing of Soft Gel Capsules using Transmission Raman Spectroscopy
2021|Agilent Technologies|Applications
Application Note Biopharma/Pharma Quantification and Identity Testing of Soft Gel Capsules using Transmission Raman Spectroscopy Efficient and cost saving analytical technique requiring no sample preparation Authors Chris Welsby Julia Griffen Agilent Technologies, Inc. In collaboration with Bayer I+D, Alcalá de…
Key words
gel, gelcapsules, capsulesraman, ramantransmission, transmissionspectroscopy, spectroscopycontentqc, contentqctrs, trssoft, softpharmaceutical, pharmaceuticalapi, apiidentity, identitystrengths, strengthsuniformity, uniformitypls, plscalibration