Measuring content uniformity in low-dose tablets using near-infrared transmission analysis
Applications | 2022 | Thermo Fisher ScientificInstrumentation
Significance of the topic
Objectives and study overview
Methodology
Used instrumentation
Main results and discussion
Benefits and practical applications of the method
Future trends and potential uses
Conclusion
References
NIR Spectroscopy
IndustriesPharma & Biopharma
ManufacturerThermo Fisher Scientific
Summary
Near-Infrared Transmission for Content Uniformity in Low-Dose Tablets — Application Note Summary
Significance of the topic
- Content uniformity (CU) is a critical quality attribute for compressed tablets that ensures each unit delivers the intended dose. For low-dose formulations (<2% w/w API), reliable CU measurement is challenging but essential for patient safety and regulatory compliance.
- Rapid, non-destructive analytical methods that probe the entire tablet volume improve process control and reduce reliance on solvent-based, destructive techniques such as HPLC and titration.
Objectives and study overview
- Assess the capability of Fourier Transform Near-Infrared (FT-NIR) transmission spectroscopy to predict API concentration in low-dose tablets (~5 mg label claim, ~2% w/w API).
- Build and validate a calibration model that meets USP <905> content uniformity criteria and demonstrate precision and accuracy against a validated HPLC reference method.
- Evaluate practical factors affecting performance (sample presentation, repeatability) and quantify method performance metrics.
Methodology
- Samples: 149 calibration standards (synthetic and production) spanning ~50% to ~150% of label claim (~2.5 mg to 7.2 mg API). Validation set: 49 independent standards across the same range.
- Calibration strategy: Synthetic samples were intentionally prepared over an extended range to improve robustness and lower prediction error for the CU-relevant range around 100% label claim.
- Spectral acquisition: Transmission-mode FT-NIR; spectral region used ~8650 cm⁻¹ to 8880 cm⁻¹.
- Preprocessing: Second derivative spectra with a Norris smoothing filter (segment length = 11, gap = 10). No scattering correction applied (constant pathlength approach).
- Chemometrics: Partial Least Squares (PLS) regression. Four latent factors selected based on principal component spectra and PRESS behavior. Outlier screening used Chauvenet’s criterion.
- Reference: Validated HPLC assay used for method traceability and calibration target values.
Used instrumentation
- Thermo Scientific Antaris FT-NIR Analyzer (transmission mode). The application note references an older Antaris model and notes the availability of the Antaris II with improved speed and performance.
Main results and discussion
- Correlation between FT-NIR predictions and HPLC reference: Pearson correlation coefficient r = 0.9816, indicating strong linear agreement.
- Calibration and prediction errors: RMSEC = 0.168 (3.3% of label claim); RMSEP = 0.149 (2.9% of label claim). PRESS plot shape supported a reasonable model without overfitting.
- Model dimensionality: Four PLS factors provided signal-related variance without introducing noise contributions.
- Repeatability: Repeated measurements (same tablet measured six times without repositioning) on five tablets produced RSD < 1.0%.
- Practical considerations: Transmission sampling interrogates the full tablet volume and therefore offers better representation of API distribution than surface-limited reflection methods. However, tablet orientation, embossing, or stamping can affect transmitted signal; consistent presentation or method accommodation is necessary to control this variability.
- Regulatory fit: The validated set satisfied USP <905> content uniformity acceptance limits for this batch.
Benefits and practical applications of the method
- Non-destructive and solvent-free measurement enabling rapid throughput and reduced sample preparation compared with HPLC and titration.
- Whole-tablet interrogation via transmission improves representativeness for CU assessment, particularly for low-dose products where API heterogeneity is a concern.
- Fast implementation with minimal operator training; FT-NIR workflows can be integrated into QC laboratories and process analytical technology (PAT) frameworks.
- When combined with validated reference assays (HPLC), FT-NIR can provide robust routine screening and release testing, reducing the number of destructive assays required.
Future trends and potential uses
- Instrument advances (higher speed, improved detectors and optics) will further lower noise, enabling more reliable quantification at even lower API loadings.
- Enhanced chemometric strategies: improved preprocessing (adaptive scattering corrections), variable selection, and machine-learning algorithms could yield smaller prediction errors and increased robustness to tablet presentation variability.
- Integration into PAT and real-time release testing workflows for continuous manufacturing, enabling inline or at-line CU monitoring.
- Combined modality measurements (simultaneous transmission and reflection) and imaging approaches may provide richer information on coating, surface defects, and internal distribution for comprehensive quality assessment.
- Standardization of calibration transfer and validation protocols to support multicenter implementations and lifecycle management of NIR models.
Conclusion
- Transmission FT-NIR using the Antaris FT-NIR platform demonstrated accurate and precise prediction of API concentration in low-dose tablets, with strong agreement to a validated HPLC reference and performance metrics consistent with USP <905> acceptance criteria for the tested batch.
- Key strengths include whole-tablet interrogation, fast non-destructive analysis, and low repeatability error (RSD <1%). Attention to sample presentation and robust calibration spanning an extended concentration range are essential for reliable CU models.
- Overall, FT-NIR transmission is a practical, high-value tool for CU assessment in low-dose tablet manufacturing and QA/QC operations.
References
- United States Pharmacopeia. Chapter <905> Content Uniformity.
- United States Pharmacopeia. Chapter <1119> Near Infrared Spectroscopy.
- Thermo Fisher Scientific. Antaris FT-NIR Analyzer application note (AN51389, 0522) and product documentation.
Content was automatically generated from an orignal PDF document using AI and may contain inaccuracies.
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