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3.4 Crude Protein by Near Infrared Reflectance SpectroscopyReference: Scope: Basic Principle: Equipment: Reagents: Safety Precautions:
Procedure:
Comments:
Calculations: Quality Control: An acceptable average standard deviation among replicated analyses for crude protein using reference methods ranges from about ±0.10 for samples with 10% CP to ±0.20 for samples with 20% CP, which results in warning limits (2s) ranging from ±0.20 to 0.40 and control limits (3s) ranging from ±0.30 to 0.60. Quality control for NIR analysis involves monitoring the accuracy of both the instrument and the calibration equation. Instrument diagnostics should be run and recorded weekly, after instrument warm-up, to insure that maximum response, wavelength accuracy and repeatability are within acceptable manufacturer's tolerances. For example, for NIRSystems model 6250 and 6500 instruments, maximum response should be between 55000 and 58000 (adjust if below 51000), suggested wavelength error should be less than 0.5 times currently observed error (restandardize if observed error is too large) and root mean square corrected (RMSC) repeatability of multiple scans (32 revolution and 30 scans) should be less than 20 to 30 (correct problems if greater). Each manufacturer should provide acceptable performance specifications for their instrument, and often software is provided to monitor instrument accuracy. However, it is the responsibility of the operator to run the diagnostic software routinely and record the results a minimum of once a week. In addition to meeting specifications, instrument operation should be monitored by scanning a check sample (that has been sealed in a sample holder) each day and storing spectral data weekly. Daily results for each analysis (DM, CP, ADF, NDF, and minerals) should be plotted on an X-control chart and the chart should be examined for trends. Standard deviation (s) for the check sample can be established after 10 scans and should be substantially lower than acceptable standard deviations of duplicate reference method analyses (.10, .20, .35 and .60 for DM, CP, ADF, and NDF, respectively) because the same sample is being scanned. Results outside of ±2s upper and lower warning limits are evidence of problems with the analytical system. Results outside of ±3s upper and lower control limits are evidence of loss of control and no NIR analyses should be done without detecting and correcting the problem. Two consecutive analyses falling on one side of the mean between warning limits and control limits also indicate a loss of control. Monitoring the calibration equation consists of two tests that determine the existence of bias and unacceptable increases in standard error of prediction corrected for bias [SEP(C)]. Every 20 to 25th sample predicted by the NIR should be analyzed by the reference method used to develop the calibration equation (Note: Any bias or increased SEP(C) can be due to inaccuracies in NIR or differences in reference method analytical procedure). A continuous time chart of observed bias and SEP(C) should be plotted to observe trends. After nine (N) samples have been accumulated, analyze these samples by the reference method (A sample size of nine is a good compromise between the number of analyses required and the statistical accuracy desired for the confidence limits given below). Calculate the observed bias and SEP(C) using the equations given below. Determine the confidence limits for bias and SEP(C) based on the standard error of the calibration equation (SEC). If the SEP(C) of the nine samples is less than the SEP(C) limit and absolute value of the bias is less than the bias limit, the calibration equation is acceptable. If the SEP(C) of the nine samples is less than the SEP(C) limit but the absolute value of the bias exceeds the bias limit, the calibration equation may be corrected by adding the bias to the intercept of the calibration equation or to each value (bias adjustment) although recalibration is recommended. If both SEP(C) and bias exceed their limits, add samples to the calibration data set and recalibrate. NIR Quality Control Calculations: Di = Xi - Yi
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