characterization and classification of pharmaceutical

1
Abstract PCA Classification Summary Characterization and Classification of Pharmaceutical Tablet Coating by Laser Induced Breakdown Spectroscopy (LIBS) Laser Induced Breakdown Spectroscopy (LIBS) has emerged as an innovative tool for quantitative and qualitative elemental analysis in pharmaceutical research. The sampling process, laser ablation (LA), involves a high-power pulsed laser beam directed and focused onto a solid sample to convert a finite volume of the sample into excited vapor and aerosol constituents. As the plasma cools, the excited constituents relax to their ground state and emit light at characteristic wavelengths of the elements present. LIBS has several advantages including little to no sample preparation, fast measurement time, broad elemental coverage, and versatile sampling protocols. Herein, the potential use of LIBS for rapid characterization of tablet coatings will be illustrated. Firstly, the thickness and uniformity of the tablet coating, which has a significant effect on the coating performance, were assessed by LIBS. Additionally, the technique was used to locate contaminants on the coating, as well as to identify the specific elemental contaminants present. Further, principle component analysis (PCA) were utilized to discriminate among different samples and to visualize differences in tablet coatings. Lanfang Zou a , Yong Liu b , Brittany Kassim a , Xiaodong Bu a a Analytical Research & Development, Merck Research Laboratories, Rahway, NJ 07065, USA b Analytical Science, Merck Research Laboratories, West Point, PA 19486, USA Laser induced breakdown spectroscopy (LIBS) was demonstrated as a means for detecting and mapping elements on the pharmaceutical tablet coatings, which illustrates the coating information, including thickness, uniformity, contamination and classification. PCA exhibited a clear visual diagnosis of the different classes of samples and also provides a physical interpretation of the classification results. In addition, LIBS can be used as a standalone technique but also could be coupled with ICP-MS to quantify more difficult elements. Laser Ablation LIBS Spectrum of Coating and Core Acknowledgements: We would like to thank AR&D management for their continued support. We would also like to thank our collaborators for allowing us to be part of the investigations and stories. We look forward to many more future collaborations. Most coating may have various inorganic elements present as additives or impurities, such as Ti, Fe or Mg. These elements have clearly identifiable peaks in the LIBS emission spectrum. In our materials, Ti was identified as a tag element to represent the tablet coating and the Ti I emission line at 498.17 nm was selected. In contrast, there is no Ti in the core of tablets, allowing the ability to clearly distinguish between coating and core. The average Ti intensity from 16 different sites was plotted based on the laser pulse number. The signal was observed to change as the laser drilled through the tablet from the surface to the core. The intensity of first shot is high, then stays high for thirteen laser shots and eventually decreases as the laser penetrates the coating. The decrease in signal can be ascribed to the penetration of coating into the core. Micro Analysis 5 - 250 μm laser spot Bulk Analysis laser is operated in raster or line scan mode to ablate a larger area of the sample Depth Profiling ablate a single location with many laser pulses, each laser pulse represents characteristic information about the sample 2D Mapping lateral surface mapping of a sample 3D Mapping lateral surface + depth profile analysis Coating Thickness Coating Uniformity Coating Contamination Blue 1 Blue 2 Mini 1 Mini 2 Big 1 Big 2 The uniformity of the coating has a significant effect on the coating performance. Layer-by-layer chemical imaging is a novel strategy to provide important information on the elemental distribution of materials as a function of depth, which allows the direct visual observation of the uniformity of the coating thickness. The quick location and identification of contaminants on the tablet coating remains a great challenge despite the fast development of various analytical techniques in the pharmaceutical industry. LIBS provides a simple way to detect the location of contaminants. The spectrum differences between the locations with contaminants and without contaminants are very obvious. Because LIBS can perform micro analysis down to μm level, the exact location of the contaminants can be acquired. Moreover, LIBS can be used to generate 2D mapping for the contaminated area. Figure a displays the intensity map for Ti I 498.17 nm and Figure b shows the Fe I 495.76 nm intensity map for the region that was analyzed. Fe is main element in the contaminates. This provides a visual view of where the contaminants are and what elements they consist of. Principle component analysis (PCA) is one of the most extensively used multivariate statistical techniques in chemometrics. PCA can effectively reduce the high- dimensional LIBS data onto a lower dimensional coordinate system, in which the largest variance lies on the first axis and decreases thereafter for each successive axis. The first PC explains 72.7% of the total variance in the dataset. After incorporating the second and third PCs, this metric increase to 94.8%. The first three PC scores were plotted for LIBS analysis of three different classes of pharmaceutical tablets. Clearly, the tablets of each class tend to cluster together and are fairly well separated from the other classes. These results imply that LIBS spectra can provide vital information to routinely monitor pharmaceutical tablets as well as to distinguish different classes of tablets. MK-8931 tablet with Iron contamination Ti Fe

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Page 1: Characterization and Classification of Pharmaceutical

For Merck internal use only

Abstract

PCA Classification

Summary

Characterization and Classification of Pharmaceutical Tablet Coating by

Laser Induced Breakdown Spectroscopy (LIBS)

Laser Induced Breakdown Spectroscopy (LIBS) has

emerged as an innovative tool for quantitative and

qualitative elemental analysis in pharmaceutical

research. The sampling process, laser ablation (LA),

involves a high-power pulsed laser beam directed and

focused onto a solid sample to convert a finite volume

of the sample into excited vapor and aerosol

constituents. As the plasma cools, the excited

constituents relax to their ground state and emit light at

characteristic wavelengths of the elements present.

LIBS has several advantages including little to no

sample preparation, fast measurement time, broad

elemental coverage, and versatile sampling protocols.

Herein, the potential use of LIBS for rapid

characterization of tablet coatings will be illustrated.

Firstly, the thickness and uniformity of the tablet

coating, which has a significant effect on the coating

performance, were assessed by LIBS. Additionally, the

technique was used to locate contaminants on the

coating, as well as to identify the specific elemental

contaminants present. Further, principle component

analysis (PCA) were utilized to discriminate among

different samples and to visualize differences in tablet

coatings.

Lanfang Zoua, Yong Liu

b, Brittany Kassim

a, Xiaodong Bu

a

a Analytical Research & Development, Merck Research Laboratories, Rahway, NJ 07065, USA

b Analytical Science, Merck Research Laboratories, West Point, PA 19486, USA

Laser induced breakdown spectroscopy (LIBS) was

demonstrated as a means for detecting and mapping

elements on the pharmaceutical tablet coatings,

which illustrates the coating information, including

thickness, uniformity, contamination and

classification. PCA exhibited a clear visual diagnosis

of the different classes of samples and also provides

a physical interpretation of the classification results.

In addition, LIBS can be used as a standalone

technique but also could be coupled with ICP-MS to

quantify more difficult elements.

Laser Ablation

LIBS Spectrum of Coating and Core

Acknowledgements: We would like to thank AR&D

management for their continued support. We would also like

to thank our collaborators for allowing us to be part of the

investigations and stories. We look forward to many more

future collaborations.

Most coating may have various inorganic elements present

as additives or impurities, such as Ti, Fe or Mg. These

elements have clearly identifiable peaks in the LIBS

emission spectrum. In our materials, Ti was identified as a

tag element to represent the tablet coating and the Ti I

emission line at 498.17 nm was selected. In contrast, there

is no Ti in the core of tablets, allowing the ability to clearly

distinguish between coating and core.

The average Ti intensity from 16 different sites was

plotted based on the laser pulse number. The signal

was observed to change as the laser drilled through the

tablet from the surface to the core. The intensity of first

shot is high, then stays high for thirteen laser shots and

eventually decreases as the laser penetrates the

coating. The decrease in signal can be ascribed to the

penetration of coating into the core.

• Micro Analysis – 5 - 250 µm laser spot

• Bulk Analysis – laser is operated in

raster or line scan mode to ablate a

larger area of the sample

• Depth Profiling – ablate a single

location with many laser pulses, each

laser pulse represents characteristic

information about the sample

• 2D Mapping – lateral surface mapping

of a sample

• 3D Mapping – lateral surface + depth

profile analysis

Coating Thickness

Coating Uniformity

Coating Contamination

Blue 1

Blue 2

Mini 1

Mini 2

Big 1

Big 2

The uniformity of the coating has a significant effect on

the coating performance. Layer-by-layer chemical

imaging is a novel strategy to provide important

information on the elemental distribution of materials

as a function of depth, which allows the direct visual

observation of the uniformity of the coating thickness.

The quick location and identification of contaminants

on the tablet coating remains a great challenge

despite the fast development of various analytical

techniques in the pharmaceutical industry. LIBS

provides a simple way to detect the location of

contaminants. The spectrum differences between the

locations with contaminants and without contaminants

are very obvious. Because LIBS can perform micro

analysis down to μm level, the exact location of the

contaminants can be acquired.

Moreover, LIBS can be used to generate 2D mapping

for the contaminated area. Figure a displays the

intensity map for Ti I 498.17 nm and Figure b shows

the Fe I 495.76 nm intensity map for the region that

was analyzed. Fe is main element in the

contaminates. This provides a visual view of where the

contaminants are and what elements they consist of.

Principle component analysis (PCA) is one of the most

extensively used multivariate statistical techniques in

chemometrics. PCA can effectively reduce the high-

dimensional LIBS data onto a lower dimensional

coordinate system, in which the largest variance lies on

the first axis and decreases thereafter for each

successive axis.

The first PC explains 72.7% of the total variance in the

dataset. After incorporating the second and third PCs,

this metric increase to 94.8%. The first three PC scores

were plotted for LIBS analysis of three different classes

of pharmaceutical tablets. Clearly, the tablets of each

class tend to cluster together and are fairly well

separated from the other classes. These results imply

that LIBS spectra can provide vital information to

routinely monitor pharmaceutical tablets as well as to

distinguish different classes of tablets.

MK-8931 tablet with

Iron contamination

Ti Fe