COUNTERFEIT PARACETAMOL TABLET ANALYSIS AND ITS DISCRIMINATION USING FOURIER TRANSFORM INFRARED SPECTROSCOPY COUPLED WITH CHEMOMETRICS TECHNIQUES SITI NORATIKA BINTI AHMAD A dissertation submitted in partial fulfilment of the requirements for the award of degree of Master of Science (Forensic Science) Faculty of Science Universiti Teknologi Malaysia AUGUST 2018
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COUNTERFEIT PARACETAMOL TABLET ANALYSIS AND ITS
DISCRIMINATION USING FOURIER TRANSFORM INFRARED
SPECTROSCOPY COUPLED WITH CHEMOMETRICS
TECHNIQUES
SITI NORATIKA BINTI AHMAD
A dissertation submitted in partial fulfilment
of the requirements for the award of degree of
Master of Science (Forensic Science)
Faculty of Science
Universiti Teknologi Malaysia
AUGUST 2018
iii
This dissertation is especially dedicated to my late mother
Rosnah binti Bandu, father and siblings
iv
ACKNOWLEDGEMENT
All praise to the almighty Allah SWT and blessing be upon to His Prophet
SAW. First of all, I would like to say Alhamdulillah, for the health and strength at the
beginning until today. I would like to thank my father siblings and family who always
be my supporter. Here, I owe my deepest gratitude to my supervisor Dr. Naji Arafat
Mahat for his patience, words, knowledge, time and priceless effort in guiding me
throughout this research project. Without him, this project will incomplete. Deepest
thanks also to my co-supervisors Tuhfah Zahidah Shamsuddin for her supports and
advises.
A special thanks to all master forensic science lecturers for all the knowledge
and experience during finishing my course study. To all my MSCN batch 9 classmate
who always be by my side, it is a pleasure to know you all and lets prays for a better
future and stay strong no matter what happen. My sincere admiration and thanks to
my seniors, for the encouragements and guide. I would like to thank Puan Nurul Hajar,
Encik Zolkefli and Puan Ramlah for all the helps during my need.
Lastly, I would like to show my appreciation to Universiti Teknologi Malaysia
that provide all facilities to complete this project and to all of those who supported me
in any respect during completion of this project. This dissertation would not be
possible without guidance from those people.
v
ABSTRACT
Paracetamol tablet is a well-known over the counter medicine and is widely
available for consumers. For that reason, the originality of paracetamol tablets sold in
the market is questionable. Even though pharmaceutical measures for ensuring that the
manufactured medicines would comply fully with the standards were taken, cases
involving counterfeit paracetamol products have been increasingly reported
throughout the world. Hence, this present cross-sectional research which analysed
BRAND X 500 mg paracetamol tablets sampled from varying outlets of different
districts in Johor appears important for the relevant authorities to understand the
current status of authenticity of such product and also for consumer protection. In this
research, while the quality of samples was determined based on their active
pharmaceutical ingredient (API) amounts using validated High Performance liquid
chromatography (HPLC), their organisation and classification were done by Fourier
Transform Infrared Spectroscopy (FTIR) coupled with Principal Component Analysis
(PCA) and Linear Discriminant Analysis (LDA). Quality examination of the samples
indicated a variability in qualities; (1) in-range (475-525 mg), (2) lower than range
(324-466 mg) and (3) higher than range (532-598 mg). These indications were made
according to British Pharmacopoeia (2013) which stated that preparation of
paracetamol products must have 95-105% of paracetamol content. Despite being
categorically different in the amounts of paracetamol contents as well as districts and
outlets, PCA and LDA showed that all the samples were convoluted into a single
group, which supports the idea that all BRAND X 500 mg paracetamol tablet samples
in this present research may originate from a common source/manufacturer. However,
discrimination between the lower than range and the higher than range samples by
PCA and LDA (accountable for 91% of variances and 93% correct classification
respectively) had resulted in successful separation between them. Therefore, analysis
of BRAND X 500 mg paracetamol tablet samples and their discrimination prove to be
significant for providing empirically robust scientific evidence for the relevant
authorities to prevent increasing flooding of its counterfeit products especially in
Malaysia.
vi
ABSTRAK
Tablet parasetamol merupakan ubat terkenal yang boleh dibeli tanpa nasihat
doktor di kebanyakkan kedai, oleh kerana kewujudannya yang meluas dan mudah
didapati oleh pengguna menyebabkan keasliannnya dipersoalkan. Walaupun tindakan
farmaseutikal untuk memastikan ubat yang dihasilkan mematuhi standard yang di
tetapkan telah diambil, kes-kes berkaitan pemalsuan produk-produk parasetamol
dilaporkan semakin meningkat diseluruh dunia. Justeru itu, kajian keratan lintang ini
yang dijalankan untuk menganalisis tablet parasetamol 500 mg JENAMA X yang
disampel daripada pelbagai jenis kedai dan daerah yang berbeza di Johor adalah
penting bagi pihak berkuasa yang berkaitan memahami status terkini keaslian produk
tersebut dan juga untuk perlindungan pengguna. Dalam kajian ini, sementara kualiti
sampel ditentukan berdasarkan kandungan farmaseutikal aktif (API) menggunakan
kromatografi cecair berprestasi tinggi (HPLC), organisasi dan klasifikasi sampel
dilakukan menggunakan spektroskopi transformasian fourier inframerah (FTIR)
digandingkan dengan analisis komponen utama (PCA) dan analisis diskriminan linear
(LDA). Pemeriksaan kualiti sampel menunjukkan kepelbagaian dalam kualiti, iaitu (1)
dalam kelompok (475-525 mg), (2) rendah berbanding kelompok (324-466 mg) dan
tinggi berbanding kelompok (532-598 mg). Indikasi-indikasi tersebut dibuat
berpandukan British Pharmacopoeia (2013) yang menyatakan bahawa pembuatan
produk parasetamol haruslah mempunyai 95-105% kandungan parasetamol.
Walaupun berbeza secara kategori dari segi kandungan parasetamol serta daerah dan
kedai, analisis menggunakan PCA dan LDA menunjukkan bahawa kesemua sampel
berlingkar menjadi satu kumpulan (sama), seterusnya menyokong pandangan bahawa
tablet parasetamol 500 mg JENAMA X yang di sampel dalam kajian ini
berkemungkinan berasal daripada sumber/ pengilang yang sama. Namun, diskriminasi
antara sampel rendah berbanding kelompok dan sampel tinggi berbanding kelompok
menggunakan PCA dan LDA (membawa kepada 91% variasi dan 93% ketepatan
klasifikasi secara respektif) berjaya menghasilkan n pemisahan antara dua kelompok
tersebut. Oleh itu, analisis sampel 500 mg JENAMA X dan diskriminasinya adalah
terbukti penting untuk memberikan bukti saintifik emperik yang kukuh untuk
kegunaan pihak berkuasa yang berkaitan bagi mengelakkan peningkatan limpahan
produk-produk JENAMA X yang palsu terutamanya di Malaysia.
vii
TABLE OF CONTENTS
CHAPTER TITLE PAGE
DECLARATION ii
DEDICATION iii
ACKNOWLEDGEMENT iv
ABSTRACT v
ABSTRAK vi
TABLE OF CONTENTS vii
LIST OF TABLES x
LIST OF FIGURES xi
LIST OF ABBREVIATIONS xv
LIST OF SYMBOLS xvii
LIST OF APPENDICES xviii
1 INTRODUCTION
1.1 Background of Study 1
1.2 Problem Statements 3
1.3 Objective of Study 6
1.4 Scope of Study 6
1.5 Significance of Study 7
2 LITERATURE REVIEW
2.1 Counterfeit Medicines 8
2.2 The Quality Examination of Pharmaceutical 10
Products
viii
CHAPTER TITLE PAGE
2.3 History of Paracetamol 12
2.4 Quantitative Analysis of Paracetamol 14
2.5 Chemical Profiling of Paracetamol and 15
Pattern Recognition Techniques
3 MATERIALS AND METHODS
3.1 Materials 17
3.2 Methods
3.2.1 Experimental Design and Sampling 19
3.2.2 Determination of Paracetamol contents 21
in BRAND X 500 mg Paracetamol Tablets
3.2.2.1 Preparation of Standard and Sample 21
Pre-treatment
3.2.2.2 HPLC-UV Conditions 22
3.2.2.3 Method Validation 22
3.2.3 Chemical Profiling Using ATR-FTIR 23
3.2.4 Pattern Recognition Using PCA and LDA 24
4 RESULTS AND DISCUSSION
4.1 Analysis of Paracetamol in BRAND X 500 mg 25
Tablet Samples
4.1.1 Method Validation 25
4.1.2 Concentration of paracetamol in 29
BRAND X 500 mg Tablet Samples
4.2 Chemical Profiling of Samples by ATR-FTIR 34
4.3 Pattern Recognition Techniques 36
4.3.1 PCA 37
4.3.2 LDA 43
ix
CHAPTER TITLE PAGE
5 CONCLUSION AND RECOMMENDATIONS
5.1 Conclusion 49
5.2 Recommendations 50
REFERENCE 51
APPENDICES
Appendix A 60
Appendix B 65
x
LIST OF TABLES
TABLE NO. TITLE PAGE
3.1 List of instruments and software 17
3.2 List of laboratory ware and analytical apparatus 18
3.3 List of chemicals 18
4.1 Analytical figures of merit for HPLC-UV as 26
well as its precision, accuracy and recovery
for analysis of paracetamol amount in BRAND
X 500 mg Tablet samples
4.2 Mean of mass paracetamol contents in BRAND
X 500mg tablets sampled from varying outlets
of different districts in Johor 29
xi
LIST OF FIGURES
FIGURE NO. TITLE PAGE
1.1 The conceptual framework of this present research 5
2.1 Structure of paracetamol (Amado et al., 2017) 12
3.1 Ten districts of Johor, Malaysia (Google Maps) 20
(accessed by May 10, 2018, https://www.google.
com/maps/@2.036843,102.9765201,9z)
3.2 Flow chart of the overall research work 20
4.1 Calibration curve for paracetamol standard 27
(98% purity) in MeoH: H2O (7:3)
4.2 Representative chromatograms for (a) 1 µg/mL 28
Paracetamol standard (98% purity) and (b) a
sample of BRAND X 500 mg paracetamol tablet
(20 µg/mL) from the Convenient Store A in Kota
Tinggi Johor using C18 column.
4.3 Number of BRAND X 500 mg paracetamol 31
tablet samples that contained the appropriate
as well as the lower and higher ranges of
paracetamol contents across (a) all the districts
in Johor and (b) varying types of outlets.
xii
FIGURE NO. TITLE PAGE
4.4 Distribution (%) of BRAND X 500 mg 33
paracetamol tablet samples that contained the
appropriate as well as the lower and higher
ranges of paracetamol content in (a) Pharmacy A,
(b) Petrol Station A and (c) Convenience Store A
that prevailed in all the districts in Johor.
4.5 Representative overlay of ATR-FTIR spectra of 34
Paracetamol standard (98% purity) with that of
the sample of BRAND X 500 mg paracetamol
table t obtained from a local grocery shop 3 in
Kota Tinggi Johor.
4.6 The overlay of ATR-FTIR spectra for all the 35
60 samples of BRAND X 500 mg paracetamol
tablets included in the analysis.
4.7 The spectra for BRAND X 500 mg paracetamol 36
Tablet samples (a) before and (b) after pre-
processing.
4.8 Explain variance for principal component analysis 37
Of the BRAND X 500 mg paracetamol tablet
Samples using the first two principal components
(PC1 and PC2).
xiii
FIGURE NO. TITLE PAGE
4.9 Two -dimensional principal component analysis 39
Score plot of the entire BRAND X 500 mg
Paracetamol tablet samples using the first two
principal components (PC1 and PC2)
categorized into higher than range, in-range
and lower than range. PC1 and PC2 were
accountable for 87% variances in the dataset.
4.10 Two -dimensional principal component analysis 40
score plot of the entire BRAND X 500 mg
paracetamol tablet samples using the first
two principal components (PC1 and PC2)
categorized by districts in Johor. PC1 and PC2
were accountable for 87% variances in
the dataset.
4.11 Two -dimensional principal component analysis 41
score plot of the entire BRAND X 500 mg
paracetamol tablet samples using the first two
principal components (PC1 and PC2) categorized
by the varying types of outlets. PC1 and PC2
were accountable for 87% variances in the dataset.
xiv
FIGURE NO. TITLE PAGE
4.12 Two -dimensional principal component analysis 42
score plot of the BRAND X 500 mg paracetamol
tablet samples using first two principal components
(PC1 and PC2) clustered by higher than range and
lower than range of paracetamol content alone.
4.13 Two -dimensional linear discriminant functions 44
scores of the entire BRAND X 500 mg paracetamol
tablet samples
4.14 Two -dimensional linear discriminant functions 45
scores of the entire BRAND X 500 mg paracetamol
tablet samples based on the ten different districts
of Johor.
4.15 Two -dimensional linear discriminant functions 46
scores of the entire BRAND X 500 mg paracetamol
tablet samples based on varying types of outlets
4.16 Two-dimensional linear discriminant functions 47