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Smokeless Tobacco Sub-Group
Technical Report
2012 Collaborative Study on Humectants
February 2015
Author:
Gene Gillman, Ph.D.
Enthalpy Analytical, U.S.A.
Co-Author and Sub-Group Secretary:
Karl Wagner, Ph.D.
Altria Client Services, Inc., U.S.A.
Statistical Analysis:
Alexander Hauleithner
Japan Tobacco, Inc., R&D Ökolab, Austria
STS-CTR 2012 Collaborative Study on Humectants – February 2015 2/39
Table of Contents
1. Summary 3
2. Introduction 3
3. Organisation 4
3.1 Participants 4
3.2 Protocol 4
4. Data – Summary Descriptive Statistics 5
5. Data – Statistical Analysis 5
5.1 Exclusion of Outliers 5
5.2 Calculation of Repeatability and Reproducibility 6
6. Data Interpretation 7
7. Recommendations 10
APPENDIX A: Study Protocol 11
APPENDIX B: Data – Descriptive Statistics 16
APPENDIX C: Raw Data Plots 18
APPENDIX D: Mandel’s h Plots 23
APPENDIX E: Mandel’s k Plots 30
APPENDIX F: Raw Data for Homogeneity Study1 37
APPENDIX G: Homogeneity Testing and Study Data 38
STS-CTR 2012 Collaborative Study on Humectants – February 2015 3/39
1. Summary
In 2012, the CORESTA Smokeless Tobacco Sub-Group (STS) conducted a collaborative study
for the determination of 1,2-propylene glycol (propylene glycol or PG) and glycerol (Gly) in
smokeless tobacco products. The objective of this study was to evaluate the suitability of the
following CORESTA Recommended Methods (CRMs) for the determination of PG and Gly in
smokeless tobacco products:
• CRM Nº 60: Determination of 1,2-Propylene Glycol and Glycerol in Tobacco and
Tobacco Products by Gas Chromatography (2nd edition)
• CRM Nº 61: Determination of 1,2-Propylene Glycol, Glycerol and Sorbitol in
Tobacco and Tobacco Products by High Performance Liquid Chromatography
(HPLC) (2nd edition)
These CRMs were originally developed with tobacco and did not include smokeless tobacco
products. The current study included two CORESTA Reference Products (CRPs) and three
commercial smokeless tobacco products. Twenty laboratories participated in this study, although
not all laboratories evaluated both methods. Method performance was assessed by calculating
repeatability (r) and reproducibility (R). The r &R results demonstrated that an acceptable level
of variability was observed for both methods. %R values for both methods ranged from
approximately 8% to 23%. However, sample heterogeneity was found to be significant factor in
the interlaboratory reproducibility (R) observed in this collaborative study. The GC-FID method
gave an average %R of 18.7% and 17.8% for PG and Gly, respectively, while the HPLC method
gave an average %R of 13.2% and 23.3% for PG and Gly, respectively. On average, the GC-FID
method yielded slightly lower variability than the HPLC method. As was demonstrated
previously with tobacco, the GC-FID method yielded slightly lower results for smokeless tobacco
products than the HPLC method. On average, PG was 6.4 % lower by GC-FID as compared to
HPLC. A similar trend was also seen for Gly with the values 5% lower by GC-FID as compared
to HPLC.
2. Introduction
In 2010, the CORESTA STS conducted a collaborative study that included the four CRPs and
five commercial smokeless tobacco products. This study was referred to as 2010 Collaborative
and Proficiency Study and included humectants (PG, sorbitol and Gly), nitrates, ammonia,
benzo[a]pyrene, moisture, and a group of trace elements. The purpose of this study was to
calculate the repeatability and reproducibility for each method in order to help prioritize CRM
development within the STS. Participants were directed to use CRM Nº 61 for the determination
of humectants. CRM Nº 61 was originally developed for tobacco and did not include smokeless
tobacco products.
After evaluating the results from the 2010 study, the STS decided to conduct a collaborative study
in 2012 where the participants were requested to use either CRM Nº 60 or CRM Nº 61 for the
determination of PG and Gly in smokeless tobacco products. The intent of this second study was
to calculate repeatability and reproducibility and then update both CRMs to include smokeless
tobacco products.
Data analysis was performed following the statistical model provided by ISO 5725-2 (1994)
(“Basic method for the determination of repeatability and reproducibility of a standard
measurement method”). The raw data were obtained from 20 laboratories. Laboratories were
requested to conduct three replicate determinations; however, not all laboratories provided data
using both CRMs. Analyte yields were reported in units of percent (%). Results were reported on
an as-is basis.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 4/39
3. Organisation
3.1 Participants
A list of the participating laboratories is provided in Table 1. The laboratories are listed in
alphabetical order. The numerical laboratory codes used in this report do not correspond to the
same order as the table below. Not all laboratories provided data for all analytes or both methods.
Laboratory codes that have either a “GC” or “LC” suffix denote GC-FID (CRM Nº 60) or HPLC
(CRM Nº 61), respectively.
Table 1. List of Participating Laboratories
Participants
Altria Client Services, Inc.
Arista Laboratories, Europe
Arista Laboratories, United States
British American Tobacco, Southampton
Essentra Scientific Services
Global Laboratory Services
ITC Limited, ITC R&D Centre
Imperial Tobacco Group, Reemtsma
Imperial Tobacco Group, Seita
Japan Tobacco LTRC
KG ASL-Analytik Service Labor GmbH & Co.
KT&G Research Institute
Labstat International, ULC
Landewyck group
Microbac Laboratories, Inc., Wilson Division
Poeschl Tabak GmbH & Co. KG
RJ Reynolds Tobacco Company
Swedish Match Northern Europe
Swisher International, Inc.
Zhengzhou Tobacco Research Institute of China National Tobacco Corp.
3.2 Protocol
Participants were requested to procure the CRPs from North Carolina State University. The three
commercial products, samples A, B and C, were produced by Swedish Match Northern Europe.
Sample identification and descriptions are shown in Table 2. Prior to distribution, samples A and
B were ground to a smaller particle size than is typical of the product styles. Due to the finer
particle size of sample C, it was distributed without further grinding. Each sample was
thoroughly mixed to ensure homogeneity prior to distributing 100 gram quantities to each
participating laboratory. Homogeneity testing was conducted on these samples by one of the
participating labs as a means to understand the variability in the test samples. The results of the
homogeneity testing are discussed in Section 6, Data Interpretation. Participants were directed to
place the samples in the freezer upon receipt. Samples were thawed at room temperature for at
least 2 hours before use. Samples were stored in the refrigerator after the initial thawing.
Additional details are provided in the study protocol in Appendix A.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 5/39
Table 2. Sample Identification
Sample Sample Description Contains PG Contains Gly
Sample A American style moist snuff yes no
Sample B American style loose leaf chewing tobacco yes yes
Sample C Swedish style snus - loose tobacco yes yes
CRP 1 Swedish style snus pouch yes no
CRP 4 American style loose leaf chewing tobacco no yes
4. Data – Summary Descriptive Statistics
Tables of the descriptive statistics are provided in Appendix B and the raw data plots are provided
in Appendix C. The data are provided on an as-is basis without any correction for moisture. Not
all samples contained both humectants. Specifically, CRP 4 does not contain added PG and
Sample A and CRP 1 do not contain added Gly; therefore, raw data plots are not provided for
these samples.
5. Data – Statistical Analysis
The statistical analysis was conducted following the recommendations given in ISO 5725-2
(1994). This analysis included outlier detection followed by calculation of repeatability (r) and
reproducibility (R). The statistical analysis is described in greater detail in sections 5.1 and 5.2.
5.1 Exclusion of Outliers
Graphical outlier detection was performed following the recommendations of ISO 5725-2 (1994).
Mandel’s h is used to assess the interlaboratory consistency and Mandel’s k is used to assess the
intralaboratory consistency. Both Mandel’s h and Mandel’s k plots were calculated with 0.95
straggling and 0.99 outlying limits. The Mandel’s h plots and the Mandel’s k plots are given in
Appendices D and E, respectively. Due to scatter of the data, the lower straggling and outlying
limits may be negative (e.g. Mandel’s k plot for Sample A, PG, GC-FID). As described above,
plots are not provided for the samples that do not contain the specific humectant. Outliers
detected with Mandel’s h and Mandel’s k plots were not removed prior to calculation of r & R
because the graphical methods are more likely to detect outliers and lead to excessive data
exclusion, as compared to the numerical methods.
Numerical outlier detection was conducted following the recommendations of ISO 5725-2 (1994).
The decision on straggling (0.95) and outlying (0.99) data were made using Grubbs’ outlier
(single iteration) and Cochran’s tests (multiple iterations). The results for Grubbs’ and Cochran’s
outlier detection methods are presented in Tables 3 and 4, respectively. All numerical outliers
were removed from further analyses while stragglers were retained.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 6/39
Table 3. Results for Grubbs’ Outlier Test for PG and Gly
GC-FID (CRM Nº 60) HPLC (CRM Nº 61)
Humectant/ Product Outliers Lab # Outliers Lab # P
G
Sample A 7 (straggler) ---
Sample B 20 (straggler) ---
Sample C --- ---
CRP 1 16 (outlier) ---
CRP 4 NA NA
Gly
Sample A NA NA
Sample B --- ---
Sample C --- ---
CRP 1 NA NA
CRP 4 --- ---
The “---“ symbol indicates that no stragglers or outliers were detected.
“NA” indicates that the sample does not contain the humectant.
Table 4: Results for Cochran’s Outlier Test for PG and Gly
GC-FID (CRM Nº 60) HPLC (CRM Nº 61)
Humectant/ Product
1st Iteration
Outliers Lab #
2nd
Iteration Outliers Lab #
3rd
Iteration Outliers Lab #
ǂ
1st Iteration Outliers
Lab # ǂ
PG
Sample A 11 (outlier) 6 (outlier) --- 14 (straggler)
Sample B 20 (straggler) --- --- ---
Sample C 16 (outlier) --- --- 14 (straggler)
CRP 1 14 (outlier) 8 (straggler) --- ---
CRP 4 NA NA NA NA
Gly
Sample A NA NA NA NA
Sample B --- --- --- ---
Sample C 11 (outlier) 1 (outlier) 16 (straggler) 14 (outlier)
CRP 1 NA NA NA NA
CRP 4 --- --- --- ---
1. The “ǂ” symbol indicates that additional iterations of Cochran’s did not identify stragglers or outliers.
2. The “---“ symbol indicates that no stragglers or outliers were detected.
3. “NA” indicates that the sample does not contain the humectant.
5.2 Calculation of Repeatability and Reproducibility
After removal of outlying data based on numerical data consistency methods (Grubbs’ test,
Cochran’s test), the final repeatability and reproducibility (r & R) results were calculated. The r &
R results for GC-FID (CRM Nº 60) are shown in Table 5 while the r & R results for HPLC (CRM
Nº 61) are shown in Table 6.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 7/39
Table 5: Repeatability (r) and Reproducibility (R) with GC-FID (CRM Nº 60)
Sample
Number of Labs
1
Mean (%)
sr sR r R %R P
G
Sample A 15 0.969 0.0073 0.0446 0.020 0.125 12.9
Sample B 17 0.714 0.0118 0.0643 0.033 0.180 25.2
Sample C 16 3.351 0.0207 0.1643 0.058 0.460 13.7
CRP 1 14 2.754 0.0609 0.2266 0.171 0.634 23.0
CRP 4 NA2 NA
2 -- -- -- -- --
Gly
Sample A NA2 NA
2 -- -- -- -- --
Sample B 17 2.346 0.0456 0.1550 0.128 0.434 18.5
Sample C 14 2.742 0.0452 0.1455 0.126 0.407 14.8
CRP 1 NA2 NA
2 -- -- -- -- --
CRP 4 16 3.822 0.1407 0.2759 0.394 0.772 20.2
1. The number of laboratory data sets remaining after removal of outliers (Grubbs’test, Cochran’s test).
2. The sample did not contain the humectant listed.
Table 6: Repeatability (r) and Reproducibility (R) with HPLC (CRM Nº 61)
Sample Number of Labs
1
Mean (%)
sr sR r R %R
PG
Sample A 7 1.064 0.0227 0.0418 0.0640 0.117 11.0
Sample B 7 0.809 0.0123 0.0465 0.0350 0.130 16.1
Sample C 7 3.489 0.0200 0.1022 0.0560 0.286 8.2
CRP 1 7 2.751 0.0993 0.1696 0.2780 0.475 17.3
CRP 4 NA2 NA
2 -- -- -- -- --
Gly
Sample A NA2 NA
2 -- -- -- -- --
Sample B 7 2.504 0.0182 0.2010 0.0510 0.563 22.5
Sample C 6 2.855 0.0094 0.2343 0.0260 0.656 23.0
CRP 1 NA2 NA
2 -- -- -- -- --
CRP 4 7 4.004 0.0945 0.3500 0.2650 0.980 24.5
1. The number of laboratory data sets remaining after removal of outliers (Grubbs’ test and Cochran’s test).
2. The sample did not contain the humectant listed.
6. Data Interpretation
The values of repeatability (r) and reproducibility (R) are shown for GC-FID (CRM Nº 60) in
Table 5 and for HPLC (CRM Nº 61) in Table 6. These tables also include values for %R for each
sample; which range from approximately 8% to 25%. It was not possible to identify any clear
trends in the r and R values versus concentration, probably due to heterogeneity of the samples
used in this study. On average, the GC-FID method yielded lower variability as compared to the
HPLC method (Table 7). The GC-FID method gave average %R values of 18.7% and 17.8% for
PG and Gly, respectively while the HPLC method gave average %R values of 13.2% and 23.3%
for PG and Gly, respectively.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 8/39
In addition to lower variability, the GC-FID method (CRM Nº 60) also yielded slightly lower
results as compared to the HPLC method (CRM Nº 61). These results are shown in Table 7. On
average, PG was 6.4 % lower by GC-FID as compared to HPLC. A similar trend was also seen
for Gly with the values 5% lower by GC-FID as compared to HPLC. The difference between the
GC-FID and HPLC methods has been previously demonstrated in the 2007 Routine Analytical
Chemistry (RAC) collaborative study on the determination of PG and Gly in tobacco1.
Table 7: Summary Comparison of CRM Nº 60 and CRM Nº 61 Results
CRM Nº 60 CRM Nº 61 % Difference
between Methods
1 Sample
Mean (%)
%R Mean (%)
%R
PG
Sample A 0.969 12.9 1.064 11.0 9.3
Sample B 0.714 25.2 0.809 16.1 12.5
Sample C 3.351 13.7 3.489 8.2 4.0
CRP 1 2.754 23.0 2.751 17.3 -0.1
Average 18.7 13.2 6.4
Gly
Sample B 2.346 18.5 2.504 22.5 6.5
Sample C 2.742 14.8 2.855 23.0 4.0
CRP 4 3.822 20.2 4.004 24.5 4.7
Average 17.8 23.3 5.1
1. ((CRM Nº 61 − CRM Nº 60) / (Average of CRM Nº 61 and CRM Nº 60)) X 100
The current study data were compared to the 2007 RAC Study1. This comparison is summarized
in Tables 8 and 9 for GC-FID and HPLC, respectively. In the 2007 RAC study, the GC-FID
method (CRM-60) gave an average %R of 13.2% and 17.5% for PG and Gly, respectively while
the HPLC method (CRM-61) gave an average %R of 28.6% and 13.8% for PG and Gly,
respectively. On average, the same level of variability is seen in both the 2007 RAC study and the
current study. It is important to note that efforts were made to prepare homogenous samples for
both the RAC study and the current study in order to reduce sample heterogeneity effects on
overall method variability. CRP 1 and CRP 4 are exceptions as these samples were not further
homogenized before distribution.
1 CORESTA Technical Report on 2007 Joint Experiments to Update Repeatability and Reproducibility Statistics for:
CORESTA Recommended Method 60, Determination of 1,2 Propylene Glycol and Glycerol in Tobacco Products by
Gas Chromatography CORESTA Recommended Method 61, Determination of 1,2 Propylene Glycol and Glycerol in
Tobacco Products by High Performance Liquid
STS-CTR 2012 Collaborative Study on Humectants – February 2015 9/39
Table 8: Repeatability (r) and Reproducibility (R) from 2007 RAC Study - GC-FID
(CRM Nº 60)1
Sample
Mean (%)
r R %R
PG
Sample 1 0.4040 0.0190 0.0580 14.4
Sample 2 1.1810 0.0290 0.2040 17.3
Sample 3 2.0110 0.0280 0.2100 10.4
Sample 4 3.3030 0.0730 0.3600 10.9
Gly
Sample 1 0.5840 0.0320 0.1780 30.5
Sample 2 1.3650 0.0480 0.1830 13.4
Sample 3 2.1590 0.0940 0.2760 12.8
Sample 4 3.3610 0.1450 0.4440 13.2
Table 9: Repeatability (r) and Reproducibility (R) from 2007 RAC Study - HPLC
(CRM Nº 61)1
Sample
Mean (%)
r R %R
PG
Sample 1 0.4240 0.0500 0.2300 54.2
Sample 2 1.2360 0.0540 0.3900 31.6
Sample 3 2.0720 0.0930 0.4690 22.6
Sample 4 3.4350 0.0750 0.2040 5.9
Gly
Sample 1 0.5580 0.0370 0.1310 23.5
Sample 2 1.4250 0.0590 0.1550 10.9
Sample 3 2.3070 0.0230 0.2450 10.6
Sample 4 3.5550 0.0700 0.3690 10.4
While efforts were taken to prepare homogenous samples in the current study, sample
heterogeneity may have been a significant factor in the variability observed. In order to
understand the effect of sample homogeneity on the reproducibility values seen in this study, a
separate homogeneity study was undertaken. The homogeneity study was conducted by
removing 100 g portions of samples A, B and C from the bulk samples before they were
portioned for distribution. These 100 g samples were sent to one of the participating laboratories
for homogeneity analysis by the HPLC method (CRM-61).
This laboratory removed 10 independent tobacco aliquots from each sample, for analysis. Each of
these aliquots were extracted and the prepared samples were analyzed in duplicate (Appendix F).
The % RSD for the replicate analyses for PG were 2.84% and 4.97% for samples A and B,
respectively, and the % RSD for Gly were 5.88% and 4.60% for samples B and C, respectively.
A comparison of the homogeneity data versus the larger study results are shown graphically in
Appendix G. Sample B was not tested for PG and sample C was not tested for Gly. The
variability found in the samples was almost as great as the variability seen between labs. These
results suggest that sample heterogeneity was a significant factor in the interlaboratory
reproducibility (R) observed in the current collaborative study
STS-CTR 2012 Collaborative Study on Humectants – February 2015 10/39
7. Recommendations
In 2012, the CORESTA Smokeless Tobacco Sub-Group conducted a collaborative study for the
determination of PG and Gly in smokeless tobacco products using CRM Nº 60 and CRM Nº 61.
The overall level of variability for smokeless tobacco products seen in this study is similar to the
2007 RAC study for ground tobacco samples. The results for the current study showed similar
intra-laboratory and inter-laboratory variability for both tobacco and smokeless tobacco products
which also indicates that this method is appropriate for the analysis of both tobacco and smokeless
tobacco products. No evidence was found for any smokeless tobacco related method
interferences.
This report was discussed at the CORESTA STS meeting held in Quebec, Canada on October 11,
2014. The STS agreed that both CRM Nº 60 and CRM Nº 61 are fit for use for the determination
of PG and Gly in smokeless tobacco products and that the scopes of both CRMs should be
updated to include smokeless tobacco products.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 11/39
APPENDIX A: Study Protocol
SMOKELESS TOBACCO SUB- GROUP
2012 Collaborative Study for the
Chemical Analysis of Humectants
Humectants Protocol
May, 2012
Author: Amy Walker
Confidentiality Notice: All data in this Collaborative Study should be handled in the strictest of confidence by all
participating laboratories.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 12/39
1. Introduction
In November 2008, the CORESTA Scientific Commission recommended that a smokeless tobacco Sub-
Group be established. At their 2010 January meeting, an analyte survey was conducted and reviewed. The
reasons given for respondents’ chosen rankings were regulation, process control, research on potential
carcinogenic compounds and to improve current methodologies for consistency. The Sub-Group decided
that metals, B(a)P, humectants, ammonia, nitrates and moisture would be the analytes studied in the spring
of 2010.
Upon review of the data, the STS decided further studies were necessary to determine if homogeneity
testing would explain the large variations in various smokeless products.
2. Objective
The objectives of this small collaborative study are:
To perform homogeneity testing on all samples with goal being to improve “R” values.
(Performed by Eurofins, Sweden)
Evaluate the performance of CRM 60 (GC/FID) and CRM 61 (HPLC) to measure Propylene
Glycol and Glycerol in various smokeless products
Assess the suitability of CRM 60 and CRM 61 to measure Propylene Glycol and Glycerol in
smokeless tobacco products by evaluating the repeatability and reproducibility of both methods
If current CRMS are not acceptable, then altered versions or new base methods will be drafted. The study
will be performed by a number of laboratories (see participant list section 4).
3. Time schedule
NCST – North Carolina State University
AH – Alexander Hauleithner, JTI, Austria,
AW-Amy Walker, Global Laboratory Services
A ctio n Who A ustria
11-Oct 11-Nov 11-Dec 12-Jan 12-Feb 12-M ar 12-Apr 12-M ay 12-Jun 12-Jul 12-Aug 12-Sep
Present draft method and protocol ASW
Confirm participants ASW
Protocol comments ASW
Dispatch samples to homogeneity lab Suppliers
Homogeneity testing Eurofins
Homogeneity report Eurofins
Review any final comments Participants 9-M ay
Dispatch samples to participants TBD
Analysis Participants
Data sent Participants
Organize data and send to AH ASW
Prepare draft report AH
Circulate report to sub group JB
Present results and conclusions ASW
STS-CTR 2012 Collaborative Study on Humectants – February 2015 13/39
4. Participating Laboratories
The following laboratories have kindly agreed to take part in the study:
Table 1: List of Participants
Participants
Altria Client Services (GC)
Arista laboratories, Europe (GC)
Arista labratories, US (both methods)
British American Tobacco, Southampton (GC)
British American Tobacco, (GC)
Filtrona (GC)
ITC (both methods)
Imperial Tobacco Group, Reemtsma (both methods)
Imperial Tobacco Group, SEITA (both methods)
Japan Tobacco (GC)
JTI Trier (both methods)
JTI-Okolab (GC)
Labstat International (GC)
Landewyck Group sàrl. (both methods)
Microbac (GC)
Philip Morris International R&D (GC)
Poschl (GC)
R.J. Reynolds Tobacco Company (both methods)
Sampoerna (both methods)
Swedish Match Northern Europe (HPLC)
Swedish Match North America(both methods)
Swisher International (both methods)
5. Samples
5.1 Selection
To evaluate the proposed methods by analyzing the CRP products #1 (pouched snus) and #4 (chewing
tobacco), a loose snus sample, a loose leaf sample, and American moist snuff sample which are all products
that contain added Propylene Glycol and/or Glycerol.
5.2 Supply
The samples will be distributed to participating laboratories around first of June, 2012. The CRP products
will need to be ordered from North Carolina State University.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 14/39
The contact information is listed below:
Karen Andres
NCSU Tobacco Analytical Services Lab
3709 Hillsborough Street Box 8604
Raleigh, NC 27607
919-513-1223 (Tel.)
515-7378 (Fax)
[email protected], www.tobacco.ncsu.edu/strp.html
The other remaining samples will be distributed by Swedish Match Northern Europe. Please send your
contact information to [email protected].
5.3 Receipt and Preparation
The samples shall be signed for immediately upon receipt and be stored in a freezer until the analyses are
performed. The preparation and sample-handling should be carried out according to Coresta Guide No 11
and the attached methods.
6. Analysis
6.1 Analytes
The following analyses should be performed by each participating laboratory.
Table 2: List of Analytes
Analyte Unit
1,2- Propylene Glycol (PG) mg/kg
Glycerol (Gly) mg/kg
6.2 Timing
The homogeneity analyses shall be performed between March 30th and April 30th.
The collaborative study is scheduled to begin the first of July 2012 and results reported two weeks
following.
6.3 Sampling
Each laboratory shall analyze two test portions and inject each extract twice for each sample. It is important
to start the analysis as soon as possible after the thawing, to avoid drying out the samples.
7. Data Reporting
All test results should be reported “as is” (with no correction for moisture content).
Each participating laboratory should perform each extraction in triplicate and inject each extract twice.
As well as the analytical results the following information shall be reported:
Comments from the operators on any deviation from the documented analytical procedure should
be reported in the comments column of the spreadsheet.
Information regarding any irregularities or disturbances during the measurement, reasons for any
missing results.
Results reported to three decimal places.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 15/39
8. Statistical analysis of the data
Statistical analysis of data will be carried out by Alexander Hauleithner, JTI Austria, as per ISO 5725.
9. Presentation of the results from the Collaborative study The draft report of the Collaborative study will be circulated approximately in August, 2012.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 16/39
APPENDIX B: Data – Descriptive Statistics
Sample A Sample B Sample C CRP 1 CRP 4
1
Method LAB Mean St Dev Mean St Dev Mean St Dev Mean St Dev Mean St Dev
1,2
- P
rop
yle
ne G
lyco
l [
%]
CRM 60 1GC 0.923 0.012 0.746 0.020 3.366 0.020 2.775 0.045 NA --
CRM 60 2GC 0.939 0.006 0.673 0.013 3.299 0.045 2.803 0.007 NA --
CRM 60 3GC 1.047 0.015 0.807 0.014 3.665 0.026 2.990 0.025 NA --
CRM 60 4GC 0.973 0.001 0.773 0.010 3.427 0.012 2.790 0.007 NA --
CRM 60 5GC 0.987 0.003 0.741 0.016 3.431 0.036 3.090 0.019 NA --
CRM 60 6GC 1.025 0.028 0.767 0.007 3.600 0.015 2.860 0.014 NA --
CRM 60 7GC 0.852 0.003 0.642 0.008 2.950 0.013 2.418 0.021 NA --
CRM 60 8GC 0.995 0.010 0.757 0.009 3.148 0.025 2.364 0.133 NA --
CRM 60 9GC 0.952 0.010 0.731 0.004 3.237 0.016 2.599 0.083 NA --
CRM 60 10GC 0.956 0.003 0.722 0.007 3.406 0.013 2.688 0.012 NA --
CRM 60 11GC 0.940 0.035 0.655 0.014 3.335 0.021 NA3
NA NA3 --
CRM 60 14GC 0.988 0.001 0.727 0.003 3.388 0.010 2.678 0.308 NA --
CRM 60 15GC 0.978 0.001 0.729 0.001 3.343 0.006 3.129 0.122 NA --
CRM 60 16GC 1.012 0.008 0.752 0.003 3.823 0.088 3.985 0.010 NA --
CRM 60 17GC 0.965 0.002 0.714 0.001 3.350 0.007 2.718 0.004 NA --
CRM 60 18GC 0.995 0.001 0.672 0.006 3.382 0.009 2.654 0.055 NA --
CRM 60 19GC 2 -- -- -- -- -- -- -- -- NA --
CRM 60 20GC 0.980 0.011 0.536 0.027 3.282 0.012 2.678 0.075 NA --
CRM 61 3LC 1.102 0.020 0.750 0.000 3.372 0.021 2.923 0.013 NA --
CRM 61 6LC 1.092 0.023 0.773 0.022 3.454 0.018 2.639 0.181 NA --
CRM 61 9LC 1.099 0.005 0.804 0.003 3.652 0.002 2.914 0.057 NA --
CRM 61 12LC 1.023 0.005 0.893 0.021 3.434 0.006 2.703 0.055 NA --
CRM 61 13LC 1.007 0.010 0.797 0.005 3.406 0.013 2.758 0.034 NA --
CRM 61 14LC 1.072 0.049 0.825 0.010 3.530 0.043 2.510 0.165 NA --
CRM 61 18LC 1.057 0.013 0.822 0.001 3.579 0.003 2.812 0.039 NA --
1. The sample did not contain PG.
2. The laboratory data were removed due to significant deviations from the CRM.
3. The laboratory did not report this sample.
4. The letters “GC” and “LC” indicate GC-FID (CRM Nº 60) and HPLC (CRM Nº 61), respectively.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 17/39
Sample A
1 Sample B Sample C CRP 1
1 CRP 4
Method LAB Mean St Dev Mean St Dev Mean St Dev Mean St Dev Mean St Dev
Gly
cero
l [%
]
CRM 60 1GC NA -- 2.373 0.051 2.633 0.143 NA
-- 4.051 0.371
CRM 60 2GC NA -- 2.482 0.050 2.798 0.023 NA -- 3.580 0.246
CRM 60 3GC NA -- 2.398 0.085 2.940 0.065 NA -- 3.847 0.063
CRM 60 4GC NA -- 2.278 0.042 2.785 0.009 NA -- 3.793 0.109
CRM 60 5GC NA -- 2.339 0.043 2.831 0.034 NA -- 3.837 0.012
CRM 60 6GC NA -- 2.697 0.025 3.353 0.035 NA -- 4.224 0.010
CRM 60 7GC NA -- 2.053 0.016 2.417 0.025 NA -- 3.447 0.206
CRM 60 8GC NA -- 2.228 0.062 2.459 0.070 NA -- 3.296 0.158
CRM 60 9GC NA -- 2.337 0.025 2.715 0.019 NA -- 3.894 0.140
CRM 60 10GC NA -- 2.231 0.015 2.749 0.054 NA -- 3.654 0.030
CRM 60 11GC NA -- 2.415 0.064 2.800 0.297 NA3 -- NA
3 --
CRM 60 14GC NA -- 2.371 0.015 2.790 0.007 NA -- 3.724 0.101
CRM 60 15GC NA -- 2.266 0.019 2.739 0.030 NA -- 4.034 0.204
CRM 60 16GC NA -- 2.585 0.017 2.853 0.108 NA -- 4.055 0.046
CRM 60 17GC NA -- 2.279 0.026 2.744 0.023 NA -- 3.975 0.033
CRM 60 18GC NA -- 2.184 0.029 2.805 0.025 NA -- 3.672 0.036
CRM 60 19GC 2
NA -- -- -- -- -- NA -- -- --
CRM 60 20GC NA -- 2.359 0.086 2.757 0.008 NA -- 4.075 0.310
CRM 61 3LC NA -- 2.213 0.033 2.573 0.013 NA -- 3.553 0.003
CRM 61 6LC NA -- 2.505 0.010 2.828 0.012 NA -- 3.891 0.028
CRM 61 9LC NA -- 2.881 0.004 3.289 0.009 NA -- 4.585 0.159
CRM 61 12LC NA -- 2.445 0.028 2.794 0.007 NA -- 4.293 0.030
CRM 61 13LC NA -- 2.419 0.016 2.820 0.011 NA -- 3.994 0.019
CRM 61 14LC NA -- 2.565 0.009 2.888 0.038 NA -- 3.758 0.186
CRM 61 18LC NA -- 2.502 0.003 2.824 0.002 NA -- 3.957 0.022
1. NA: The sample did not contain glycerol.
2. The laboratory data were removed due to significant deviations from the CRM.
3. The laboratory did not report this sample.
4. The letters “GC” and “LC” indicate GC-FID (CRM Nº 60) and HPLC (CRM Nº 61), respectively.
STS-CTR 2012 Collaborative Study on Humectants – February 2015 18/39
APPENDIX C: Raw Data Plots
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 19/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 20/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 21/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 22/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 23/39
APPENDIX D: Mandel’s h Plots
Note: GC and HPLC indicate the instrumental method used
Abbreviations: PG = 1,2-Propylene Glycol and Gly = Glycerol
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 24/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 25/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 26/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 27/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 28/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 29/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 30/39
APPENDIX E: Mandel’s k Plots
Note: GC and HPLC indicate the instrumental method used
Abbreviations: PG = 1,2-Propylene Glycol and Gly = Glycerol
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 31/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 32/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 33/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 34/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 35/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 36/39
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 37/39
APPENDIX F: Raw Data for Homogeneity Study1
Note: homogeneity testing was only conducted for the samples and analytes listed in the table
below.
Sample A Sample B Sample C Sample C
Replicate Propylene Glycol
(%) Glycerol
(%) Propylene Glycol
(%) Glycerol
(%)
1 1.063 2.473 3.224 2.696
2 1.051 2.059 3.306 2.803
3 1.065 2.241 3.567 3.019
4 1.030 2.259 3.535 2.982
5 0.993 2.605 3.477 2.930
6 1.099 2.276 3.271 2.742
7 1.080 2.368 3.492 2.919
8 1.108 2.194 3.598 2.983
9 1.104 2.177 3.583 2.945
10 1.088 2.348 3.300 2.734
11 1.066 2.310 3.281 2.731
12 1.086 2.432 3.363 2.829
13 1.044 2.449 3.740 3.107
14 1.056 2.248 3.667 3.040
15 1.020 2.443 3.712 3.085
16 1.096 2.269 3.232 2.727
17 1.036 2.468 3.506 2.934
18 1.067 2.478 3.511 2.980
19 1.089 2.363 3.616 2.997
20 1.076 2.561 3.215 2.741
Mean (%) 1.07 2.35 3.46 2.90
Standard Deviation
0.03 0.14 0.17 0.13
% RSD 2.84 5.88 4.97 4.60
1. 10 independent tobacco sample aliquots were removed for analysis. Each of these prepared samples was analyzed in duplicate
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 38/39
APPENDIX G: Homogeneity Testing and Study Data
STS-CTR Humectants in Smokeless Tobacco Products – February 2015 39/39