Data handling, interpretation of results and data collections
49
bulk of the heroin and other alkaloidal bases are retained in the aqueous phase
while extracting many of the alkaloidal-related amidic compounds into an orga-
nic phase. High-resolution capillary gas chromatograms of these extracts are typi-
cally quite complex and many analysts have found that visual comparison of the
overlaid chromatograms is the most efficient direct comparison method (see annex
II, tables 1 and 2, for a listing of many of the known alkaloidal compounds found
in heroin and cocaine).
B.
Interpretation of results
Irrespective of the equipment and software available in a laboratory carrying out,
or planning to carry out, impurity profiling, the results have to be interpreted care-
fully, taking all relevant considerations into account, including analytical impli-
cations of illicit processing and distribution, as well as those arising, for example,
from differences in storage conditions. Experience in the interpretation of profil-
ing results can only be built gradually, but good analytical skills and knowledge
of relevant chemistry are essential. In addition, for analytical results to be oper-
ationally useful, they have to be communicated in an adequate way to the request-
ing authority. The United Nations manual Drug Characterization/Impurity Profiling:
Background and Concepts [5] provides an overview of relevant practical aspects
related to the interpretation of results, addressing the following areas:
(a)
The significance of chemical similarities and differences between
drug samples;
(b)
Establishing specific links between two or more samples;
(c)
Establishing drug distribution patterns;
(d)
Identifying the source of drug samples:
(i)
Natural and semi-synthetic drugs;
(ii)
Synthetic drugs;
(e)
Identifying and characterizing the specific starting materials employed
in clandestine drug manufacture.
C.
Approach to setting up profiling data collections
As explained previously, the availability of appropriate databases is critical for
both types of comparison, case-to-case comparisons for evidential purposes and
retrospective comparisons for intelligence purposes. A recommended approach to
the compilation of a profiling data collection is as follows:
(a)
Generate a data bank of comparison data (i.e. analytical data plus any
appropriate physical data). (The samples used for generating compari-
50
Methods for impurity profiling of heroin and cocaine
son data will depend on the purpose of the profiling work: it will be
day-to-day casework samples for a programme focusing on case-to-case
comparisons or a collection of appropriate samples from known sources
for a focus on determining sample origin);*
(b)
Determine those data points collected within the data bank which have
statistically useful comparison value;
(c)
Develop a search algorithm to identify possible “matches”. (Typically
either a relational database or spread sheet program is utilized. A sim-
ple search algorithm using peak area ratios of two to four of the statis-
tically useful major components will keep the search times to a minimum
and may be sufficient for this work);
(d)
Develop an enhanced search algorithm to extend comparison to other
statistically useful data points to include trace alkaloid-related compo-
nents. (As a first step in developing a profiling programme, comparison
of trace impurity profiles can be carried out by visual superimposition
of chromatograms);
(e)
Develop and define a statistically defensible method for determining the
probability that “matches” are made correctly. (The use of a commer-
cially available statistical software program can greatly simplify this
process).
Any database should be periodically re-evaluated to identify obvious outliers and
to ensure its appropriateness for the intended purpose.
The process of building appropriate databases may be efficiently assisted by
the exchange of information and data, in a standardized form, between laboratories.
In conclusion, the methods and approaches published in this manual provide
guidance for the establishment of profiling programmes for heroin and/or cocaine.
As has already been noted, it is necessary for the analyst to understand exactly
how the impurity profiling results will be utilized and to know the precise nature
of all applicable requirements before attempting to set up an impurity profiling
programme and/or choosing the appropriate analytical methods. Irrespective of the
purpose, the importance of taking a comprehensive approach to profiling work
cannot be over emphasized.
*The accuracy of sample source assignments directly determines the limits of accuracy and quali-
ty of the profiling programme.
51
References
1. “Report of an expert group: the feasibility of using chemical characteristics for iden-
tifying sources of heroin and for tracking its movement in the illicit traffic, Hong Kong,
17-21 October 1977” (MNAR/8/1977).
2. “Report of the expert group to coordinate research on the physical and chemical
characteristics of heroin to trace its origin and movement in the illicit traffic”
(E/CN.7/1983/2/Add.4).
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seizures, Vienna, 30 November-2 December 1992”.
4. Official Records of the Economic and Social Council, 1996, Supplement No. 7
(E/1996/27), chap. XIV, resolution I (XXXIX).
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by National Law Enforcement Authorities and Drug Testing Laboratories (United
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