Related Experiment Video
Updated: Jan 23, 2026

Basics of Multivariate Analysis in Neuroimaging Data
Published on: July 24, 2010
Attribution of fentanyl analogue synthesis routes by multivariate data analysis of orthogonal mass spectral data
Lina Mörén1, Johanna Qvarnström1, Magnus Engqvist1
1FOI, Swedish Defence Research Agency, CBRN Defence & Security, SE 901 82, Umeå, Sweden.
Abstract:
Chemical attribution signatures (CAS) can be used to obtain useful forensic information and evidence from illicit drug seizures. A CAS is typically generated using hyphenated chemical analysis techniques and consists of a fingerprint of the by-products and additives present in a sample. Among other things, it can provide information on the sample's origin, its method of production, and the sources of its precursors. This work investigates the possibility of using multivariate CAS analysis to identify the synthetic methods used to prepare seized fentanyl analogues, independently of the analogues' acyl derivatization. Three chemists working in two labs synthesized three different fentanyl analogues, preparing each one in duplicate by six different routes. The final collection of analogues (96 samples) and two intermediates (16 + 32 samples) were analysed by GC-MS and UHPLC-HRMS, and the resulting analytical data were used for multivariate modelling. Independently of analogue structure, the tested fentanyls could be classified based on the method used in the first step of their synthesis. The multivariate model's ability to classify unknown samples was then evaluated by applying it to six new fentanyl analogues. Additionally, seized fentanyl samples was analysed and classified by the model.
Related Concept Videos
Analysis of Population Pharmacokinetic Data
How Data are Classified: Numerical Data
Quantitative data may be either discrete or continuous. All quantitative data that take on only specific numerical...
How Data are Classified: Categorical Data
Data are classified based on whether they are measurable or not. Categorical data cannot be measured; instead, it can be divided into categories. For example, if Y denotes a person's party affiliation, some examples of Y include...
Overview of Microsoft Excel as a Data Analysis Tool
Data Reporting and Recording
Data Collection I

