Environmental Science & Technology
pubs.acs.org/est
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Figure 3. Overview of the number of features detected using GC-MS and LC-HRMS in ESI + modes after blank correction. The remaining features are
divided into different categories for both the Belgian (lower) and German (upper) parts of the North Sea (BPNS and GPNS, respectively) using a score
“unction.
he National Institute of Standards and Technology (NIST) databank
“version 2.4)” and the Kovats index. A compound was assumed to be
.dentified when the R-match was >800 and the Kovats index did not
differ by more than 50.
For the LC-HRMS, different active libraries (Environmental
Contaminant Biotransformation Pathway Resource (enviPath),“®
Aggregated Computational Toxicology (ACToR),** EPA Distributed
Structure—Searchable Toxicity (DSSTox),** EPA Toxicity Forecasting
“Toxcast),** NIST,”” Phenol-Explorer**) were used with a precursor
:olerance of 10 ppm. A score is calculated by the software based on the
‘ragmentation, mass error, isotope similarity, and retention time error.
T'he identification with the highest score is accepted as long as the score
>40 (out of 60), the isotope similarity >95%, and the mass error <5
ppm. For all identified compounds, an AI search was done with
Microsoft Copilot (accessed June 2025) to predict potential industrial
applications and identify the chemical family.
2.7. Data Availability
The RAW chromatographic data are available on Zenedo for the GC-
MS,“ LC-HRMS in ESI positive,“ and ESI negative modes.”
3. RESULTS AND DISCUSSION
3.1. Chemical Space
GC-amenable compounds were extracted using hexane and a
hexane:acetone (2:1) mixture, whereby the eluents of the
1exane fraction on a silica column were discarded. This
approach resulted in the elution (with hexane:acetone (2:1))
of a nonpolar to semipolar fraction (compounds with Kovats
index of approximately 1000—3300), which was kept for
analysis, while excluding very nonpolar compounds typically
interfering with the GC-MS analysis, such as lipids, alkanes, and
waxes, but also a part of the highly hydrophobic SVOCs
potentially present in the sample. LC-amenable compounds
were extracted with methanol, targeting polar to semipolar
compounds, with some overlap between the GC- and LC-
amenable fractions in the semipolar region. Surrogates were
selected based on differences in their physicochemical proper-
ties and were detected at retention times approximately located
at the beginning, middle, and end of the chromatogram (see
Supporting Information S4.4). However, the number of
surrogates could have been increased to better represent the
covered chemical space.
3.2. Feature Selection
Cor GC-MS, a total of 1252 features were identified after peak
picking. For the LC-HRMS screening, 17,454 and 14,687
features were detected in ESI positive (ESI +) and ESI negative
‘ESI —) modes. After lab and field blank correction, 248 (GC-
MS), 5077 (LC-HRMS ESI +), and 3,260 (LC-HRMS ESI —)
features were detected in the BPNS and 304 (GC-MS), 6325
“LC-HRMS ESI +), and 4507 (LC-HRMS ESI —) features were
detected in the GPNS, with the majority of the features present
in both study areas (Figure 3).
3.3. NTS-Driven Source Apportionment
For both study areas, the features were divided, using a score
function, into impact (OWF A/B for Belgium and OWF GE for
Germany), background (for both the BPNS and GPNS), and
high ref and ship ref (Figure 3 and Table S1). For the BPNS, a
distinction was made between OWF A and B, each of which
counted over eight samples per area. However, because the
GPNS counted six different OWFs, each with two to four
samples per farm, no distinction was made between the different
OWFSs, and the results were summarized as OWF GE. The
German high and ship refs were, for the same reason, also
merged into one category.
Jor the GC-amenable compounds detected in the BPNS, 186
in total were omnipresent in the study area (background
compounds); 53 were detected in at least one OWF, with 21
features in OWF A, 28 features in OWF B, and four features
detected in both OWFs. Of the remaining features, eight were
more abundantly detected in the high ref site, whereas only one
nttps://doi.org/10.1021/acs.est.5c17939
Environ. Sci. Technol. XXXX, XXX, XXX—-XXX