Chlorines Are Not Evenly Substituted in Chlorinated Paraffins: A Predicted NMR Pattern Matching Framework for Isomeric Discrimination in Complex Contaminant Mixtures
Abstract:Chlorinated paraffins (CPs) can be
mixtures of nearly a half-million
possible isomers. Despite the extensive use of CPs, their isomer composition
and effects on the environment remain poorly understood. Here, we
reveal the isomeric distributions of nine CP mixtures with single-chain
lengths (C
14/15
) and varying degrees of chlorination. The
molar distribution of C
n
H
2
n+
2
–m
Cl
… Show more
“…A recent study suggested that the first, second, and third carbons from an end of the chain and central carbons all have differing likelihood of chlorination. 19 Also, it has been known that chlorination occurs less likely to the neighbors of the carbon that is already chlorinated due to a steric effect, 20,21 which is also inferred by GC retention measurements for CP mixtures. 4,22 Nevertheless, in highly chlorinated CP mixtures, dichloro-substituted carbons and trichloromethyl groups have also been identified.…”
Section: Predictions Of Partition Coefficients For Congener Groups Umentioning
confidence: 89%
“…4,22 Nevertheless, in highly chlorinated CP mixtures, dichloro-substituted carbons and trichloromethyl groups have also been identified. 19,23 Since general rules for positions of Cl for CPs of different lengths and chlorination degree are still under investigation, we opted for the fully random and "one Cl per C" rules to generate congener sets for this work.…”
Section: Predictions Of Partition Coefficients For Congener Groups Umentioning
Chlorinated paraffins (CPs) are highly complex mixtures of polychlorinated <i>n</i>-alkanes with differing chain lengths and chlorination patterns. Knowledge on physicochemical properties of individual congeners is limited but needed to understand their environmental fate and potential risks. This work combines a sophisticated but time-demanding quantum chemically based method COSMO-RS and a fast-running fragment contribution approach to establish models to predict partition coefficients of a large number of short-chain chlorinated paraffin (SCCP) congeners. Molecular fragments of a length of up to C<sub>4</sub> in CP molecules were counted and used as explanatory variables to develop linear regression models for predicting COSMO-RS-calculated values. The resulting models can quickly provide COSMO-RS predictions for octanol–water (<i>K</i><sub>ow</sub>), air–water (<i>K</i><sub>aw</sub>), and octanol–air (<i>K</i><sub>oa</sub>) partition coefficients of SCCP congeners with an accuracy of 0.1–0.3 log units root mean squared errors (RMSE). The model predictions for <i>K</i><sub>ow</sub> agree with experimental values for individual constitutional isomers within 1 log unit. The ranges of partition coefficients for each SCCP congener group were computed, which successfully reproduced experimental log <i>K</i><sub>ow</sub> ranges of industrial CP mixtures. As an application of the developed approach, the predicted <i>K</i><sub>aw</sub> and <i>K</i><sub>oa</sub> were plotted to evaluate the bioaccumulation potential of each SCCP congener group.
“…A recent study suggested that the first, second, and third carbons from an end of the chain and central carbons all have differing likelihood of chlorination. 19 Also, it has been known that chlorination occurs less likely to the neighbors of the carbon that is already chlorinated due to a steric effect, 20,21 which is also inferred by GC retention measurements for CP mixtures. 4,22 Nevertheless, in highly chlorinated CP mixtures, dichloro-substituted carbons and trichloromethyl groups have also been identified.…”
Section: Predictions Of Partition Coefficients For Congener Groups Umentioning
confidence: 89%
“…4,22 Nevertheless, in highly chlorinated CP mixtures, dichloro-substituted carbons and trichloromethyl groups have also been identified. 19,23 Since general rules for positions of Cl for CPs of different lengths and chlorination degree are still under investigation, we opted for the fully random and "one Cl per C" rules to generate congener sets for this work.…”
Section: Predictions Of Partition Coefficients For Congener Groups Umentioning
Chlorinated paraffins (CPs) are highly complex mixtures of polychlorinated <i>n</i>-alkanes with differing chain lengths and chlorination patterns. Knowledge on physicochemical properties of individual congeners is limited but needed to understand their environmental fate and potential risks. This work combines a sophisticated but time-demanding quantum chemically based method COSMO-RS and a fast-running fragment contribution approach to establish models to predict partition coefficients of a large number of short-chain chlorinated paraffin (SCCP) congeners. Molecular fragments of a length of up to C<sub>4</sub> in CP molecules were counted and used as explanatory variables to develop linear regression models for predicting COSMO-RS-calculated values. The resulting models can quickly provide COSMO-RS predictions for octanol–water (<i>K</i><sub>ow</sub>), air–water (<i>K</i><sub>aw</sub>), and octanol–air (<i>K</i><sub>oa</sub>) partition coefficients of SCCP congeners with an accuracy of 0.1–0.3 log units root mean squared errors (RMSE). The model predictions for <i>K</i><sub>ow</sub> agree with experimental values for individual constitutional isomers within 1 log unit. The ranges of partition coefficients for each SCCP congener group were computed, which successfully reproduced experimental log <i>K</i><sub>ow</sub> ranges of industrial CP mixtures. As an application of the developed approach, the predicted <i>K</i><sub>aw</sub> and <i>K</i><sub>oa</sub> were plotted to evaluate the bioaccumulation potential of each SCCP congener group.
“…Third, the current work used randomly generated congeners from all Cl substitution patterns or excluding double and triple Cl substitutions to represent the congener composition of each CP congener group, but this is a first approximation. As more and more knowledge regarding Cl substitution patterns in the bulk CP mixtures is becoming available, 19,23,31 congener compositions used for the prediction of partition coefficients could be elaborated further.…”
Section: Resultsmentioning
confidence: 99%
“…A recent study suggested that the first, second, and third carbons from an end of the chain and central carbons all have differing likelihood of chlorination. 19 Also, it has been known that chlorination occurs less likely to the neighbors of the carbon that is already chlorinated due to a steric effect, 20,21 which is also inferred by GC retention measurements for CP mixtures. 4,22 Nevertheless, in highly chlorinated CP mixtures, dichloro-substituted carbons and trichloromethyl groups have also been identified.…”
Section: Predictions Of Partition Coefficients For Congener Groups Umentioning
confidence: 89%
“…4,22 Nevertheless, in highly chlorinated CP mixtures, dichloro-substituted carbons and trichloromethyl groups have also been identified. 19,23 Since general rules for positions of Cl for CPs of different lengths and chlorination degree are still under investigation, we opted for the fully random and "one Cl per C" rules to generate congener sets for this work.…”
Section: Predictions Of Partition Coefficients For Congener Groups Umentioning
Chlorinated paraffins (CPs) are highly complex mixtures of polychlorinated <i>n</i>-alkanes with differing chain lengths and chlorination patterns. Knowledge on physicochemical properties of individual congeners is limited but needed to understand their environmental fate and potential risks. This work combines a sophisticated but time-demanding quantum chemically based method COSMO-RS and a fast-running fragment contribution approach to establish models to predict partition coefficients of a large number of short-chain chlorinated paraffin (SCCP) congeners. Molecular fragments of a length of up to C<sub>4</sub> in CP molecules were counted and used as explanatory variables to develop linear regression models for predicting COSMO-RS-calculated values. The resulting models can quickly provide COSMO-RS predictions for octanol–water (<i>K</i><sub>ow</sub>), air–water (<i>K</i><sub>aw</sub>), and octanol–air (<i>K</i><sub>oa</sub>) partition coefficients of SCCP congeners with an accuracy of 0.1–0.3 log units root mean squared errors (RMSE). The model predictions for <i>K</i><sub>ow</sub> agree with experimental values for individual constitutional isomers within 1 log unit. The ranges of partition coefficients for each SCCP congener group were computed, which successfully reproduced experimental log <i>K</i><sub>ow</sub> ranges of industrial CP mixtures. As an application of the developed approach, the predicted <i>K</i><sub>aw</sub> and <i>K</i><sub>oa</sub> were plotted to evaluate the bioaccumulation potential of each SCCP congener group.
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