LC-HRMS Data Processing Strategy for Reliable Sample Comparison Exemplified by the Assessment of Water Treatment Processes.

The behavior of micropollutants in water treatment is an important aspect in terms of water quality. Nontarget screening by liquid chromatography coupled to high-resolution mass spectrometry (LC-HRMS) offers the opportunity to comprehensively assess water treatment processes by comparing the signal heights of all detectable compounds before and after treatment. Without preselection of known target compounds, all accessible information is used to describe changes across processes and thus serves as a measure for the treatment efficiency. In this study, we introduce a novel LC-HRMS data processing strategy for the reliable classification of signals based on the observed fold changes. An approach for filtering detected features was developed and, after parameter adjustment, validated for its recall and precision. As proof of concept, the fate of 411 target compounds in a 0.1 μg/L standard mix was tracked throughout the data processing stages, where 406 targets were successfully recognized and retained during filtering. Potential pitfalls in signal classification were addressed. We found the recursive peak integration to be a key point for the reliable classification of signal changes across a process. For evaluating the repeatability, a combinatorial approach was conducted to verify the consistency of the final outcome using technical replicates of influent and effluent samples taken from an ozonation process during drinking water treatment. The results showed sufficient repeatability and thus emphasized the applicability of nontarget screening for the assessment of water treatment processes. The developed data processing strategies may be transferred to other research fields where sample comparisons are conducted.

[1]  M. Loos,et al.  Quantitative target and systematic non-target analysis of polar organic micro-pollutants along the river Rhine using high-resolution mass-spectrometry--Identification of unknown sources and compounds. , 2015, Water research.

[2]  B. Kasprzyk-Hordern,et al.  A review on emerging contaminants in wastewaters and the environment: current knowledge, understudied areas and recommendations for future monitoring. , 2015, Water research.

[3]  T. Ternes,et al.  Water analysis: emerging contaminants and current issues. , 2003, Analytical chemistry.

[4]  T. Knepper,et al.  Halogenated methanesulfonic acids: A new class of organic micropollutants in the water cycle. , 2016, Water research.

[5]  Martin Krauss,et al.  LC–high resolution MS in environmental analysis: from target screening to the identification of unknowns , 2010, Analytical and bioanalytical chemistry.

[6]  Coral Barbas,et al.  Method validation strategies involved in non-targeted metabolomics. , 2014, Journal of chromatography. A.

[7]  W. Schulz,et al.  Formation of Oxamic Acid During Drinking Water Treatment , 2015 .

[8]  R. Schwarzenbach,et al.  The Challenge of Micropollutants in Aquatic Systems , 2006, Science.

[9]  K. Kümmerer,et al.  General strategies to increase the repeatability in non-target screening by liquid chromatography-high resolution mass spectrometry. , 2016, Analytica chimica acta.

[10]  S. Snyder,et al.  Application of surrogates, indicators, and high-resolution mass spectrometry to evaluate the efficacy of UV processes for attenuation of emerging contaminants in water. , 2015, Journal of hazardous materials.

[11]  K. Kümmerer,et al.  Identification of phototransformation products of the antiepileptic drug gabapentin: Biodegradability and initial assessment of toxicity. , 2015, Water research.

[12]  Heinz Singer,et al.  Alleviating the reference standard dilemma using a systematic exact mass suspect screening approach with liquid chromatography-high resolution mass spectrometry. , 2013, Analytical chemistry.

[13]  Emma L. Schymanski,et al.  Nontarget Screening with High Resolution Mass Spectrometry in the Environment: Ready to Go? , 2017, Environmental science & technology.

[14]  Gregor Knopp,et al.  Elimination of micropollutants and transformation products from a wastewater treatment plant effluent through pilot scale ozonation followed by various activated carbon and biological filters. , 2016, Water research.

[15]  Wolfgang Schulz,et al.  A new approach to data evaluation in the non-target screening of organic trace substances in water analysis. , 2011, Chemosphere.

[16]  Thomas Letzel,et al.  Assessing Transformation Products of Chemicals by Non-Target and Suspect Screening − Strategies and Workflows Volume 2 , 2016 .

[17]  Malcolm J Reid,et al.  Statistical Variable Selection: An Alternative Prioritization Strategy during the Nontarget Analysis of LC-HR-MS Data. , 2017, Analytical chemistry.

[18]  Reza Aalizadeh,et al.  Extended Suspect and Non-Target Strategies to Characterize Emerging Polar Organic Contaminants in Raw Wastewater with LC-HRMS/MS. , 2015, Environmental science & technology.

[19]  I. Leito,et al.  Accounting for matrix effects of pesticide residue liquid chromatography/electrospray ionisation mass spectrometric determination by treatment of background mass spectra with chemometric tools. , 2011, Rapid communications in mass spectrometry : RCM.

[20]  Mira Petrovic,et al.  Polar pollutants entry into the water cycle by municipal wastewater: a European perspective. , 2006, Environmental science & technology.

[21]  W. Seitz,et al.  A survey on trace organic chemicals in a German water protection area and the proposal of relevant indicators for anthropogenic influences , 2017, Environmental Monitoring and Assessment.

[22]  Ki‐Hyun Kim,et al.  Occurrences and removal of pharmaceuticals and personal care products (PPCPs) in drinking water and water/sewage treatment plants: A review. , 2017, The Science of the total environment.

[23]  P. Howard,et al.  Identifying new persistent and bioaccumulative organics among chemicals in commerce. , 2010, Environmental science & technology.

[24]  Thomas Letzel,et al.  Non-target screening with high-resolution mass spectrometry: critical review using a collaborative trial on water analysis , 2015, Analytical and Bioanalytical Chemistry.

[25]  J. Fick,et al.  EU-wide monitoring survey on emerging polar organic contaminants in wastewater treatment plant effluents. , 2013, Water research.

[26]  Martin Krauss,et al.  Identification of novel micropollutants in wastewater by a combination of suspect and nontarget screening. , 2014, Environmental pollution.

[27]  C. Gagnon,et al.  Quantification of carbamazepine and atrazine and screening of suspect organic contaminants in surface and drinking waters. , 2011, Chemosphere.

[28]  Michael Neumann,et al.  Mind the Gap: Persistent and Mobile Organic Compounds-Water Contaminants That Slip Through. , 2016, Environmental science & technology.

[29]  Uwe Kunkel,et al.  Quaternary Triphenylphosphonium Compounds: A New Class of Environmental Pollutants. , 2015, Environmental science & technology.

[30]  C. Prasse,et al.  Spoilt for choice: A critical review on the chemical and biological assessment of current wastewater treatment technologies. , 2015, Water research.

[31]  Emma L. Schymanski,et al.  Strategies to characterize polar organic contamination in wastewater: exploring the capability of high resolution mass spectrometry. , 2014, Environmental science & technology.

[32]  F. Hernández,et al.  Current use of high-resolution mass spectrometry in the environmental sciences , 2012, Analytical and Bioanalytical Chemistry.

[33]  M. Junghans,et al.  How a complete pesticide screening changes the assessment of surface water quality. , 2014, Environmental science & technology.

[34]  W. Brack,et al.  Nontargeted detection and identification of (aromatic) amines in environmental samples based on diagnostic derivatization and LC-high resolution mass spectrometry. , 2017, Chemosphere.

[35]  K. Demeestere,et al.  Balancing the false negative and positive rates in suspect screening with high-resolution Orbitrap mass spectrometry using multivariate statistics. , 2015, Analytical chemistry.

[36]  Tom Fawcett,et al.  An introduction to ROC analysis , 2006, Pattern Recognit. Lett..

[37]  Uwe Kunkel,et al.  Development and validation of a generic nontarget method based on liquid chromatography - high resolution mass spectrometry analysis for the evaluation of different wastewater treatment options. , 2015, Journal of chromatography. A.

[38]  Emma L. Schymanski,et al.  Prioritizing Unknown Transformation Products from Biologically-Treated Wastewater Using High-Resolution Mass Spectrometry, Multivariate Statistics, and Metabolic Logic. , 2015, Analytical chemistry.

[39]  T. Ternes,et al.  Biodegradation of the artificial sweetener acesulfame in biological wastewater treatment and sandfilters , 2017, Water research.

[40]  D. A. Barry,et al.  Treatment of micropollutants in municipal wastewater: ozone or powdered activated carbon? , 2013, The Science of the total environment.

[41]  M. Jekel,et al.  Selection of organic process and source indicator substances for the anthropogenically influenced water cycle. , 2015, Chemosphere.

[42]  Christian Zwiener,et al.  Assessment of N-Oxide Formation during Wastewater Ozonation. , 2017, Environmental science & technology.

[43]  Emily Parry,et al.  Comparing targeted and non-targeted high-resolution mass spectrometric approaches for assessing advanced oxidation reactor performance. , 2016, Water research.