Improved quantitation of short-chain carboxylic acids in human biofluids using 3-nitrophenylhydrazine derivatization and liquid chromatography with tandem mass spectrometry (LC-MS/MS)

Short-chain carboxylic acids (SCCAs) produced by gut microbial fermentation may reflect gastrointestinal health. Their concentrations in serum and urine are indicative of specific metabolic pathway activity; therefore, accurate quantitation of SCCAs in different biofluids is desirable. However, it i...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Journal of pharmaceutical and biomedical analysis 2022-11, Vol.221, p.115060-115060, Article 115060
Hauptverfasser: Valdivia-Garcia, Maria A., Chappell, Katie E., Camuzeaux, Stephane, Olmo-García, Lucía, van der Sluis, Verena Horneffer, Radhakrishnan, Shiva T., Stephens, Hannah, Bouri, Sonia, de Campos Braz, Lucia M., Williams, Horace T., Lewis, Matthew R., Frost, Gary, Li, Jia V.
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 115060
container_issue
container_start_page 115060
container_title Journal of pharmaceutical and biomedical analysis
container_volume 221
creator Valdivia-Garcia, Maria A.
Chappell, Katie E.
Camuzeaux, Stephane
Olmo-García, Lucía
van der Sluis, Verena Horneffer
Radhakrishnan, Shiva T.
Stephens, Hannah
Bouri, Sonia
de Campos Braz, Lucia M.
Williams, Horace T.
Lewis, Matthew R.
Frost, Gary
Li, Jia V.
description Short-chain carboxylic acids (SCCAs) produced by gut microbial fermentation may reflect gastrointestinal health. Their concentrations in serum and urine are indicative of specific metabolic pathway activity; therefore, accurate quantitation of SCCAs in different biofluids is desirable. However, it is often challenging to quantitate SCCAs since matrix effects, induced by the presence of a vast variety of other compounds other than SCCAs in complex biofluids, can suppress or enhance signals. Materials used for sample preparation may introduce further analytical challenges. This study reports for the first time a LC-MS/MS-based method to quantitate ten SCCAs (lactate, acetate, 2-hydroxybutyrate, propionate, isobutyrate, butyrate, 2-methylbutyrate, isovalerate, valerate and hexanoate) and evaluates the matrix effects in five human biofluids: serum, urine, stool, and contents from the duodenum and intestinal stoma bags. The optimized method, using 3-Nitrophenylhydrazone as a derivatization agent and a Charge Surface Hybrid reverse phase column, showed clear separation for all SCCAs at a concentration range of 0.1−100 µM, in a 10.5 min run without carry-over effects. The validation of the method showed a good linearity (R2 > 0.99), repeatability (CV ≤ 15%) assessed by intra- and inter-day monitoring. The lowest limit of detection (LLOD) was 25 nM and lowest limit of quantitation (LLOQ) was 50 nM for nine SCCA except acetate at 0.5 and 1 µM, respectively. Quantitative accuracy in all biofluids for most compounds was
doi_str_mv 10.1016/j.jpba.2022.115060
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2718960535</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0731708522004812</els_id><sourcerecordid>2718960535</sourcerecordid><originalsourceid>FETCH-LOGICAL-c356t-33eec17d1fa73d02d623d8b646f6c4fb0a8b98db86a0fc3f0051ca0507b2da9c3</originalsourceid><addsrcrecordid>eNp9kc1u1DAUhS0EokPhBVggL8siUzueOInEBo34qTQVi4LEzrqxncajxM7YzpT0xXg9HKWwZHWle8_5pHsOQm8p2VJC-fVxexwb2OYkz7eUFoSTZ2hDq5JlOd_9fI42pGQ0K0lVXKBXIRwJIQWtdy_RBeOU85qxDfp9M4zenbXCpwlsNBGicRa7FofO-ZjJDozFEnzjfs29kRikUQGnXTcNYHFjXNtPy2oKxt5jllkTvRs7bee-m5WHR2M1Vtqbc0I_rniwCvfmlHxYdt4NEN29h7Gb8YOJHY7prgc8QAg4jFom4KCjn_HVYZ_d3l3f3r1_jV600Af95mleoh-fP33ff80O377c7D8eMskKHjPGtJa0VLSFkimSK54zVTV8x1sud21DoGrqSjUVB9JK1i4JSSAFKZtcQS3ZJbpauSml06RDFIMJUvc9WO2mIPKSVjUnBSuSNF-l0rsQvG7F6M0AfhaUiKUwcRRLYWIpTKyFJdO7J_7UDFr9s_xtKAk-rAKdvjwb7UWQRluplfEpGaGc-R__D6POrIg</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2718960535</pqid></control><display><type>article</type><title>Improved quantitation of short-chain carboxylic acids in human biofluids using 3-nitrophenylhydrazine derivatization and liquid chromatography with tandem mass spectrometry (LC-MS/MS)</title><source>MEDLINE</source><source>Access via ScienceDirect (Elsevier)</source><creator>Valdivia-Garcia, Maria A. ; Chappell, Katie E. ; Camuzeaux, Stephane ; Olmo-García, Lucía ; van der Sluis, Verena Horneffer ; Radhakrishnan, Shiva T. ; Stephens, Hannah ; Bouri, Sonia ; de Campos Braz, Lucia M. ; Williams, Horace T. ; Lewis, Matthew R. ; Frost, Gary ; Li, Jia V.</creator><creatorcontrib>Valdivia-Garcia, Maria A. ; Chappell, Katie E. ; Camuzeaux, Stephane ; Olmo-García, Lucía ; van der Sluis, Verena Horneffer ; Radhakrishnan, Shiva T. ; Stephens, Hannah ; Bouri, Sonia ; de Campos Braz, Lucia M. ; Williams, Horace T. ; Lewis, Matthew R. ; Frost, Gary ; Li, Jia V.</creatorcontrib><description>Short-chain carboxylic acids (SCCAs) produced by gut microbial fermentation may reflect gastrointestinal health. Their concentrations in serum and urine are indicative of specific metabolic pathway activity; therefore, accurate quantitation of SCCAs in different biofluids is desirable. However, it is often challenging to quantitate SCCAs since matrix effects, induced by the presence of a vast variety of other compounds other than SCCAs in complex biofluids, can suppress or enhance signals. Materials used for sample preparation may introduce further analytical challenges. This study reports for the first time a LC-MS/MS-based method to quantitate ten SCCAs (lactate, acetate, 2-hydroxybutyrate, propionate, isobutyrate, butyrate, 2-methylbutyrate, isovalerate, valerate and hexanoate) and evaluates the matrix effects in five human biofluids: serum, urine, stool, and contents from the duodenum and intestinal stoma bags. The optimized method, using 3-Nitrophenylhydrazone as a derivatization agent and a Charge Surface Hybrid reverse phase column, showed clear separation for all SCCAs at a concentration range of 0.1−100 µM, in a 10.5 min run without carry-over effects. The validation of the method showed a good linearity (R2 &gt; 0.99), repeatability (CV ≤ 15%) assessed by intra- and inter-day monitoring. The lowest limit of detection (LLOD) was 25 nM and lowest limit of quantitation (LLOQ) was 50 nM for nine SCCA except acetate at 0.5 and 1 µM, respectively. Quantitative accuracy in all biofluids for most compounds was &lt; ±15%. In summary, this methodology has the advantages over other techniques for its simple and fast sample preparation and a high level of selectivity, repeatability and robustness for SCCA quantification. It also reduced interferences from the matrix or sample containers, making it ideal for use in high-throughput analyses of biofluid samples from large-scale studies. [Display omitted] •Improved LC-MS/MS-based quantitation of short-chain carboxylic acids.•Comprehensively evaluated matrix effects of human biofluids and intestinal content.•Optimized for high-throughput analyses of human biofluids from large-scale studies.</description><identifier>ISSN: 0731-7085</identifier><identifier>EISSN: 1873-264X</identifier><identifier>DOI: 10.1016/j.jpba.2022.115060</identifier><identifier>PMID: 36166933</identifier><language>eng</language><publisher>England: Elsevier B.V</publisher><subject>3-NPH ; Caproates ; Carboxylic Acids ; Chromatography, High Pressure Liquid - methods ; Chromatography, Liquid - methods ; Colostomy bag ; CSH ; Derivatization ; Humans ; Hydroxybutyrates ; Isobutyrates ; Lactates ; Ostomy pouch ; Phenylhydrazines ; Propionates ; Short chain fatty acids ; Tandem Mass Spectrometry - methods ; Valerates</subject><ispartof>Journal of pharmaceutical and biomedical analysis, 2022-11, Vol.221, p.115060-115060, Article 115060</ispartof><rights>2022</rights><rights>Copyright © 2022. Published by Elsevier B.V.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c356t-33eec17d1fa73d02d623d8b646f6c4fb0a8b98db86a0fc3f0051ca0507b2da9c3</citedby><cites>FETCH-LOGICAL-c356t-33eec17d1fa73d02d623d8b646f6c4fb0a8b98db86a0fc3f0051ca0507b2da9c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.jpba.2022.115060$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>315,782,786,3552,27931,27932,46002</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36166933$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Valdivia-Garcia, Maria A.</creatorcontrib><creatorcontrib>Chappell, Katie E.</creatorcontrib><creatorcontrib>Camuzeaux, Stephane</creatorcontrib><creatorcontrib>Olmo-García, Lucía</creatorcontrib><creatorcontrib>van der Sluis, Verena Horneffer</creatorcontrib><creatorcontrib>Radhakrishnan, Shiva T.</creatorcontrib><creatorcontrib>Stephens, Hannah</creatorcontrib><creatorcontrib>Bouri, Sonia</creatorcontrib><creatorcontrib>de Campos Braz, Lucia M.</creatorcontrib><creatorcontrib>Williams, Horace T.</creatorcontrib><creatorcontrib>Lewis, Matthew R.</creatorcontrib><creatorcontrib>Frost, Gary</creatorcontrib><creatorcontrib>Li, Jia V.</creatorcontrib><title>Improved quantitation of short-chain carboxylic acids in human biofluids using 3-nitrophenylhydrazine derivatization and liquid chromatography with tandem mass spectrometry (LC-MS/MS)</title><title>Journal of pharmaceutical and biomedical analysis</title><addtitle>J Pharm Biomed Anal</addtitle><description>Short-chain carboxylic acids (SCCAs) produced by gut microbial fermentation may reflect gastrointestinal health. Their concentrations in serum and urine are indicative of specific metabolic pathway activity; therefore, accurate quantitation of SCCAs in different biofluids is desirable. However, it is often challenging to quantitate SCCAs since matrix effects, induced by the presence of a vast variety of other compounds other than SCCAs in complex biofluids, can suppress or enhance signals. Materials used for sample preparation may introduce further analytical challenges. This study reports for the first time a LC-MS/MS-based method to quantitate ten SCCAs (lactate, acetate, 2-hydroxybutyrate, propionate, isobutyrate, butyrate, 2-methylbutyrate, isovalerate, valerate and hexanoate) and evaluates the matrix effects in five human biofluids: serum, urine, stool, and contents from the duodenum and intestinal stoma bags. The optimized method, using 3-Nitrophenylhydrazone as a derivatization agent and a Charge Surface Hybrid reverse phase column, showed clear separation for all SCCAs at a concentration range of 0.1−100 µM, in a 10.5 min run without carry-over effects. The validation of the method showed a good linearity (R2 &gt; 0.99), repeatability (CV ≤ 15%) assessed by intra- and inter-day monitoring. The lowest limit of detection (LLOD) was 25 nM and lowest limit of quantitation (LLOQ) was 50 nM for nine SCCA except acetate at 0.5 and 1 µM, respectively. Quantitative accuracy in all biofluids for most compounds was &lt; ±15%. In summary, this methodology has the advantages over other techniques for its simple and fast sample preparation and a high level of selectivity, repeatability and robustness for SCCA quantification. It also reduced interferences from the matrix or sample containers, making it ideal for use in high-throughput analyses of biofluid samples from large-scale studies. [Display omitted] •Improved LC-MS/MS-based quantitation of short-chain carboxylic acids.•Comprehensively evaluated matrix effects of human biofluids and intestinal content.•Optimized for high-throughput analyses of human biofluids from large-scale studies.</description><subject>3-NPH</subject><subject>Caproates</subject><subject>Carboxylic Acids</subject><subject>Chromatography, High Pressure Liquid - methods</subject><subject>Chromatography, Liquid - methods</subject><subject>Colostomy bag</subject><subject>CSH</subject><subject>Derivatization</subject><subject>Humans</subject><subject>Hydroxybutyrates</subject><subject>Isobutyrates</subject><subject>Lactates</subject><subject>Ostomy pouch</subject><subject>Phenylhydrazines</subject><subject>Propionates</subject><subject>Short chain fatty acids</subject><subject>Tandem Mass Spectrometry - methods</subject><subject>Valerates</subject><issn>0731-7085</issn><issn>1873-264X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kc1u1DAUhS0EokPhBVggL8siUzueOInEBo34qTQVi4LEzrqxncajxM7YzpT0xXg9HKWwZHWle8_5pHsOQm8p2VJC-fVxexwb2OYkz7eUFoSTZ2hDq5JlOd_9fI42pGQ0K0lVXKBXIRwJIQWtdy_RBeOU85qxDfp9M4zenbXCpwlsNBGicRa7FofO-ZjJDozFEnzjfs29kRikUQGnXTcNYHFjXNtPy2oKxt5jllkTvRs7bee-m5WHR2M1Vtqbc0I_rniwCvfmlHxYdt4NEN29h7Gb8YOJHY7prgc8QAg4jFom4KCjn_HVYZ_d3l3f3r1_jV600Af95mleoh-fP33ff80O377c7D8eMskKHjPGtJa0VLSFkimSK54zVTV8x1sud21DoGrqSjUVB9JK1i4JSSAFKZtcQS3ZJbpauSml06RDFIMJUvc9WO2mIPKSVjUnBSuSNF-l0rsQvG7F6M0AfhaUiKUwcRRLYWIpTKyFJdO7J_7UDFr9s_xtKAk-rAKdvjwb7UWQRluplfEpGaGc-R__D6POrIg</recordid><startdate>20221130</startdate><enddate>20221130</enddate><creator>Valdivia-Garcia, Maria A.</creator><creator>Chappell, Katie E.</creator><creator>Camuzeaux, Stephane</creator><creator>Olmo-García, Lucía</creator><creator>van der Sluis, Verena Horneffer</creator><creator>Radhakrishnan, Shiva T.</creator><creator>Stephens, Hannah</creator><creator>Bouri, Sonia</creator><creator>de Campos Braz, Lucia M.</creator><creator>Williams, Horace T.</creator><creator>Lewis, Matthew R.</creator><creator>Frost, Gary</creator><creator>Li, Jia V.</creator><general>Elsevier B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20221130</creationdate><title>Improved quantitation of short-chain carboxylic acids in human biofluids using 3-nitrophenylhydrazine derivatization and liquid chromatography with tandem mass spectrometry (LC-MS/MS)</title><author>Valdivia-Garcia, Maria A. ; Chappell, Katie E. ; Camuzeaux, Stephane ; Olmo-García, Lucía ; van der Sluis, Verena Horneffer ; Radhakrishnan, Shiva T. ; Stephens, Hannah ; Bouri, Sonia ; de Campos Braz, Lucia M. ; Williams, Horace T. ; Lewis, Matthew R. ; Frost, Gary ; Li, Jia V.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c356t-33eec17d1fa73d02d623d8b646f6c4fb0a8b98db86a0fc3f0051ca0507b2da9c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>3-NPH</topic><topic>Caproates</topic><topic>Carboxylic Acids</topic><topic>Chromatography, High Pressure Liquid - methods</topic><topic>Chromatography, Liquid - methods</topic><topic>Colostomy bag</topic><topic>CSH</topic><topic>Derivatization</topic><topic>Humans</topic><topic>Hydroxybutyrates</topic><topic>Isobutyrates</topic><topic>Lactates</topic><topic>Ostomy pouch</topic><topic>Phenylhydrazines</topic><topic>Propionates</topic><topic>Short chain fatty acids</topic><topic>Tandem Mass Spectrometry - methods</topic><topic>Valerates</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Valdivia-Garcia, Maria A.</creatorcontrib><creatorcontrib>Chappell, Katie E.</creatorcontrib><creatorcontrib>Camuzeaux, Stephane</creatorcontrib><creatorcontrib>Olmo-García, Lucía</creatorcontrib><creatorcontrib>van der Sluis, Verena Horneffer</creatorcontrib><creatorcontrib>Radhakrishnan, Shiva T.</creatorcontrib><creatorcontrib>Stephens, Hannah</creatorcontrib><creatorcontrib>Bouri, Sonia</creatorcontrib><creatorcontrib>de Campos Braz, Lucia M.</creatorcontrib><creatorcontrib>Williams, Horace T.</creatorcontrib><creatorcontrib>Lewis, Matthew R.</creatorcontrib><creatorcontrib>Frost, Gary</creatorcontrib><creatorcontrib>Li, Jia V.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of pharmaceutical and biomedical analysis</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Valdivia-Garcia, Maria A.</au><au>Chappell, Katie E.</au><au>Camuzeaux, Stephane</au><au>Olmo-García, Lucía</au><au>van der Sluis, Verena Horneffer</au><au>Radhakrishnan, Shiva T.</au><au>Stephens, Hannah</au><au>Bouri, Sonia</au><au>de Campos Braz, Lucia M.</au><au>Williams, Horace T.</au><au>Lewis, Matthew R.</au><au>Frost, Gary</au><au>Li, Jia V.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Improved quantitation of short-chain carboxylic acids in human biofluids using 3-nitrophenylhydrazine derivatization and liquid chromatography with tandem mass spectrometry (LC-MS/MS)</atitle><jtitle>Journal of pharmaceutical and biomedical analysis</jtitle><addtitle>J Pharm Biomed Anal</addtitle><date>2022-11-30</date><risdate>2022</risdate><volume>221</volume><spage>115060</spage><epage>115060</epage><pages>115060-115060</pages><artnum>115060</artnum><issn>0731-7085</issn><eissn>1873-264X</eissn><abstract>Short-chain carboxylic acids (SCCAs) produced by gut microbial fermentation may reflect gastrointestinal health. Their concentrations in serum and urine are indicative of specific metabolic pathway activity; therefore, accurate quantitation of SCCAs in different biofluids is desirable. However, it is often challenging to quantitate SCCAs since matrix effects, induced by the presence of a vast variety of other compounds other than SCCAs in complex biofluids, can suppress or enhance signals. Materials used for sample preparation may introduce further analytical challenges. This study reports for the first time a LC-MS/MS-based method to quantitate ten SCCAs (lactate, acetate, 2-hydroxybutyrate, propionate, isobutyrate, butyrate, 2-methylbutyrate, isovalerate, valerate and hexanoate) and evaluates the matrix effects in five human biofluids: serum, urine, stool, and contents from the duodenum and intestinal stoma bags. The optimized method, using 3-Nitrophenylhydrazone as a derivatization agent and a Charge Surface Hybrid reverse phase column, showed clear separation for all SCCAs at a concentration range of 0.1−100 µM, in a 10.5 min run without carry-over effects. The validation of the method showed a good linearity (R2 &gt; 0.99), repeatability (CV ≤ 15%) assessed by intra- and inter-day monitoring. The lowest limit of detection (LLOD) was 25 nM and lowest limit of quantitation (LLOQ) was 50 nM for nine SCCA except acetate at 0.5 and 1 µM, respectively. Quantitative accuracy in all biofluids for most compounds was &lt; ±15%. In summary, this methodology has the advantages over other techniques for its simple and fast sample preparation and a high level of selectivity, repeatability and robustness for SCCA quantification. It also reduced interferences from the matrix or sample containers, making it ideal for use in high-throughput analyses of biofluid samples from large-scale studies. [Display omitted] •Improved LC-MS/MS-based quantitation of short-chain carboxylic acids.•Comprehensively evaluated matrix effects of human biofluids and intestinal content.•Optimized for high-throughput analyses of human biofluids from large-scale studies.</abstract><cop>England</cop><pub>Elsevier B.V</pub><pmid>36166933</pmid><doi>10.1016/j.jpba.2022.115060</doi><tpages>1</tpages></addata></record>
fulltext fulltext
identifier ISSN: 0731-7085
ispartof Journal of pharmaceutical and biomedical analysis, 2022-11, Vol.221, p.115060-115060, Article 115060
issn 0731-7085
1873-264X
language eng
recordid cdi_proquest_miscellaneous_2718960535
source MEDLINE; Access via ScienceDirect (Elsevier)
subjects 3-NPH
Caproates
Carboxylic Acids
Chromatography, High Pressure Liquid - methods
Chromatography, Liquid - methods
Colostomy bag
CSH
Derivatization
Humans
Hydroxybutyrates
Isobutyrates
Lactates
Ostomy pouch
Phenylhydrazines
Propionates
Short chain fatty acids
Tandem Mass Spectrometry - methods
Valerates
title Improved quantitation of short-chain carboxylic acids in human biofluids using 3-nitrophenylhydrazine derivatization and liquid chromatography with tandem mass spectrometry (LC-MS/MS)
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-04T15%3A10%3A11IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Improved%20quantitation%20of%20short-chain%20carboxylic%20acids%20in%20human%20biofluids%20using%203-nitrophenylhydrazine%20derivatization%20and%20liquid%20chromatography%20with%20tandem%20mass%20spectrometry%20(LC-MS/MS)&rft.jtitle=Journal%20of%20pharmaceutical%20and%20biomedical%20analysis&rft.au=Valdivia-Garcia,%20Maria%20A.&rft.date=2022-11-30&rft.volume=221&rft.spage=115060&rft.epage=115060&rft.pages=115060-115060&rft.artnum=115060&rft.issn=0731-7085&rft.eissn=1873-264X&rft_id=info:doi/10.1016/j.jpba.2022.115060&rft_dat=%3Cproquest_cross%3E2718960535%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2718960535&rft_id=info:pmid/36166933&rft_els_id=S0731708522004812&rfr_iscdi=true