Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples
- Autores
- Broeckling, Corey D.; Beger, Richard D.; Cheng, Leo L.; Cumeras, Raquel; Cuthbertson, Daniel J.; Dasari, Surendra; Davis, W. Clay; Dunn, Warwick B.; Evans, Anne Marie; Fernández Ochoa, Alvaro; Gika, Helen; Goodacre, Royston; Goodman, Kelli D.; Gouveia, Goncalo J.; Hsu, Ping-Ching; Kirwan, Jennifer A.; Kodra, Dritan; Kuligowski, Julia; Lan, Renny Shang-Lun; Monge, Maria Eugenia; Moussa, Laura W.; Nair, Sindhu G.; Reisdorph, Nichole; Sherrod, Stacy D.; Ulmer Holland, Candice; Vuckovic, Dajana; Yu, Li-Rong; Zhang, Bo; Theodoridis, Georgios; Mosley, Jonathan D.
- Año de publicación
- 2023
- Idioma
- inglés
- Tipo de recurso
- artículo
- Estado
- versión publicada
- Descripción
- Untargeted metabolomics is an analytical approach with numerous applications serving as an effective metabolic phenotyping platform to characterize small molecules within a biological system. Data quality can be challenging to evaluate and demonstrate in metabolomics experiments. This has driven the use of pooled quality control (QC) samples for monitoring and, if necessary, correcting for analytical variance introduced during sample preparation and data acquisition stages. Described herein is a scoping literature review detailing the use of pooled QC samples in published untargeted liquid chromatography-mass spectrometry (LC-MS) based metabolomics studies. A literature query was performed, the list of papers was filtered, and suitable articles were randomly sampled. In total, 109 papers were each reviewed by at least five reviewers, answering predefined questions surrounding the use of pooled quality control samples. The results of the review indicate that use of pooled QC samples has been relatively widely adopted by the metabolomics community and that it is used at a similar frequency across biological taxa and sample types in both small- and large-scale studies. However, while many studies generated and analyzed pooled QC samples, relatively few reported the use of pooled QC samples to improve data quality. This demonstrates a clear opportunity for the field to more frequently utilize pooled QC samples for quality reporting, feature filtering, analytical drift correction, and metabolite annotation. Additionally, our survey approach enabled us to assess the ambiguity in the reporting of the methods used to describe the generation and use of pooled QC samples. This analysis indicates that many details of the QC framework are missing or unclear, limiting the reader’s ability to determine which QC steps have been taken. Collectively, these results capture the current state of pooled QC sample usage and highlight existing strengths and deficiencies as they are applied in untargeted LC-MS metabolomics.
Fil: Broeckling, Corey D.. State University of Colorado - Fort Collins; Estados Unidos
Fil: Beger, Richard D.. Us Food And Drug Administracion; Estados Unidos
Fil: Cheng, Leo L.. Harvard Medical School; Estados Unidos
Fil: Cumeras, Raquel. Universitat Rovira I Virgili; España
Fil: Cuthbertson, Daniel J.. Agilent Technologies; Estados Unidos
Fil: Dasari, Surendra. Mayo Clinic Cancer Center; Estados Unidos
Fil: Davis, W. Clay. United States Departament Of Commerce. National Institute Of Standars And Technology; Estados Unidos
Fil: Dunn, Warwick B.. University of Liverpool; Reino Unido
Fil: Evans, Anne Marie. Metabolon; Estados Unidos
Fil: Fernández Ochoa, Alvaro. Universidad de Granada; España
Fil: Gika, Helen. Aristotle University Of Thessaloniki; Grecia
Fil: Goodacre, Royston. University of Liverpool; Reino Unido
Fil: Goodman, Kelli D.. Metabolon, Inc.; Estados Unidos
Fil: Gouveia, Goncalo J.. University of Maryland; Estados Unidos
Fil: Hsu, Ping-Ching. University of Arkansas for Medical Sciences; Estados Unidos
Fil: Kirwan, Jennifer A.. Berliner Institut Für Gesundheitsforschung; Alemania
Fil: Kodra, Dritan. Aristotle University Of Thessaloniki; Grecia
Fil: Kuligowski, Julia. Health Research Institute la Fe; España
Fil: Lan, Renny Shang-Lun. Arkansas Children's Nutrition Center; Estados Unidos
Fil: Monge, Maria Eugenia. Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Parque Centenario. Centro de Investigaciones en Bionanociencias "Elizabeth Jares Erijman"; Argentina
Fil: Moussa, Laura W.. Us Food And Drug Administracion; Estados Unidos
Fil: Nair, Sindhu G.. University of Alberta; Canadá
Fil: Reisdorph, Nichole. University Of Colorado Anschutz Medical Campus.; Estados Unidos
Fil: Sherrod, Stacy D.. Vanderbilt University; Estados Unidos
Fil: Ulmer Holland, Candice. United States Department of Agriculture; Estados Unidos
Fil: Vuckovic, Dajana. Concordia University; Canadá
Fil: Yu, Li-Rong. National Center For Toxicological Research; Estados Unidos. Us Food And Drug Administracion; Estados Unidos
Fil: Zhang, Bo. Olaris Inc; Estados Unidos
Fil: Theodoridis, Georgios. Aristotle University Of Thessaloniki; Grecia
Fil: Mosley, Jonathan D.. Environmental Protection Agency; Estados Unidos - Materia
-
METABOLOMICS
LC-MS
QUALITY CONTROL
QUALITY ASSURANCE - Nivel de accesibilidad
- acceso abierto
- Condiciones de uso
- https://creativecommons.org/licenses/by/2.5/ar/
- Repositorio
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/229204
Ver los metadatos del registro completo
id |
CONICETDig_e25651dfdd507f145c45c8bd83323338 |
---|---|
oai_identifier_str |
oai:ri.conicet.gov.ar:11336/229204 |
network_acronym_str |
CONICETDig |
repository_id_str |
3498 |
network_name_str |
CONICET Digital (CONICET) |
spelling |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control SamplesBroeckling, Corey D.Beger, Richard D.Cheng, Leo L.Cumeras, RaquelCuthbertson, Daniel J.Dasari, SurendraDavis, W. ClayDunn, Warwick B.Evans, Anne MarieFernández Ochoa, AlvaroGika, HelenGoodacre, RoystonGoodman, Kelli D.Gouveia, Goncalo J.Hsu, Ping-ChingKirwan, Jennifer A.Kodra, DritanKuligowski, JuliaLan, Renny Shang-LunMonge, Maria EugeniaMoussa, Laura W.Nair, Sindhu G.Reisdorph, NicholeSherrod, Stacy D.Ulmer Holland, CandiceVuckovic, DajanaYu, Li-RongZhang, BoTheodoridis, GeorgiosMosley, Jonathan D.METABOLOMICSLC-MSQUALITY CONTROLQUALITY ASSURANCEhttps://purl.org/becyt/ford/1.4https://purl.org/becyt/ford/1Untargeted metabolomics is an analytical approach with numerous applications serving as an effective metabolic phenotyping platform to characterize small molecules within a biological system. Data quality can be challenging to evaluate and demonstrate in metabolomics experiments. This has driven the use of pooled quality control (QC) samples for monitoring and, if necessary, correcting for analytical variance introduced during sample preparation and data acquisition stages. Described herein is a scoping literature review detailing the use of pooled QC samples in published untargeted liquid chromatography-mass spectrometry (LC-MS) based metabolomics studies. A literature query was performed, the list of papers was filtered, and suitable articles were randomly sampled. In total, 109 papers were each reviewed by at least five reviewers, answering predefined questions surrounding the use of pooled quality control samples. The results of the review indicate that use of pooled QC samples has been relatively widely adopted by the metabolomics community and that it is used at a similar frequency across biological taxa and sample types in both small- and large-scale studies. However, while many studies generated and analyzed pooled QC samples, relatively few reported the use of pooled QC samples to improve data quality. This demonstrates a clear opportunity for the field to more frequently utilize pooled QC samples for quality reporting, feature filtering, analytical drift correction, and metabolite annotation. Additionally, our survey approach enabled us to assess the ambiguity in the reporting of the methods used to describe the generation and use of pooled QC samples. This analysis indicates that many details of the QC framework are missing or unclear, limiting the reader’s ability to determine which QC steps have been taken. Collectively, these results capture the current state of pooled QC sample usage and highlight existing strengths and deficiencies as they are applied in untargeted LC-MS metabolomics.Fil: Broeckling, Corey D.. State University of Colorado - Fort Collins; Estados UnidosFil: Beger, Richard D.. Us Food And Drug Administracion; Estados UnidosFil: Cheng, Leo L.. Harvard Medical School; Estados UnidosFil: Cumeras, Raquel. Universitat Rovira I Virgili; EspañaFil: Cuthbertson, Daniel J.. Agilent Technologies; Estados UnidosFil: Dasari, Surendra. Mayo Clinic Cancer Center; Estados UnidosFil: Davis, W. Clay. United States Departament Of Commerce. National Institute Of Standars And Technology; Estados UnidosFil: Dunn, Warwick B.. University of Liverpool; Reino UnidoFil: Evans, Anne Marie. Metabolon; Estados UnidosFil: Fernández Ochoa, Alvaro. Universidad de Granada; EspañaFil: Gika, Helen. Aristotle University Of Thessaloniki; GreciaFil: Goodacre, Royston. University of Liverpool; Reino UnidoFil: Goodman, Kelli D.. Metabolon, Inc.; Estados UnidosFil: Gouveia, Goncalo J.. University of Maryland; Estados UnidosFil: Hsu, Ping-Ching. University of Arkansas for Medical Sciences; Estados UnidosFil: Kirwan, Jennifer A.. Berliner Institut Für Gesundheitsforschung; AlemaniaFil: Kodra, Dritan. Aristotle University Of Thessaloniki; GreciaFil: Kuligowski, Julia. Health Research Institute la Fe; EspañaFil: Lan, Renny Shang-Lun. Arkansas Children's Nutrition Center; Estados UnidosFil: Monge, Maria Eugenia. Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Parque Centenario. Centro de Investigaciones en Bionanociencias "Elizabeth Jares Erijman"; ArgentinaFil: Moussa, Laura W.. Us Food And Drug Administracion; Estados UnidosFil: Nair, Sindhu G.. University of Alberta; CanadáFil: Reisdorph, Nichole. University Of Colorado Anschutz Medical Campus.; Estados UnidosFil: Sherrod, Stacy D.. Vanderbilt University; Estados UnidosFil: Ulmer Holland, Candice. United States Department of Agriculture; Estados UnidosFil: Vuckovic, Dajana. Concordia University; CanadáFil: Yu, Li-Rong. National Center For Toxicological Research; Estados Unidos. Us Food And Drug Administracion; Estados UnidosFil: Zhang, Bo. Olaris Inc; Estados UnidosFil: Theodoridis, Georgios. Aristotle University Of Thessaloniki; GreciaFil: Mosley, Jonathan D.. Environmental Protection Agency; Estados UnidosAmerican Chemical Society2023-12info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/229204Broeckling, Corey D.; Beger, Richard D.; Cheng, Leo L.; Cumeras, Raquel; Cuthbertson, Daniel J.; et al.; Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples; American Chemical Society; Analytical Chemistry; 95; 51; 12-2023; 18645-186540003-27001520-6882CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/url/https://pubs.acs.org/doi/10.1021/acs.analchem.3c02924info:eu-repo/semantics/altIdentifier/doi/10.1021/acs.analchem.3c02924info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-03T09:48:04Zoai:ri.conicet.gov.ar:11336/229204instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-09-03 09:48:04.648CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse |
dc.title.none.fl_str_mv |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples |
title |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples |
spellingShingle |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples Broeckling, Corey D. METABOLOMICS LC-MS QUALITY CONTROL QUALITY ASSURANCE |
title_short |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples |
title_full |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples |
title_fullStr |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples |
title_full_unstemmed |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples |
title_sort |
Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples |
dc.creator.none.fl_str_mv |
Broeckling, Corey D. Beger, Richard D. Cheng, Leo L. Cumeras, Raquel Cuthbertson, Daniel J. Dasari, Surendra Davis, W. Clay Dunn, Warwick B. Evans, Anne Marie Fernández Ochoa, Alvaro Gika, Helen Goodacre, Royston Goodman, Kelli D. Gouveia, Goncalo J. Hsu, Ping-Ching Kirwan, Jennifer A. Kodra, Dritan Kuligowski, Julia Lan, Renny Shang-Lun Monge, Maria Eugenia Moussa, Laura W. Nair, Sindhu G. Reisdorph, Nichole Sherrod, Stacy D. Ulmer Holland, Candice Vuckovic, Dajana Yu, Li-Rong Zhang, Bo Theodoridis, Georgios Mosley, Jonathan D. |
author |
Broeckling, Corey D. |
author_facet |
Broeckling, Corey D. Beger, Richard D. Cheng, Leo L. Cumeras, Raquel Cuthbertson, Daniel J. Dasari, Surendra Davis, W. Clay Dunn, Warwick B. Evans, Anne Marie Fernández Ochoa, Alvaro Gika, Helen Goodacre, Royston Goodman, Kelli D. Gouveia, Goncalo J. Hsu, Ping-Ching Kirwan, Jennifer A. Kodra, Dritan Kuligowski, Julia Lan, Renny Shang-Lun Monge, Maria Eugenia Moussa, Laura W. Nair, Sindhu G. Reisdorph, Nichole Sherrod, Stacy D. Ulmer Holland, Candice Vuckovic, Dajana Yu, Li-Rong Zhang, Bo Theodoridis, Georgios Mosley, Jonathan D. |
author_role |
author |
author2 |
Beger, Richard D. Cheng, Leo L. Cumeras, Raquel Cuthbertson, Daniel J. Dasari, Surendra Davis, W. Clay Dunn, Warwick B. Evans, Anne Marie Fernández Ochoa, Alvaro Gika, Helen Goodacre, Royston Goodman, Kelli D. Gouveia, Goncalo J. Hsu, Ping-Ching Kirwan, Jennifer A. Kodra, Dritan Kuligowski, Julia Lan, Renny Shang-Lun Monge, Maria Eugenia Moussa, Laura W. Nair, Sindhu G. Reisdorph, Nichole Sherrod, Stacy D. Ulmer Holland, Candice Vuckovic, Dajana Yu, Li-Rong Zhang, Bo Theodoridis, Georgios Mosley, Jonathan D. |
author2_role |
author author author author author author author author author author author author author author author author author author author author author author author author author author author author author |
dc.subject.none.fl_str_mv |
METABOLOMICS LC-MS QUALITY CONTROL QUALITY ASSURANCE |
topic |
METABOLOMICS LC-MS QUALITY CONTROL QUALITY ASSURANCE |
purl_subject.fl_str_mv |
https://purl.org/becyt/ford/1.4 https://purl.org/becyt/ford/1 |
dc.description.none.fl_txt_mv |
Untargeted metabolomics is an analytical approach with numerous applications serving as an effective metabolic phenotyping platform to characterize small molecules within a biological system. Data quality can be challenging to evaluate and demonstrate in metabolomics experiments. This has driven the use of pooled quality control (QC) samples for monitoring and, if necessary, correcting for analytical variance introduced during sample preparation and data acquisition stages. Described herein is a scoping literature review detailing the use of pooled QC samples in published untargeted liquid chromatography-mass spectrometry (LC-MS) based metabolomics studies. A literature query was performed, the list of papers was filtered, and suitable articles were randomly sampled. In total, 109 papers were each reviewed by at least five reviewers, answering predefined questions surrounding the use of pooled quality control samples. The results of the review indicate that use of pooled QC samples has been relatively widely adopted by the metabolomics community and that it is used at a similar frequency across biological taxa and sample types in both small- and large-scale studies. However, while many studies generated and analyzed pooled QC samples, relatively few reported the use of pooled QC samples to improve data quality. This demonstrates a clear opportunity for the field to more frequently utilize pooled QC samples for quality reporting, feature filtering, analytical drift correction, and metabolite annotation. Additionally, our survey approach enabled us to assess the ambiguity in the reporting of the methods used to describe the generation and use of pooled QC samples. This analysis indicates that many details of the QC framework are missing or unclear, limiting the reader’s ability to determine which QC steps have been taken. Collectively, these results capture the current state of pooled QC sample usage and highlight existing strengths and deficiencies as they are applied in untargeted LC-MS metabolomics. Fil: Broeckling, Corey D.. State University of Colorado - Fort Collins; Estados Unidos Fil: Beger, Richard D.. Us Food And Drug Administracion; Estados Unidos Fil: Cheng, Leo L.. Harvard Medical School; Estados Unidos Fil: Cumeras, Raquel. Universitat Rovira I Virgili; España Fil: Cuthbertson, Daniel J.. Agilent Technologies; Estados Unidos Fil: Dasari, Surendra. Mayo Clinic Cancer Center; Estados Unidos Fil: Davis, W. Clay. United States Departament Of Commerce. National Institute Of Standars And Technology; Estados Unidos Fil: Dunn, Warwick B.. University of Liverpool; Reino Unido Fil: Evans, Anne Marie. Metabolon; Estados Unidos Fil: Fernández Ochoa, Alvaro. Universidad de Granada; España Fil: Gika, Helen. Aristotle University Of Thessaloniki; Grecia Fil: Goodacre, Royston. University of Liverpool; Reino Unido Fil: Goodman, Kelli D.. Metabolon, Inc.; Estados Unidos Fil: Gouveia, Goncalo J.. University of Maryland; Estados Unidos Fil: Hsu, Ping-Ching. University of Arkansas for Medical Sciences; Estados Unidos Fil: Kirwan, Jennifer A.. Berliner Institut Für Gesundheitsforschung; Alemania Fil: Kodra, Dritan. Aristotle University Of Thessaloniki; Grecia Fil: Kuligowski, Julia. Health Research Institute la Fe; España Fil: Lan, Renny Shang-Lun. Arkansas Children's Nutrition Center; Estados Unidos Fil: Monge, Maria Eugenia. Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Parque Centenario. Centro de Investigaciones en Bionanociencias "Elizabeth Jares Erijman"; Argentina Fil: Moussa, Laura W.. Us Food And Drug Administracion; Estados Unidos Fil: Nair, Sindhu G.. University of Alberta; Canadá Fil: Reisdorph, Nichole. University Of Colorado Anschutz Medical Campus.; Estados Unidos Fil: Sherrod, Stacy D.. Vanderbilt University; Estados Unidos Fil: Ulmer Holland, Candice. United States Department of Agriculture; Estados Unidos Fil: Vuckovic, Dajana. Concordia University; Canadá Fil: Yu, Li-Rong. National Center For Toxicological Research; Estados Unidos. Us Food And Drug Administracion; Estados Unidos Fil: Zhang, Bo. Olaris Inc; Estados Unidos Fil: Theodoridis, Georgios. Aristotle University Of Thessaloniki; Grecia Fil: Mosley, Jonathan D.. Environmental Protection Agency; Estados Unidos |
description |
Untargeted metabolomics is an analytical approach with numerous applications serving as an effective metabolic phenotyping platform to characterize small molecules within a biological system. Data quality can be challenging to evaluate and demonstrate in metabolomics experiments. This has driven the use of pooled quality control (QC) samples for monitoring and, if necessary, correcting for analytical variance introduced during sample preparation and data acquisition stages. Described herein is a scoping literature review detailing the use of pooled QC samples in published untargeted liquid chromatography-mass spectrometry (LC-MS) based metabolomics studies. A literature query was performed, the list of papers was filtered, and suitable articles were randomly sampled. In total, 109 papers were each reviewed by at least five reviewers, answering predefined questions surrounding the use of pooled quality control samples. The results of the review indicate that use of pooled QC samples has been relatively widely adopted by the metabolomics community and that it is used at a similar frequency across biological taxa and sample types in both small- and large-scale studies. However, while many studies generated and analyzed pooled QC samples, relatively few reported the use of pooled QC samples to improve data quality. This demonstrates a clear opportunity for the field to more frequently utilize pooled QC samples for quality reporting, feature filtering, analytical drift correction, and metabolite annotation. Additionally, our survey approach enabled us to assess the ambiguity in the reporting of the methods used to describe the generation and use of pooled QC samples. This analysis indicates that many details of the QC framework are missing or unclear, limiting the reader’s ability to determine which QC steps have been taken. Collectively, these results capture the current state of pooled QC sample usage and highlight existing strengths and deficiencies as they are applied in untargeted LC-MS metabolomics. |
publishDate |
2023 |
dc.date.none.fl_str_mv |
2023-12 |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion http://purl.org/coar/resource_type/c_6501 info:ar-repo/semantics/articulo |
format |
article |
status_str |
publishedVersion |
dc.identifier.none.fl_str_mv |
http://hdl.handle.net/11336/229204 Broeckling, Corey D.; Beger, Richard D.; Cheng, Leo L.; Cumeras, Raquel; Cuthbertson, Daniel J.; et al.; Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples; American Chemical Society; Analytical Chemistry; 95; 51; 12-2023; 18645-18654 0003-2700 1520-6882 CONICET Digital CONICET |
url |
http://hdl.handle.net/11336/229204 |
identifier_str_mv |
Broeckling, Corey D.; Beger, Richard D.; Cheng, Leo L.; Cumeras, Raquel; Cuthbertson, Daniel J.; et al.; Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples; American Chemical Society; Analytical Chemistry; 95; 51; 12-2023; 18645-18654 0003-2700 1520-6882 CONICET Digital CONICET |
dc.language.none.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
info:eu-repo/semantics/altIdentifier/url/https://pubs.acs.org/doi/10.1021/acs.analchem.3c02924 info:eu-repo/semantics/altIdentifier/doi/10.1021/acs.analchem.3c02924 |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by/2.5/ar/ |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
https://creativecommons.org/licenses/by/2.5/ar/ |
dc.format.none.fl_str_mv |
application/pdf application/pdf |
dc.publisher.none.fl_str_mv |
American Chemical Society |
publisher.none.fl_str_mv |
American Chemical Society |
dc.source.none.fl_str_mv |
reponame:CONICET Digital (CONICET) instname:Consejo Nacional de Investigaciones Científicas y Técnicas |
reponame_str |
CONICET Digital (CONICET) |
collection |
CONICET Digital (CONICET) |
instname_str |
Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.name.fl_str_mv |
CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.mail.fl_str_mv |
dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar |
_version_ |
1842268900926947328 |
score |
13.13397 |