Intensity- and time-based strategies for micro/nano-sizing via single-particle ICP-mass spectrometry: A comparative assessment using Au and SiO2 as model particles
Single-particle ICP-mass spectrometry (SP-ICP-MS) is a powerful method for micro/nano-particle (MNP) sizing. Despite the outstanding evolution of the technique in the last decade, most studies still rely on traditional approaches based on (1) the use of integrated intensity as the analytical signal...
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description | Single-particle ICP-mass spectrometry (SP-ICP-MS) is a powerful method for micro/nano-particle (MNP) sizing. Despite the outstanding evolution of the technique in the last decade, most studies still rely on traditional approaches based on (1) the use of integrated intensity as the analytical signal and (2) the calculation of the transport efficiency (TE). However, the increasing availability of MNP standards and advancements in hardware and software have unveiled new venues for MNP sizing, including TE-independent and time-based approaches. This work systematically examines these different methodologies to identify and summarize their strengths and weaknesses, thus helping to determine their preferred application areas.
Different SP-ICP-MS methods for MNP sizing were assessed using AuNPs (20–70 nm) and SiO2MNPs (100–1000 nm). Among TE-dependent approaches, the particle frequency method was characterized by larger uncertainties than the particle size method. The results of the latter were dependent on the appropriate selection of the reference MNP, making the use of multiple reference MNPs recommended. TE-independent methods were based on external (linear and polynomial) calibrations and a relative approach. These methods exhibited the lowest uncertainties of all the strategies evaluated. External calibrations benefited from simpler calculations, but their application could be hindered by a lack of reference MNPs within the desired size range or by the need for interpolations outside the calibration range. Finally, transit time signals are directly proportional to the MNP size rather than its mass. The time-based method demonstrated adequate performance for sizing AuNPs but failed when sizing the largest SiO2MNPs (1000 nm).
This work provides further insights into the application of different SP-ICP-MS methodologies for MNP sizing. Both TE-independent approaches and the monitoring of the transit time as the analytical signal are underused strategies; in this context, a Python script was developed for accurate transit time measurement. After 20 years of development, a quantitative comparison of the different methodologies, including the most novel approaches, is deemed necessary for further growth on solid theoretical ground.
[Display omitted]
•Critical comparison of different SP-ICP-MS methodologies for MNP sizing.•Analytical signals based on both integrated intensities and transit times evaluated.•The particle frequency method provided larger uncertainties |
doi_str_mv | 10.1016/j.aca.2024.343305 |
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Different SP-ICP-MS methods for MNP sizing were assessed using AuNPs (20–70 nm) and SiO2MNPs (100–1000 nm). Among TE-dependent approaches, the particle frequency method was characterized by larger uncertainties than the particle size method. The results of the latter were dependent on the appropriate selection of the reference MNP, making the use of multiple reference MNPs recommended. TE-independent methods were based on external (linear and polynomial) calibrations and a relative approach. These methods exhibited the lowest uncertainties of all the strategies evaluated. External calibrations benefited from simpler calculations, but their application could be hindered by a lack of reference MNPs within the desired size range or by the need for interpolations outside the calibration range. Finally, transit time signals are directly proportional to the MNP size rather than its mass. The time-based method demonstrated adequate performance for sizing AuNPs but failed when sizing the largest SiO2MNPs (1000 nm).
This work provides further insights into the application of different SP-ICP-MS methodologies for MNP sizing. Both TE-independent approaches and the monitoring of the transit time as the analytical signal are underused strategies; in this context, a Python script was developed for accurate transit time measurement. After 20 years of development, a quantitative comparison of the different methodologies, including the most novel approaches, is deemed necessary for further growth on solid theoretical ground.
[Display omitted]
•Critical comparison of different SP-ICP-MS methodologies for MNP sizing.•Analytical signals based on both integrated intensities and transit times evaluated.•The particle frequency method provided larger uncertainties than the particle size.•TE-independent approaches displayed better precision than TE-dependent ones.•The time-based method is suitable for sizing AuNPS but not the largest SiO2MNPs.</description><identifier>ISSN: 0003-2670</identifier><identifier>ISSN: 1873-4324</identifier><identifier>EISSN: 1873-4324</identifier><identifier>DOI: 10.1016/j.aca.2024.343305</identifier><language>eng</language><publisher>Elsevier B.V</publisher><subject>Data processing ; Micro/nano-particles ; Single-particle ICP-Mass spectrometry (SP-ICP-MS) ; Sizing ; Transit time ; Transport efficiency</subject><ispartof>Analytica chimica acta, 2024-12, Vol.1331, p.343305, Article 343305</ispartof><rights>2024 The Authors</rights><rights>Copyright © 2024 The Authors. Published by Elsevier B.V. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c255t-e10563d6c5c3a5708a59aeef75b9f7e2f651775aacd7d4f411bcfdbf4af8cb723</cites><orcidid>0000-0002-1856-2058 ; 0000-0001-9582-6283 ; 0000-0002-7450-8769</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.aca.2024.343305$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids></links><search><creatorcontrib>Bazo, Antonio</creatorcontrib><creatorcontrib>Bolea-Fernandez, Eduardo</creatorcontrib><creatorcontrib>Rua-Ibarz, Ana</creatorcontrib><creatorcontrib>Aramendía, Maite</creatorcontrib><creatorcontrib>Resano, Martín</creatorcontrib><title>Intensity- and time-based strategies for micro/nano-sizing via single-particle ICP-mass spectrometry: A comparative assessment using Au and SiO2 as model particles</title><title>Analytica chimica acta</title><description>Single-particle ICP-mass spectrometry (SP-ICP-MS) is a powerful method for micro/nano-particle (MNP) sizing. Despite the outstanding evolution of the technique in the last decade, most studies still rely on traditional approaches based on (1) the use of integrated intensity as the analytical signal and (2) the calculation of the transport efficiency (TE). However, the increasing availability of MNP standards and advancements in hardware and software have unveiled new venues for MNP sizing, including TE-independent and time-based approaches. This work systematically examines these different methodologies to identify and summarize their strengths and weaknesses, thus helping to determine their preferred application areas.
Different SP-ICP-MS methods for MNP sizing were assessed using AuNPs (20–70 nm) and SiO2MNPs (100–1000 nm). Among TE-dependent approaches, the particle frequency method was characterized by larger uncertainties than the particle size method. The results of the latter were dependent on the appropriate selection of the reference MNP, making the use of multiple reference MNPs recommended. TE-independent methods were based on external (linear and polynomial) calibrations and a relative approach. These methods exhibited the lowest uncertainties of all the strategies evaluated. External calibrations benefited from simpler calculations, but their application could be hindered by a lack of reference MNPs within the desired size range or by the need for interpolations outside the calibration range. Finally, transit time signals are directly proportional to the MNP size rather than its mass. The time-based method demonstrated adequate performance for sizing AuNPs but failed when sizing the largest SiO2MNPs (1000 nm).
This work provides further insights into the application of different SP-ICP-MS methodologies for MNP sizing. Both TE-independent approaches and the monitoring of the transit time as the analytical signal are underused strategies; in this context, a Python script was developed for accurate transit time measurement. After 20 years of development, a quantitative comparison of the different methodologies, including the most novel approaches, is deemed necessary for further growth on solid theoretical ground.
[Display omitted]
•Critical comparison of different SP-ICP-MS methodologies for MNP sizing.•Analytical signals based on both integrated intensities and transit times evaluated.•The particle frequency method provided larger uncertainties than the particle size.•TE-independent approaches displayed better precision than TE-dependent ones.•The time-based method is suitable for sizing AuNPS but not the largest SiO2MNPs.</description><subject>Data processing</subject><subject>Micro/nano-particles</subject><subject>Single-particle ICP-Mass spectrometry (SP-ICP-MS)</subject><subject>Sizing</subject><subject>Transit time</subject><subject>Transport efficiency</subject><issn>0003-2670</issn><issn>1873-4324</issn><issn>1873-4324</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp9UctuUzEQtRCVCC0fwM5LNk79uL5OYRVFFCJVKlLL2prrO64c3UfwOJHC7_CjOAS2rGZG5zGaOYy9V3KppGpvd0sIsNRSN0vTGCPtK7ZQK2dEY3Tzmi2klEbo1sk37C3Rro5ayWbBfm2nghOlchIcpp6XNKLogLDnVDIUfElIPM6Zjynk-XaCaRaUfqbphR8TcKrNgGIPuaQwIN9uvokRiDjtMZQ8j1jy6SNf8zCPlQQlHZFXHIlGnAo_nA34-vBn-VN61BXk49zjwP950g27ijAQvvtbr9n3-8_Pm6_i4fHLdrN-EEFbWwQqaVvTt8EGA9bJFdg7QIzOdnfRoY6tVc5ZgNC7vomNUl2IfRcbiKvQOW2u2YeL7z7PPw5IxY-JAg4DTDgfyBulV66VxqpKVRdq_QlRxuj3OY2QT15Jfw7E73wNxJ8D8ZdAqubTRYP1hmPC7CkknAL2Kddf-X5O_1H_BiALls8</recordid><startdate>20241201</startdate><enddate>20241201</enddate><creator>Bazo, Antonio</creator><creator>Bolea-Fernandez, Eduardo</creator><creator>Rua-Ibarz, Ana</creator><creator>Aramendía, Maite</creator><creator>Resano, Martín</creator><general>Elsevier B.V</general><scope>6I.</scope><scope>AAFTH</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-1856-2058</orcidid><orcidid>https://orcid.org/0000-0001-9582-6283</orcidid><orcidid>https://orcid.org/0000-0002-7450-8769</orcidid></search><sort><creationdate>20241201</creationdate><title>Intensity- and time-based strategies for micro/nano-sizing via single-particle ICP-mass spectrometry: A comparative assessment using Au and SiO2 as model particles</title><author>Bazo, Antonio ; Bolea-Fernandez, Eduardo ; Rua-Ibarz, Ana ; Aramendía, Maite ; Resano, Martín</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c255t-e10563d6c5c3a5708a59aeef75b9f7e2f651775aacd7d4f411bcfdbf4af8cb723</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Data processing</topic><topic>Micro/nano-particles</topic><topic>Single-particle ICP-Mass spectrometry (SP-ICP-MS)</topic><topic>Sizing</topic><topic>Transit time</topic><topic>Transport efficiency</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Bazo, Antonio</creatorcontrib><creatorcontrib>Bolea-Fernandez, Eduardo</creatorcontrib><creatorcontrib>Rua-Ibarz, Ana</creatorcontrib><creatorcontrib>Aramendía, Maite</creatorcontrib><creatorcontrib>Resano, Martín</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Analytica chimica acta</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Bazo, Antonio</au><au>Bolea-Fernandez, Eduardo</au><au>Rua-Ibarz, Ana</au><au>Aramendía, Maite</au><au>Resano, Martín</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Intensity- and time-based strategies for micro/nano-sizing via single-particle ICP-mass spectrometry: A comparative assessment using Au and SiO2 as model particles</atitle><jtitle>Analytica chimica acta</jtitle><date>2024-12-01</date><risdate>2024</risdate><volume>1331</volume><spage>343305</spage><pages>343305-</pages><artnum>343305</artnum><issn>0003-2670</issn><issn>1873-4324</issn><eissn>1873-4324</eissn><abstract>Single-particle ICP-mass spectrometry (SP-ICP-MS) is a powerful method for micro/nano-particle (MNP) sizing. Despite the outstanding evolution of the technique in the last decade, most studies still rely on traditional approaches based on (1) the use of integrated intensity as the analytical signal and (2) the calculation of the transport efficiency (TE). However, the increasing availability of MNP standards and advancements in hardware and software have unveiled new venues for MNP sizing, including TE-independent and time-based approaches. This work systematically examines these different methodologies to identify and summarize their strengths and weaknesses, thus helping to determine their preferred application areas.
Different SP-ICP-MS methods for MNP sizing were assessed using AuNPs (20–70 nm) and SiO2MNPs (100–1000 nm). Among TE-dependent approaches, the particle frequency method was characterized by larger uncertainties than the particle size method. The results of the latter were dependent on the appropriate selection of the reference MNP, making the use of multiple reference MNPs recommended. TE-independent methods were based on external (linear and polynomial) calibrations and a relative approach. These methods exhibited the lowest uncertainties of all the strategies evaluated. External calibrations benefited from simpler calculations, but their application could be hindered by a lack of reference MNPs within the desired size range or by the need for interpolations outside the calibration range. Finally, transit time signals are directly proportional to the MNP size rather than its mass. The time-based method demonstrated adequate performance for sizing AuNPs but failed when sizing the largest SiO2MNPs (1000 nm).
This work provides further insights into the application of different SP-ICP-MS methodologies for MNP sizing. Both TE-independent approaches and the monitoring of the transit time as the analytical signal are underused strategies; in this context, a Python script was developed for accurate transit time measurement. After 20 years of development, a quantitative comparison of the different methodologies, including the most novel approaches, is deemed necessary for further growth on solid theoretical ground.
[Display omitted]
•Critical comparison of different SP-ICP-MS methodologies for MNP sizing.•Analytical signals based on both integrated intensities and transit times evaluated.•The particle frequency method provided larger uncertainties than the particle size.•TE-independent approaches displayed better precision than TE-dependent ones.•The time-based method is suitable for sizing AuNPS but not the largest SiO2MNPs.</abstract><pub>Elsevier B.V</pub><doi>10.1016/j.aca.2024.343305</doi><orcidid>https://orcid.org/0000-0002-1856-2058</orcidid><orcidid>https://orcid.org/0000-0001-9582-6283</orcidid><orcidid>https://orcid.org/0000-0002-7450-8769</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Data processing Micro/nano-particles Single-particle ICP-Mass spectrometry (SP-ICP-MS) Sizing Transit time Transport efficiency |
title | Intensity- and time-based strategies for micro/nano-sizing via single-particle ICP-mass spectrometry: A comparative assessment using Au and SiO2 as model particles |
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