The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment

<b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. &l...
Ausführliche Beschreibung

Gespeichert in:

Autor*in:	Giacomo Aringhieri [verfasserIn] Salvatore Claudio Fanni [verfasserIn] Maria Febi [verfasserIn] Leonardo Colligiani [verfasserIn] Dania Cioni [verfasserIn] Emanuele Neri [verfasserIn]

Format:	E-Artikel
Sprache:	Englisch

Erschienen:	2022

Schlagwörter:	radiomics salivary glands radiomics quality score parotid submandibular sialadenitis

Übergeordnetes Werk:	In: Diagnostics - MDPI AG, 2012, 12(2022), 12, p 3002
Übergeordnetes Werk:	volume:12 ; year:2022 ; number:12, p 3002

Links:	Link aufrufen Link aufrufen Link aufrufen Journal toc

DOI / URN:	10.3390/diagnostics12123002

Katalog-ID:	DOAJ083194983

Internformat


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520			\|a <b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. <b<Material and Methods</b<: A systematic search was performed, and the methodological quality was evaluated using the radiomics quality score (RQS). Subgroup analyses according to the first author’s professional role (medical or not medical), journal type (radiological journal or other) and the year of publication (2021 or before) were performed. The correlation of RQS with the number of patients was calculated. <b<Results</b<: Twenty-three articles were included (mean RQS 11.34 ± 3.68). Most studies well-documented the imaging protocol (87%), while neither prospective validations nor cost-effectiveness analyses were performed. None of the included studies provided open-source data. A statistically significant difference in RQS according to the year of publication was found (<i<p</i< = 0.009), with papers published in 2021 having slightly higher RQSs than older ones. No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. Although its current clinical applicability can be affected by the somewhat inadequate quality of the papers, a significant improvement in radiomics methodologies has been demonstrated in the last year.
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spelling	10.3390/diagnostics12123002 doi (DE-627)DOAJ083194983 (DE-599)DOAJ14a5f3fbd1a34c6f9fd4f977159b1867 DE-627 ger DE-627 rakwb eng R5-920 Giacomo Aringhieri verfasserin aut The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment 2022 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier <b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. <b<Material and Methods</b<: A systematic search was performed, and the methodological quality was evaluated using the radiomics quality score (RQS). Subgroup analyses according to the first author’s professional role (medical or not medical), journal type (radiological journal or other) and the year of publication (2021 or before) were performed. The correlation of RQS with the number of patients was calculated. <b<Results</b<: Twenty-three articles were included (mean RQS 11.34 ± 3.68). Most studies well-documented the imaging protocol (87%), while neither prospective validations nor cost-effectiveness analyses were performed. None of the included studies provided open-source data. A statistically significant difference in RQS according to the year of publication was found (<i<p</i< = 0.009), with papers published in 2021 having slightly higher RQSs than older ones. No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. Although its current clinical applicability can be affected by the somewhat inadequate quality of the papers, a significant improvement in radiomics methodologies has been demonstrated in the last year. radiomics salivary glands radiomics quality score parotid submandibular sialadenitis Medicine (General) Salvatore Claudio Fanni verfasserin aut Maria Febi verfasserin aut Leonardo Colligiani verfasserin aut Dania Cioni verfasserin aut Emanuele Neri verfasserin aut In Diagnostics MDPI AG, 2012 12(2022), 12, p 3002 (DE-627)718627814 (DE-600)2662336-5 20754418 nnns volume:12 year:2022 number:12, p 3002 https://doi.org/10.3390/diagnostics12123002 kostenfrei https://doaj.org/article/14a5f3fbd1a34c6f9fd4f977159b1867 kostenfrei https://www.mdpi.com/2075-4418/12/12/3002 kostenfrei https://doaj.org/toc/2075-4418 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_65 GBV_ILN_69 GBV_ILN_73 GBV_ILN_74 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_285 GBV_ILN_293 GBV_ILN_602 GBV_ILN_2005 GBV_ILN_2009 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2055 GBV_ILN_2111 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 12 2022 12, p 3002
allfields_unstemmed	10.3390/diagnostics12123002 doi (DE-627)DOAJ083194983 (DE-599)DOAJ14a5f3fbd1a34c6f9fd4f977159b1867 DE-627 ger DE-627 rakwb eng R5-920 Giacomo Aringhieri verfasserin aut The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment 2022 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier <b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. <b<Material and Methods</b<: A systematic search was performed, and the methodological quality was evaluated using the radiomics quality score (RQS). Subgroup analyses according to the first author’s professional role (medical or not medical), journal type (radiological journal or other) and the year of publication (2021 or before) were performed. The correlation of RQS with the number of patients was calculated. <b<Results</b<: Twenty-three articles were included (mean RQS 11.34 ± 3.68). Most studies well-documented the imaging protocol (87%), while neither prospective validations nor cost-effectiveness analyses were performed. None of the included studies provided open-source data. A statistically significant difference in RQS according to the year of publication was found (<i<p</i< = 0.009), with papers published in 2021 having slightly higher RQSs than older ones. No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. Although its current clinical applicability can be affected by the somewhat inadequate quality of the papers, a significant improvement in radiomics methodologies has been demonstrated in the last year. radiomics salivary glands radiomics quality score parotid submandibular sialadenitis Medicine (General) Salvatore Claudio Fanni verfasserin aut Maria Febi verfasserin aut Leonardo Colligiani verfasserin aut Dania Cioni verfasserin aut Emanuele Neri verfasserin aut In Diagnostics MDPI AG, 2012 12(2022), 12, p 3002 (DE-627)718627814 (DE-600)2662336-5 20754418 nnns volume:12 year:2022 number:12, p 3002 https://doi.org/10.3390/diagnostics12123002 kostenfrei https://doaj.org/article/14a5f3fbd1a34c6f9fd4f977159b1867 kostenfrei https://www.mdpi.com/2075-4418/12/12/3002 kostenfrei https://doaj.org/toc/2075-4418 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_65 GBV_ILN_69 GBV_ILN_73 GBV_ILN_74 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_285 GBV_ILN_293 GBV_ILN_602 GBV_ILN_2005 GBV_ILN_2009 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2055 GBV_ILN_2111 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 12 2022 12, p 3002
allfieldsGer	10.3390/diagnostics12123002 doi (DE-627)DOAJ083194983 (DE-599)DOAJ14a5f3fbd1a34c6f9fd4f977159b1867 DE-627 ger DE-627 rakwb eng R5-920 Giacomo Aringhieri verfasserin aut The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment 2022 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier <b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. <b<Material and Methods</b<: A systematic search was performed, and the methodological quality was evaluated using the radiomics quality score (RQS). Subgroup analyses according to the first author’s professional role (medical or not medical), journal type (radiological journal or other) and the year of publication (2021 or before) were performed. The correlation of RQS with the number of patients was calculated. <b<Results</b<: Twenty-three articles were included (mean RQS 11.34 ± 3.68). Most studies well-documented the imaging protocol (87%), while neither prospective validations nor cost-effectiveness analyses were performed. None of the included studies provided open-source data. A statistically significant difference in RQS according to the year of publication was found (<i<p</i< = 0.009), with papers published in 2021 having slightly higher RQSs than older ones. No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. Although its current clinical applicability can be affected by the somewhat inadequate quality of the papers, a significant improvement in radiomics methodologies has been demonstrated in the last year. radiomics salivary glands radiomics quality score parotid submandibular sialadenitis Medicine (General) Salvatore Claudio Fanni verfasserin aut Maria Febi verfasserin aut Leonardo Colligiani verfasserin aut Dania Cioni verfasserin aut Emanuele Neri verfasserin aut In Diagnostics MDPI AG, 2012 12(2022), 12, p 3002 (DE-627)718627814 (DE-600)2662336-5 20754418 nnns volume:12 year:2022 number:12, p 3002 https://doi.org/10.3390/diagnostics12123002 kostenfrei https://doaj.org/article/14a5f3fbd1a34c6f9fd4f977159b1867 kostenfrei https://www.mdpi.com/2075-4418/12/12/3002 kostenfrei https://doaj.org/toc/2075-4418 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_65 GBV_ILN_69 GBV_ILN_73 GBV_ILN_74 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_285 GBV_ILN_293 GBV_ILN_602 GBV_ILN_2005 GBV_ILN_2009 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2055 GBV_ILN_2111 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 12 2022 12, p 3002
allfieldsSound	10.3390/diagnostics12123002 doi (DE-627)DOAJ083194983 (DE-599)DOAJ14a5f3fbd1a34c6f9fd4f977159b1867 DE-627 ger DE-627 rakwb eng R5-920 Giacomo Aringhieri verfasserin aut The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment 2022 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier <b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. <b<Material and Methods</b<: A systematic search was performed, and the methodological quality was evaluated using the radiomics quality score (RQS). Subgroup analyses according to the first author’s professional role (medical or not medical), journal type (radiological journal or other) and the year of publication (2021 or before) were performed. The correlation of RQS with the number of patients was calculated. <b<Results</b<: Twenty-three articles were included (mean RQS 11.34 ± 3.68). Most studies well-documented the imaging protocol (87%), while neither prospective validations nor cost-effectiveness analyses were performed. None of the included studies provided open-source data. A statistically significant difference in RQS according to the year of publication was found (<i<p</i< = 0.009), with papers published in 2021 having slightly higher RQSs than older ones. No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. Although its current clinical applicability can be affected by the somewhat inadequate quality of the papers, a significant improvement in radiomics methodologies has been demonstrated in the last year. radiomics salivary glands radiomics quality score parotid submandibular sialadenitis Medicine (General) Salvatore Claudio Fanni verfasserin aut Maria Febi verfasserin aut Leonardo Colligiani verfasserin aut Dania Cioni verfasserin aut Emanuele Neri verfasserin aut In Diagnostics MDPI AG, 2012 12(2022), 12, p 3002 (DE-627)718627814 (DE-600)2662336-5 20754418 nnns volume:12 year:2022 number:12, p 3002 https://doi.org/10.3390/diagnostics12123002 kostenfrei https://doaj.org/article/14a5f3fbd1a34c6f9fd4f977159b1867 kostenfrei https://www.mdpi.com/2075-4418/12/12/3002 kostenfrei https://doaj.org/toc/2075-4418 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_39 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_63 GBV_ILN_65 GBV_ILN_69 GBV_ILN_73 GBV_ILN_74 GBV_ILN_95 GBV_ILN_105 GBV_ILN_110 GBV_ILN_151 GBV_ILN_161 GBV_ILN_170 GBV_ILN_206 GBV_ILN_213 GBV_ILN_230 GBV_ILN_285 GBV_ILN_293 GBV_ILN_602 GBV_ILN_2005 GBV_ILN_2009 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2055 GBV_ILN_2111 GBV_ILN_4012 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4126 GBV_ILN_4249 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4338 GBV_ILN_4367 GBV_ILN_4700 AR 12 2022 12, p 3002
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callnumber-first	R - Medicine
author	Giacomo Aringhieri
spellingShingle	Giacomo Aringhieri misc R5-920 misc radiomics misc salivary glands misc radiomics quality score misc parotid misc submandibular misc sialadenitis misc Medicine (General) The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment
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topic_title	R5-920 The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment radiomics salivary glands radiomics quality score parotid submandibular sialadenitis
topic	misc R5-920 misc radiomics misc salivary glands misc radiomics quality score misc parotid misc submandibular misc sialadenitis misc Medicine (General)
topic_unstemmed	misc R5-920 misc radiomics misc salivary glands misc radiomics quality score misc parotid misc submandibular misc sialadenitis misc Medicine (General)
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title	The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment
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author_browse	Giacomo Aringhieri Salvatore Claudio Fanni Maria Febi Leonardo Colligiani Dania Cioni Emanuele Neri
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title_sort	role of radiomics in salivary gland imaging: a systematic review and radiomics quality assessment
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title_auth	The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment
abstract	<b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. <b<Material and Methods</b<: A systematic search was performed, and the methodological quality was evaluated using the radiomics quality score (RQS). Subgroup analyses according to the first author’s professional role (medical or not medical), journal type (radiological journal or other) and the year of publication (2021 or before) were performed. The correlation of RQS with the number of patients was calculated. <b<Results</b<: Twenty-three articles were included (mean RQS 11.34 ± 3.68). Most studies well-documented the imaging protocol (87%), while neither prospective validations nor cost-effectiveness analyses were performed. None of the included studies provided open-source data. A statistically significant difference in RQS according to the year of publication was found (<i<p</i< = 0.009), with papers published in 2021 having slightly higher RQSs than older ones. No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. Although its current clinical applicability can be affected by the somewhat inadequate quality of the papers, a significant improvement in radiomics methodologies has been demonstrated in the last year.
abstractGer	<b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. <b<Material and Methods</b<: A systematic search was performed, and the methodological quality was evaluated using the radiomics quality score (RQS). Subgroup analyses according to the first author’s professional role (medical or not medical), journal type (radiological journal or other) and the year of publication (2021 or before) were performed. The correlation of RQS with the number of patients was calculated. <b<Results</b<: Twenty-three articles were included (mean RQS 11.34 ± 3.68). Most studies well-documented the imaging protocol (87%), while neither prospective validations nor cost-effectiveness analyses were performed. None of the included studies provided open-source data. A statistically significant difference in RQS according to the year of publication was found (<i<p</i< = 0.009), with papers published in 2021 having slightly higher RQSs than older ones. No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. Although its current clinical applicability can be affected by the somewhat inadequate quality of the papers, a significant improvement in radiomics methodologies has been demonstrated in the last year.
abstract_unstemmed	<b<Background</b<: Radiomics of salivary gland imaging can support clinical decisions in different clinical scenarios, such as tumors, radiation-induced xerostomia and sialadenitis. This review aims to evaluate the methodological quality of radiomics studies on salivary gland imaging. <b<Material and Methods</b<: A systematic search was performed, and the methodological quality was evaluated using the radiomics quality score (RQS). Subgroup analyses according to the first author’s professional role (medical or not medical), journal type (radiological journal or other) and the year of publication (2021 or before) were performed. The correlation of RQS with the number of patients was calculated. <b<Results</b<: Twenty-three articles were included (mean RQS 11.34 ± 3.68). Most studies well-documented the imaging protocol (87%), while neither prospective validations nor cost-effectiveness analyses were performed. None of the included studies provided open-source data. A statistically significant difference in RQS according to the year of publication was found (<i<p</i< = 0.009), with papers published in 2021 having slightly higher RQSs than older ones. No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. Although its current clinical applicability can be affected by the somewhat inadequate quality of the papers, a significant improvement in radiomics methodologies has been demonstrated in the last year.
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title_short	The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment
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No differences according to journal type or the first author’s professional role were demonstrated. A moderate relationship between the overall RQS and the number of patients was found. <b<Conclusions</b<: Radiomics application in salivary gland imaging is increasing. 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The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment

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