Spot and Diffuse Signs: Quantitative Markers of Intracranial Hematoma Expansion at Dual-Energy CT

Purpose To compare dual-energy CT with iodine quantification to single-energy CT for evaluation of the spot sign for intracranial hematoma expansion. Materials and Methods In this retrospective study, 42 patients (mean age, 66 years ± 15 [standard deviation]; 19 women) were referred for dual-energy...

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Veröffentlicht in:Radiology 2019-01, Vol.290 (1), p.179-186
Hauptverfasser: Tan, Can Ozan, Lam, Stephanie, Kuppens, Daan, Bergmans, Rick H J, Parameswaran, Bimal Kumar, Forghani, Reza, Hu, Ranliang, Daftari Besheli, Laleh, Goldstein, Joshua N, Thrall, James, Lev, Michael, Romero, Javier M, Gupta, Rajiv
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container_end_page 186
container_issue 1
container_start_page 179
container_title Radiology
container_volume 290
creator Tan, Can Ozan
Lam, Stephanie
Kuppens, Daan
Bergmans, Rick H J
Parameswaran, Bimal Kumar
Forghani, Reza
Hu, Ranliang
Daftari Besheli, Laleh
Goldstein, Joshua N
Thrall, James
Lev, Michael
Romero, Javier M
Gupta, Rajiv
description Purpose To compare dual-energy CT with iodine quantification to single-energy CT for evaluation of the spot sign for intracranial hematoma expansion. Materials and Methods In this retrospective study, 42 patients (mean age, 66 years ± 15 [standard deviation]; 19 women) were referred for dual-energy CT assessment of intracranial hemorrhage from October 2014 to January 2017. A machine learning approach (naive Bayes classifier) was used to identify iodine markers of extravasation for risk of hematoma expansion. Specificity and sensitivity of these markers were then independently validated in 65 new patients from February 2017 to February 2018. Results Analysis of dual-energy CT images identified two features of iodine extravasation: total iodine concentration within the hematoma (I ) and focal iodine concentration in the brightest spot in the hematoma (I ) as predictors of expansion. The I2 score derived from these features provided a measure of expansion probability. Optimal classification threshold was an I2 score of 20 (95% confidence interval [CI]: 18, 23), leading to correct identification of 39 of 46 (85%; 95% CI: 71%, 94%) of the hematomas on the training set (sensitivity of 79% [11 of 14; 95% CI: 57%, 100%] and specificity of 88% [28 of 32; 95% CI: 76%, 99%]), and 62 of 70 (89%; 95% CI: 79%, 95%) of the hematomas on the validation set (sensitivity of 71% [10 of 14; 95% CI: 48%, 95%] and specificity of 93% [52 of 56; 95% CI: 86%, 100%]). Sensitivity, specificity, and accuracy of conventional spot sign were, respectively, 57% (eight of 14), 90% (29 of 32), and 80% (37 of 46) on the training set and 57% (eight of 14), 83% (47 of 56), and 75% (53 of 70) on the validation set. Conclusion This study identified two quantitative markers of intracranial hemorrhage expansion at dual-energy CT of the brain. The I2 score derived from these markers highlights the utility of dual-energy CT measurements of iodine content for high sensitivity risk assessment. © RSNA, 2018 Online supplemental material is available for this article.
doi_str_mv 10.1148/radiol.2018180322
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Materials and Methods In this retrospective study, 42 patients (mean age, 66 years ± 15 [standard deviation]; 19 women) were referred for dual-energy CT assessment of intracranial hemorrhage from October 2014 to January 2017. A machine learning approach (naive Bayes classifier) was used to identify iodine markers of extravasation for risk of hematoma expansion. Specificity and sensitivity of these markers were then independently validated in 65 new patients from February 2017 to February 2018. Results Analysis of dual-energy CT images identified two features of iodine extravasation: total iodine concentration within the hematoma (I ) and focal iodine concentration in the brightest spot in the hematoma (I ) as predictors of expansion. The I2 score derived from these features provided a measure of expansion probability. Optimal classification threshold was an I2 score of 20 (95% confidence interval [CI]: 18, 23), leading to correct identification of 39 of 46 (85%; 95% CI: 71%, 94%) of the hematomas on the training set (sensitivity of 79% [11 of 14; 95% CI: 57%, 100%] and specificity of 88% [28 of 32; 95% CI: 76%, 99%]), and 62 of 70 (89%; 95% CI: 79%, 95%) of the hematomas on the validation set (sensitivity of 71% [10 of 14; 95% CI: 48%, 95%] and specificity of 93% [52 of 56; 95% CI: 86%, 100%]). Sensitivity, specificity, and accuracy of conventional spot sign were, respectively, 57% (eight of 14), 90% (29 of 32), and 80% (37 of 46) on the training set and 57% (eight of 14), 83% (47 of 56), and 75% (53 of 70) on the validation set. Conclusion This study identified two quantitative markers of intracranial hemorrhage expansion at dual-energy CT of the brain. The I2 score derived from these markers highlights the utility of dual-energy CT measurements of iodine content for high sensitivity risk assessment. © RSNA, 2018 Online supplemental material is available for this article.</description><identifier>ISSN: 0033-8419</identifier><identifier>EISSN: 1527-1315</identifier><identifier>DOI: 10.1148/radiol.2018180322</identifier><identifier>PMID: 30375929</identifier><language>eng</language><publisher>United States</publisher><ispartof>Radiology, 2019-01, Vol.290 (1), p.179-186</ispartof><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c344t-3b6419a72cb3bd1fea7750f5e30594cadbe98dabe2cb8e58f967bf6310f4bdca3</citedby><cites>FETCH-LOGICAL-c344t-3b6419a72cb3bd1fea7750f5e30594cadbe98dabe2cb8e58f967bf6310f4bdca3</cites><orcidid>0000-0002-8572-1864 ; 0000-0001-9673-9907</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,777,781,4002,27905,27906</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30375929$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Tan, Can Ozan</creatorcontrib><creatorcontrib>Lam, Stephanie</creatorcontrib><creatorcontrib>Kuppens, Daan</creatorcontrib><creatorcontrib>Bergmans, Rick H J</creatorcontrib><creatorcontrib>Parameswaran, Bimal Kumar</creatorcontrib><creatorcontrib>Forghani, Reza</creatorcontrib><creatorcontrib>Hu, Ranliang</creatorcontrib><creatorcontrib>Daftari Besheli, Laleh</creatorcontrib><creatorcontrib>Goldstein, Joshua N</creatorcontrib><creatorcontrib>Thrall, James</creatorcontrib><creatorcontrib>Lev, Michael</creatorcontrib><creatorcontrib>Romero, Javier M</creatorcontrib><creatorcontrib>Gupta, Rajiv</creatorcontrib><title>Spot and Diffuse Signs: Quantitative Markers of Intracranial Hematoma Expansion at Dual-Energy CT</title><title>Radiology</title><addtitle>Radiology</addtitle><description>Purpose To compare dual-energy CT with iodine quantification to single-energy CT for evaluation of the spot sign for intracranial hematoma expansion. Materials and Methods In this retrospective study, 42 patients (mean age, 66 years ± 15 [standard deviation]; 19 women) were referred for dual-energy CT assessment of intracranial hemorrhage from October 2014 to January 2017. A machine learning approach (naive Bayes classifier) was used to identify iodine markers of extravasation for risk of hematoma expansion. Specificity and sensitivity of these markers were then independently validated in 65 new patients from February 2017 to February 2018. Results Analysis of dual-energy CT images identified two features of iodine extravasation: total iodine concentration within the hematoma (I ) and focal iodine concentration in the brightest spot in the hematoma (I ) as predictors of expansion. The I2 score derived from these features provided a measure of expansion probability. Optimal classification threshold was an I2 score of 20 (95% confidence interval [CI]: 18, 23), leading to correct identification of 39 of 46 (85%; 95% CI: 71%, 94%) of the hematomas on the training set (sensitivity of 79% [11 of 14; 95% CI: 57%, 100%] and specificity of 88% [28 of 32; 95% CI: 76%, 99%]), and 62 of 70 (89%; 95% CI: 79%, 95%) of the hematomas on the validation set (sensitivity of 71% [10 of 14; 95% CI: 48%, 95%] and specificity of 93% [52 of 56; 95% CI: 86%, 100%]). Sensitivity, specificity, and accuracy of conventional spot sign were, respectively, 57% (eight of 14), 90% (29 of 32), and 80% (37 of 46) on the training set and 57% (eight of 14), 83% (47 of 56), and 75% (53 of 70) on the validation set. Conclusion This study identified two quantitative markers of intracranial hemorrhage expansion at dual-energy CT of the brain. The I2 score derived from these markers highlights the utility of dual-energy CT measurements of iodine content for high sensitivity risk assessment. © RSNA, 2018 Online supplemental material is available for this article.</description><issn>0033-8419</issn><issn>1527-1315</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNpFkDFPwzAYRC0EoqXwA1iQR5YUO3Zihw21hSIVIdQyR18SuzIkTrAdRP89QS0w3fLudHoIXVIypZTLGweVaetpTKikkrA4PkJjmsQioowmx2hMCGOR5DQboTPv3wihPJHiFI0YYSLJ4myMYN21AYOt8Nxo3XuF12Zr_S1-6cEGEyCYT4WfwL0r53Gr8aMNDkoH1kCNl6qB0DaAF18dWG9aiyHgeQ91tLDKbXd4tjlHJxpqry4OOUGv94vNbBmtnh8eZ3erqGSch4gV6XAURFwWrKioViBEQnSiGEkyXkJVqExWUKgBkCqROktFoVNGieZFVQKboOv9bufaj175kDfGl6quwaq293lMY0GzlAs-oHSPlq713imdd8404HY5JfmP2XxvNv83O3SuDvN90ajqr_Grkn0DoN92qA</recordid><startdate>201901</startdate><enddate>201901</enddate><creator>Tan, Can Ozan</creator><creator>Lam, Stephanie</creator><creator>Kuppens, Daan</creator><creator>Bergmans, Rick H J</creator><creator>Parameswaran, Bimal Kumar</creator><creator>Forghani, Reza</creator><creator>Hu, Ranliang</creator><creator>Daftari Besheli, Laleh</creator><creator>Goldstein, Joshua N</creator><creator>Thrall, James</creator><creator>Lev, Michael</creator><creator>Romero, Javier M</creator><creator>Gupta, Rajiv</creator><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-8572-1864</orcidid><orcidid>https://orcid.org/0000-0001-9673-9907</orcidid></search><sort><creationdate>201901</creationdate><title>Spot and Diffuse Signs: Quantitative Markers of Intracranial Hematoma Expansion at Dual-Energy CT</title><author>Tan, Can Ozan ; Lam, Stephanie ; Kuppens, Daan ; Bergmans, Rick H J ; Parameswaran, Bimal Kumar ; Forghani, Reza ; Hu, Ranliang ; Daftari Besheli, Laleh ; Goldstein, Joshua N ; Thrall, James ; Lev, Michael ; Romero, Javier M ; Gupta, Rajiv</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c344t-3b6419a72cb3bd1fea7750f5e30594cadbe98dabe2cb8e58f967bf6310f4bdca3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Tan, Can Ozan</creatorcontrib><creatorcontrib>Lam, Stephanie</creatorcontrib><creatorcontrib>Kuppens, Daan</creatorcontrib><creatorcontrib>Bergmans, Rick H J</creatorcontrib><creatorcontrib>Parameswaran, Bimal Kumar</creatorcontrib><creatorcontrib>Forghani, Reza</creatorcontrib><creatorcontrib>Hu, Ranliang</creatorcontrib><creatorcontrib>Daftari Besheli, Laleh</creatorcontrib><creatorcontrib>Goldstein, Joshua N</creatorcontrib><creatorcontrib>Thrall, James</creatorcontrib><creatorcontrib>Lev, Michael</creatorcontrib><creatorcontrib>Romero, Javier M</creatorcontrib><creatorcontrib>Gupta, Rajiv</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Radiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Tan, Can Ozan</au><au>Lam, Stephanie</au><au>Kuppens, Daan</au><au>Bergmans, Rick H J</au><au>Parameswaran, Bimal Kumar</au><au>Forghani, Reza</au><au>Hu, Ranliang</au><au>Daftari Besheli, Laleh</au><au>Goldstein, Joshua N</au><au>Thrall, James</au><au>Lev, Michael</au><au>Romero, Javier M</au><au>Gupta, Rajiv</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Spot and Diffuse Signs: Quantitative Markers of Intracranial Hematoma Expansion at Dual-Energy CT</atitle><jtitle>Radiology</jtitle><addtitle>Radiology</addtitle><date>2019-01</date><risdate>2019</risdate><volume>290</volume><issue>1</issue><spage>179</spage><epage>186</epage><pages>179-186</pages><issn>0033-8419</issn><eissn>1527-1315</eissn><abstract>Purpose To compare dual-energy CT with iodine quantification to single-energy CT for evaluation of the spot sign for intracranial hematoma expansion. Materials and Methods In this retrospective study, 42 patients (mean age, 66 years ± 15 [standard deviation]; 19 women) were referred for dual-energy CT assessment of intracranial hemorrhage from October 2014 to January 2017. A machine learning approach (naive Bayes classifier) was used to identify iodine markers of extravasation for risk of hematoma expansion. Specificity and sensitivity of these markers were then independently validated in 65 new patients from February 2017 to February 2018. Results Analysis of dual-energy CT images identified two features of iodine extravasation: total iodine concentration within the hematoma (I ) and focal iodine concentration in the brightest spot in the hematoma (I ) as predictors of expansion. The I2 score derived from these features provided a measure of expansion probability. Optimal classification threshold was an I2 score of 20 (95% confidence interval [CI]: 18, 23), leading to correct identification of 39 of 46 (85%; 95% CI: 71%, 94%) of the hematomas on the training set (sensitivity of 79% [11 of 14; 95% CI: 57%, 100%] and specificity of 88% [28 of 32; 95% CI: 76%, 99%]), and 62 of 70 (89%; 95% CI: 79%, 95%) of the hematomas on the validation set (sensitivity of 71% [10 of 14; 95% CI: 48%, 95%] and specificity of 93% [52 of 56; 95% CI: 86%, 100%]). Sensitivity, specificity, and accuracy of conventional spot sign were, respectively, 57% (eight of 14), 90% (29 of 32), and 80% (37 of 46) on the training set and 57% (eight of 14), 83% (47 of 56), and 75% (53 of 70) on the validation set. Conclusion This study identified two quantitative markers of intracranial hemorrhage expansion at dual-energy CT of the brain. The I2 score derived from these markers highlights the utility of dual-energy CT measurements of iodine content for high sensitivity risk assessment. © RSNA, 2018 Online supplemental material is available for this article.</abstract><cop>United States</cop><pmid>30375929</pmid><doi>10.1148/radiol.2018180322</doi><tpages>8</tpages><orcidid>https://orcid.org/0000-0002-8572-1864</orcidid><orcidid>https://orcid.org/0000-0001-9673-9907</orcidid><oa>free_for_read</oa></addata></record>
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title Spot and Diffuse Signs: Quantitative Markers of Intracranial Hematoma Expansion at Dual-Energy CT
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