Publication:
Differentiation of malignant and benign adrenal lesions with delayed CT: multivariate analysis and predictive models

dc.contributor.coauthorNg, Chaan S.
dc.contributor.coauthorWei, Wei
dc.contributor.coauthorLi, Xiao
dc.contributor.coauthorGhosh, Payel
dc.contributor.coauthorPerrier, Nancy A.
dc.contributor.coauthorGrubbs, Elizabeth
dc.contributor.coauthorPrieto, Victor G.
dc.contributor.coauthorLee, Jeffrey E.
dc.contributor.coauthorHobbs, Brian P.
dc.contributor.kuauthorAltınmakas, Emre
dc.contributor.kuprofileOther
dc.contributor.schoolcollegeinstituteSchool of Medicine
dc.contributor.yokid143682
dc.date.accessioned2024-11-09T23:26:46Z
dc.date.issued2018
dc.description.abstractObjective: The purpose of this study is to identify imaging and patient parameters that affect the diagnostic performance of delayed contrast-enhanced CT for distinguishing malignant from benign adrenal lesions larger than 1 cm in adult patients and to derive predictive models. Materials and Methods: This retrospective study assessed 97 pathologically proven adrenal lesions that had undergone unenhanced, portal venous, and 15-minute delayed CT. Quantitatively, single-parameter evaluations of lesion attenuation (in Hounsfield units) and absolute percentage enhancement washout (APEW) and relative percentage enhancement washout (RPEW) were performed. In addition, descriptive CT features (lesion size, margin definition, heterogeneity vs homogeneity, fat, and calcification) and patients' demographic characteristics and medical history of malignancy were evaluated for association with lesion status using multiple logistic regression with stepwise model selection. Areas under the ROC curve (A(z)) were determined for univariate and multivariate analyses. Leave-one-lesion-out cross-validation was applied to ascertain the predictive performance of single-parameter and multivariate evaluations. Results: The A(z) values for unenhanced attenuation, portal venous attenuation, delayed attenuation, APEW, and RPEW were 0.835, 0.534, 0.847, 0.792, and 0.871, respectively. Multivariate analyses revealed that portal venous attenuation, delayed attenuation, and APEW were significant features, with an A(z) of 0.923 when combined. The addition of the descriptive CT features increased the A(z) to 0.938; patient age and a history of malignancy were additional significant factors, increasing the A(z) to 0.956 and 0.972, respectively. The combined predictive classifier yielded 89% accuracy under cross-validation, compared with the best commonly applied single-parameter evaluation (77% for RPEW < 40%). Conclusions: Multivariate imaging evaluation applied to delayed contrast-enhanced CT alone, with or without patient characteristics, improves diagnostic performance for characterizing adrenal lesions beyond those of single-parameter evaluations. Predictive formulas assessing the probabilities of lesion benignity or malignancy are provided.
dc.description.indexedbyWoS
dc.description.indexedbyScopus
dc.description.indexedbyPubMed
dc.description.issue4
dc.description.openaccessNO
dc.description.publisherscopeInternational
dc.description.sponsorshipGE Healthcare
dc.description.sponsorshipCancer Center Support grant from the National Institutes of Health [P30CA016672]
dc.description.sponsorshipNational Cancer Institute C. S. Ng has received research funding from GE Healthcare.
dc.description.sponsorshipSupported in part by a Cancer Center Support grant, grant P30CA016672 from the National Institutes of Health and National Cancer Institute, and the John S. Dunn, Sr. Distinguished Chair in Diagnostic Imaging.
dc.description.volume210
dc.identifier.doi10.2214/AJR.17.18428
dc.identifier.eissn1546-3141
dc.identifier.issn0361-803X
dc.identifier.quartileQ1
dc.identifier.scopus2-s2.0-85044523778
dc.identifier.urihttp://dx.doi.org/10.2214/AJR.17.18428
dc.identifier.urihttps://hdl.handle.net/20.500.14288/11593
dc.identifier.wos428041400003
dc.keywordsAdrenal
dc.keywordsAdrenal tumors
dc.keywordsCharacterization
dc.keywordsDelayed washout
dc.languageEnglish
dc.publisherAmer Roentgen Ray Soc
dc.sourceAmerican Journal of Roentgenology
dc.subjectRadiology
dc.subjectNuclear medicine
dc.subjectMedical imaging
dc.titleDifferentiation of malignant and benign adrenal lesions with delayed CT: multivariate analysis and predictive models
dc.typeJournal Article
dspace.entity.typePublication
local.contributor.authorid0000-0002-0727-9230
local.contributor.kuauthorAltınmakas, Emre

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