Predicting the likelihood of an isocitrate dehydrogenase 1 or 2 mutation in diagnoses of infiltrative glioma

被引:58
作者
Chen, Li [1 ,2 ]
Voronovich, Zoya [3 ]
Clark, Kenneth [3 ]
Hands, Isaac [4 ]
Mannas, Jonathan [5 ]
Walsh, Meggen [6 ]
Nikiforova, Marina N. [3 ]
Durbin, Eric B. [4 ,7 ]
Weiss, Heidi [1 ,2 ]
Horbinski, Craig [6 ]
机构
[1] Univ Kentucky, Biostat Shared Resource Facil, Lucille P Markey Canc Ctr, Lexington, KY 40536 USA
[2] Univ Kentucky, Dept Biostat, Coll Publ Hlth, Lexington, KY 40536 USA
[3] Univ Pittsburgh, Dept Pathol, Pittsburgh, PA USA
[4] Univ Kentucky, Canc Res Informat Shared Resource Facil, Lucille P Markey Canc Ctr, Lexington, KY 40536 USA
[5] Univ Kentucky, Dept Neurosurg, Lexington, KY 40536 USA
[6] Univ Kentucky, Dept Pathol & Lab Med, Lexington, KY 40536 USA
[7] Univ Kentucky, Div Biomed Informat, Dept Biostat, Coll Publ Hlth, Lexington, KY 40536 USA
关键词
glioma; IDH1; IDH2; 2-HYDROXYGLUTARATE;
D O I
10.1093/neuonc/nou097
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background. Several variables are associated with the likelihood of isocitrate dehydrogenase 1 or 2 (IDH1/2) mutation in gliomas, though no guidelines yet exist for when testing is warranted, especially when an R132H IDH1 immunostain is negative. Methods. A cohort of 89 patients was used to build IDH1/2 mutation prediction models in World Health Organization grades II-IV gliomas, and an external cohort of 100 patients was used for validation. Logistic regression and backward model selection with the Akaike information criterion were used to develop prediction models. Results. A multivariable model, incorporating patient age, glioblastoma multiforme diagnosis, and prior history of grade II or III glioma, was developed to predict IDH1/2 mutation probability. This model generated an area under the curve (AUC) of 0.934 (95% CI: 0.878, 0.978) in the external validation cohort and 0.941 (95% CI: 0.918, 0.962) in the cohort of The Cancer Genome Atlas. When R132H IDH1 immunostain information was added, AUC increased to 0.986 (95% CI: 0.967, 0.998). This model had an AUC of 0.947 (95% CI: 0.891, 0.995) in predicting whether an R132H IDH1 immunonegative case harbored a less common IDH1 or IDH2 mutation. The models were also 94% accurate in predicting IDH1/2 mutation status in gliomas from The Cancer Genome Atlas. An interactive web-based application for calculating the probability of an IDH1/2 mutation is now available using these models. Conclusions. We have integrated multiple variables to generate a probability of an IDH1/2 mutation. The associated web-based application can help triage diffuse gliomas that would benefit from mutation testing in both clinical and research settings.
引用
收藏
页码:1478 / 1483
页数:6
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