Hyperpolarized (13)C lactate-to-bicarbonate signal ratio predicts brain metastases response to stereotactic radiosurgery

超极化(13)C乳酸与碳酸氢盐信号比值预测脑转移瘤对立体定向放射外科手术的反应

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Abstract

BACKGROUND: Brain metastases (BM) are increasingly treated with stereotactic radiosurgery (SRS); however, up to 30% of BM recur locally. This work investigated whether hyperpolarized (HP) [1-(13)C]-pyruvate MRI can be used to predict SRS treatment response in patients with BM. METHODS: Eighteen patients with 44 BM were imaged with HP [1-(13)C]-pyruvate MRI prior to SRS. Treatment response was determined using the Response Assessment in Neuro-Oncology BM (RANO-BM) working group guidelines at 6-month follow-up. Fourteen parameters, including lesion [1-(13)C]-lactate to [(13)C]-bicarbonate, [1-(13)C]-lactate to [1-(13)C]-pyruvate and [(13)C]-bicarbonate to [1-(13)C]-pyruvate signal ratios, in addition to prognostic and dosimetric parameters, were analyzed using univariable and multivariable analysis. RESULTS: Univariable analysis identified lesion [1-(13)C]-lactate to [(13)C]-bicarbonate ratio (P = .0003), lesion [(13)C]-bicarbonate to [1-(13)C]-pyruvate ratio (P = .0118), lesion volume (P = .0264), and the number of involved organs with metastases including the brain (P = .0448) as significant predictors of treatment response. The lesion [1-(13)C]-lactate to [(13)C]-bicarbonate ratio was predictive of response with the best overall performance, achieving an AUC(ROC) = 0.88, AUC(PRC) = 0.83, sensitivity = 67% (CI: 40%-87%), specificity = 97% (CI: 90%-100%), and positive predictive value (PPV) = 91% (CI: 73%-100%). CONCLUSIONS: HP lesion [1-(13)C]-lactate to [(13)C]-bicarbonate ratio can predict SRS response with a high PPV.

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