This phase I trial studies the side effects and best dose of panobinostat in treating younger patients with diffuse intrinsic pontine glioma (DIPG). Panobinostat may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth. Stratum 1 treats patients with DIPG that has returned or gotten worse (progressed). Stratum 2 treats patients with DIPG or H3K27+Thalamic Diffuse Malignant Glioma (DMG) that has not yet gotten worse.
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Number of Patients Who Experienced Dose Limiting Toxicities (DLTs)
Timeframe: 4 weeks
Maximum Tolerated Dose (MTD) of Panobinostat in Stratum 1
Timeframe: 4 weeks
Maximum Tolerated Dose (MTD) of Panobinostat in Stratum 2
Timeframe: 4 weeks
Volume of Distribution (Vd)
Timeframe: Up to day 3
Elimination Rate (Kel)
Timeframe: Up to day 3
Half-life (t1/2)
Timeframe: Up to day 3
Clearance (CL/F)
Timeframe: Up to day 3
Area Under the Curve (AUC)
Timeframe: Up to day 3