Inclusion Criteria:

          -  For dose-escalation stage (tablets): age at study entry >= 6 years to < 18 years

          -  For dose-escalation stage (suspension): age at study entry >= 6 months to < 18 years.
             Participants <1 year of age will not be enrolled until >= 6 participants >= 1 year to
             < 18 years of age have received at least one cycle of therapy with suspension and
             until safety and pharmacokinetic assessment of these participants have been conducted.

          -  For expansion stage: age at study entry to be >= 6 months (>=6 years if suspension is
             not available) to < 30 years. Participants >= 6 months to < 1 year of age may not be
             enrolled until >= 6 participants >= 1 year to < 18 years of age have received at least
             one cycle of therapy with suspension in the dose-escalation phase and until safety and
             pharmacokinetic assessment of these participants have been conducted.

          -  Tumor for which prior treatment has proven to be ineffective or intolerable or for
             which no standard therapy exists

          -  Tumor with known or expected RAS/RAF/MEK/ERK pathway involvement. Diagnosis must be
             one of the following tumor types:

        Central nervous system gliomas, including high- and low-grade gliomas, and diffuse
        intrinsic pontine glioma (DIPG) Embryonal rhabdomyosarcoma and other non-rhabdomyosarcoma
        soft tissue sarcomas Neuroblastoma Melanoma Malignant peripheral nerve sheath tumor
        Rhabdoid tumors, including atypical teratoid/rhabdoid tumor (ATRT) NF1-associated tumor
        (including plexiform neurofibroma), schwannoma, or RASopathy-associated tumor that in the
        judgment of the investigator is life threatening, results in severe symptoms (including
        severe pain), or is in close proximity to vital structures

          -  Measurable disease as defined by mINRC, RANO criteria for HGG, RANO criteria for LGG,
             RECIST v1.1, or evaluable by nuclear medicine techniques, immunocytochemistry, tumor
             markers, or other reliable measures

          -  Availability of tumor tissue at study enrollment

          -  Lansky performance status or Karnofsky performance status of >= 50 percent

          -  Life expectancy >= 3 months

          -  Adequate hematologic, cardiac, and end-organ function

          -  Body weight must be >= 20 kilograms (kg) if suspension is not available

        Exclusion Criteria:

          -  Pregnant or lactating women

          -  Close proximity in time to treatment with high-dose chemotherapy, stem-cell rescue,
             differentiation therapy, immunotherapy, thoracic or mediastinal radiotherapy, hormonal
             therapy, biologic therapy, herbal cancer therapy, hematopoietic growth factor,
             investigational therapy, or St. John's wort according to protocol-defined criteria
             prior to initiation of study drug

          -  Inability to swallow oral medications

          -  Impaired gastrointestinal absorption

          -  History or evidence of retinal pathology according to protocol-defined criteria,
             including serous retinopathy

          -  History of Grade >= 2 central nervous system (CNS) hemorrhage

          -  History of CNS hemorrhage within 28 days of study entry. This criterion may be waived
             at the investigator's request if the CNS hemorrhage was asymptomatic, with approval of
             the Medical Monitor

          -  Known active infection (excluding fungal infection of the nail beds) within 28 days
             prior to initiation of study drug that has not completely resolved

          -  Major surgical procedure or significant traumatic injury within 4 weeks prior to
             initiation of study drug, or anticipation of need for major surgical procedure during
             the course of the study

          -  Prior allogenic bone marrow transplantation or prior solid organ transplantation