Inclusion Criteria: - Pathologically confirmed diagnosis of the following malignancies: breast, non-Hodgkin's lymphoma (NHL), Hodgkin's disease, ovarian, colorectal, lung or other - Planned administration of a new myelosuppressive every 14 (q14), q21, or q28 day chemotherapy - Written informed consent for participation in the study before any study-specific procedures are performed, including screening and registration Exclusion Criteria: - Planned concomitant therapeutic radiation - Diagnosis of acute or chronic leukemia or myelodysplastic syndrome - Prior stem-cell transplantation (includes bone-marrow transplantation) - Medical diagnosis of chronic neutropenia of any cause not related to cancer - Current cytotoxic, biologic, or immunologic therapy for unrelated conditions - Subject has active infection requiring treatment - Known HIV-positive subjects - Subject of child-bearing potential is evidently pregnant (e.g., positive HCG test) or is breast feeding - Subject of child-bearing potential is not using adequate contraceptive precautions - Known sensitivity to E. coli derived drug products (e.g., filgrastim, HUMULIN® insulin, L-asparaginase, HUMATROPE® growth hormone, INTRON A®) - Any psychiatric, addictive or other kind of disorder which compromises the ability of the subject to give written informed consent and/or to comply with study protocol procedures - Subject is currently enrolled in, or has not yet completed at least 30 days since ending another device or drug trial(s) or is receiving, or plans to receive, other investigational agent(s) not approved by the Food and Drug Administration (FDA)