Diffusion capacity of the lung for carbon monoxide (DLCO) >= % of predicted (corrected or uncorrected for hemoglobin per institutional standards) Patients must have pulmonary function sufficient to receive bleomycin, with normal lung expansion, absence of crackles on auscultation, and normal carbon monoxide diffusion (DLCO), defined as greater than % predicted Documented diffusion capacity of the lung for carbon monoxide (DLCO) < % (if performed within days of enrollment) or requirement for supplemental oxygen Pulmonary: Asymptomatic or if symptomatic, diffusion capacity of the lung for carbon monoxide (DLCO) > % of predicted (corrected for hemoglobin). Pulmonary function (spirometry and corrected diffusion capacity of the lung for carbon monoxide [DLCO]) >= % predicted. Corrected diffusion capacity of the lung for carbon monoxide (DLCOc) >= %; Diffusion capacity > % (adjusted for hemoglobin) as predicted by pulmonary function testing Within weeks before enrollment: Diffusion capacity > % (adjusted for hemoglobin) as predicted pulmonary function testing Pulse oximetry with a baseline O saturation of >= % and diffusion capacity of the lung for carbon monoxide (DLCO) > % (corrected for hemoglobin) Pulmonary function tests within past months showing diffusion capacity of the lung for carbon monoxide (DLCO) > % of predicted Pulmonary function test (PFT) demonstrating a diffusion capacity of least % predicted. Diffusion capacity of the lung for carbon monoxide (DLCO) > % DLCO =< % Diffusion capacity of the lung for carbon monoxide (DLCO) < % of normal or oxygen saturation (O Sat) < % Diffusion capacity of the lungs for carbon monoxide (DLCO) (corrected for hemoglobin [Hgb]) >= % If measured, carbon monoxide diffusion capacity (DLCO) > % Other serious medical conditions considered to represent contraindications to bone marrow transplant (BMT) (e.g., abnormally decreased cardiac ejection fraction, diffusion capacity of the lung for carbon monoxide [DLCO] < % predicted, patient on supplemental oxygen, acquired immune deficiency syndrome [AIDS], etc.) Adequate cardiac and pulmonary function; patients with decreased left ventricular ejection fraction (LVEF) =< % or diffusion capacity of carbon monoxide (DLCO) =< % of predicted will be evaluated by cardiology or pulmonary prior to enrollment on this protocol; patient with left ventricular assist device (LVAD) placement without heart failure symptoms will be allowed Diffusion capacity of the lung for carbon monoxide (DLCO) < % Diffusion capacity of carbon monoxide (DLCO) < % predicted (corrected for hemoglobin and alveolar volume) DLCO (alveolar diffusion capacity for carbon monoxide) (corrected for hemoglobin) >= % of predicted Diffusion capacity of the lung for carbon monoxide (DLCO) > % Patients requiring supplementary continuous oxygen and/or diffusion capacity of the lung of carbon monoxide (DLCO) < % Diffusion lung capacity of oxygen (DLCO) >= % of predicted corrected for hemoglobin Pulmonary function test (PFT) demonstrating a diffusion capacity of least % predicted Corrected diffusion capacity of the lung for carbon monoxide (DLCO) >= % For all patients: diffusion capacity of the lungs for carbon monoxide (DLCO) > % predicted (corrected for hemoglobin [Hgb]) Adequate pulmonary function with corrected diffusion capacity of carbon monoxide (DLCO) > % in those for whom this study can be performed Pulmonary: asymptomatic or if symptomatic, diffusion capacity of the lung for carbon monoxide (DLCO) >= % of predicted (corrected for hemoglobin) Corrected diffusion capacity of the lung for carbon monoxide (DLCO) >= % Adequate pulmonary function defined as diffusion capacity of carbon monoxide (DLCO) > % predicted, and absence of oxygen (O) requirements Patients must have no significant obstructive airways disease or resting hypoxemia (partial pressure of oxygen [PO] < ), and must have acceptable diffusion capacity (diffusion capacity of the lung for carbon monoxide [DLCO] > % of predicted) Pulmonary function test and diffusion capacity of carbon monoxide (DLCO) > % of normal Diffusion capacity of carbon monoxide (DLCO)corr > % normal Diffusion capacity of oxygen, corrected for hemoglobin, > % of predicted Pulmonary function test (PFT) demonstrating a diffusion capacity of least % predicted DLCO > % Diffusion capacity of the lung for carbon monoxide (DLCO) > % with no symptomatic pulmonary disease Pulmonary function (diffusion capacity of the lung for carbon monoxide [DLCO]) > % of the expected value corrected for alveolar volume and hemoglobin Pulmonary disease: diffusion capacity of the lung for carbon monoxide (DLCO) parameters < % predicted (corrected for hemoglobin) Lung diffusion capacity >= % Spirometry diffusion capacity (diffusion capacity of the lung for carbon monoxide [DLCO]) >= % Diffusion capacity of carbon monoxide (DLCO) >= % predicted, no oxygen (O) requirements Other serious medical conditions considered to represent contraindications to ASCT (e.g., abnormally decreased cardiac ejection fraction, diffusion capacity of the lung for carbon monoxide [DLCO] < % predicted, acquired immune deficiency syndrome [AIDS], etc.) Patients with a diffusion capacity of the lung for carbon monoxide (DLCO) < % of normal or Corrected diffusion capacity of the lung for carbon monoxide (DLCO) > % of expected value Respiratory compromise, defined as ventilation tests with diffusion capacity of the lung for carbon monoxide (DLCO) < % Diffusion lung capacity for carbon monoxide (DLCO) adjusted for hemoglobin >= % predicted, except if related to high volume metastatic GCT to the lungs, in which case there is no minimum DLCO requirement; in some cases, patients may not be able to undergo pulmonary function test (PFT) testing due to the severity of their presentation, such as those with high volume lung metastases or tumor-related pain (from large mediastinal masses, pleural disease, etc.) limiting their ability to complete PFTs; even when PFTs can be completed in these cases, patients will still be eligible if the low DLCO can be attributed directly to the patient's disease (e.g. large mediastinal mass) rather than intrinsic lung disease; since there is no minimum DLCO for these patients, under these extraordinary circumstances, this will be allowed; most patients in this situation will be expected to receive disease-stabilizing chemotherapy; an unadjusted DLCO may be used in place of the DLCO adjusted for hemoglobin in certain situations as per institutional policy; for example, MSKCC policy is to not adjust the DLCO for hemoglobin when the hemoglobin is >= . g/dL for males and >= . g/dL for females; in these cases, the unadjusted DLCO must be >= % predicted Idiopathic interstitial pneumonia or impaired diffusion capacity of the lung for carbon monoxide (DLCO). Other serious medical conditions considered to represent contraindications to ASCT (e.g., abnormally decreased cardiac ejection fraction, diffusion capacity of carbon monoxide [DLCO] < % predicted, etc.) Pulmonary diffusion capacity > % lower than normal predicted value Patients with significant, symptomatic deterioration of lung function confirmed by spirometry, diffusion capacity of the lungs for carbon monoxide (DLCO), or resting oxygen (O) saturation Corrected pulmonary diffusion capacity of greater than or equal to % Adequate pulmonary function as assessed by diffusion capacity of the lung for carbon monoxide (DLCO) of >= % adjusted for hemoglobin Subjects with asymptomatic pulmonary function based on lung diffusion testing diffusion capacity of the lung for carbon monoxide (DLCO) test; DLCO >= % of predicted (corrected for hemoglobin) Diffusion capacity of the lung for carbon monoxide (DLCO) >= % predicted within weeks prior to study enrollment; no oxygen (O) requirements Pulmonary: asymptomatic or if symptomatic, diffusion lung capacity of carbon monoxide (DLCO) > % of predicted (corrected for hemoglobin) Diffusion lung capacity of carbon monoxide (DLCO) < % predicted Corrected diffusion lung capacity of carbon monoxide (DLCO) < % or receiving supplemental continuous oxygen Pulmonary: asymptomatic or if symptomatic, diffusion capacity of carbon monoxide (DLCO) > % of predicted (corrected for hemoglobin) Subjects with clinical signs of pulmonary insufficiency must have diffusion capacity of the lung for carbon monoxide (DLCO) to be measured at >= % of predicted value Patients with active pulmonary infection and/or pulse oximetry < % and a corrected diffusion capacity of the lung for carbon monoxide (DLCO) < % of predicted Corrected diffusion capacity of carbon monoxide (DLCO) < % and/or receiving supplemental continuous oxygen Diffusion capacity of the lung for carbon monoxide (DLCO) > % of the expected value when corrected for hemoglobin (Hb), obtained within days of enrollment Pulmonary function tests as follows: diffusion capacity of the lungs for carbon monoxide (DLCO) > % predicted Corrected diffusion capacity of the lung for carbon monoxide (DLCO) equal or above % of expected Subjects > years: DLCO (diffusion capacity) > % of predicted (corrected for hemoglobin) Pulmonary function test (PFT) demonstrating a diffusion capacity of least % predicted, corrected for hemoglobin Diffusion capacity of the lung for carbon monoxide (DLCO) < % predicted (post-bronchodilator) Patients with prior smoking history or emphysema will require diffusion lung capacity for carbon monoxide (DLCO) of >= % of predicted value for age Diffusion capacity of carbon monoxide (DLco) <% of predicted (corrected for hemoglobin). Adjusted diffusion capacity of the lung for carbon monoxide (DLCO) < % Corrected diffusion capacity of the lung for carbon monoxide (DLCO) >= % by pulmonary function test