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Rationale: Chronic lung diseases (CLDs) have been variably associated with a risk for more severe manifestations and death with coronavirus disease (COVID-19). Objectives: To determine the risk overall and by type of CLD for severity of COVID-19 outcomes in a U.S. national cohort. Methods: Using data from the Veterans Health Administration, we determined the risk associated with CLDs, including chronic obstructive pulmonary disease (COPD) (mild or severe), asthma (mild, active, or severe), idiopathic pulmonary fibrosis (IPF), sarcoidosis, and other interstitial lung diseases (ILDs) for outcomes among veterans with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)-positive tests between March 1, 2020 and April 30, 2021. We used multinomial regression to estimate risk of four mutually exclusive COVID-19 outcomes within 30 days: outpatient management, hospitalization, hospitalization with indicators of critical illness, or death. We calculated the overall proportion with each outcome, the absolute risk difference, and risk ratios for each outcome between those with and without CLD. We also describe clinical and laboratory abnormalities by CLD in those hospitalized. Results: We included 208,283 veterans with COVID-19; 35,587 (17%) had CLD. Compared with no CLD, veterans with CLD were older and had more comorbidities. Hospitalized veterans with CLD were more likely to have low temperature, mean arterial pressure, oxygen saturation, and leukopenia and thrombocytopenia and were more likely to receive oxygen, mechanical ventilation, and vasopressors. Veterans with CLD were significantly less likely to have mild COVID-19 (-4.5%; adjusted risk ratio [aRR], 0.94; 95% confidence interval [CI], 0.94-0.95), and more likely to have a moderate (+2.5%; aRR, 1.21; 95% CI, 1.18-1.24), critical (+1.4%; aRR, 1.38; 95% CI, 1.32-1.45), or fatal (+0.7%; aRR, 1.15; 95% CI, 1.10-1.20) outcome. IPF was most strongly associated with COVID-19 severity, especially mortality (+3.2%; aRR, 1.69; 95% CI, 1.46-1.96), followed by other ILDs and COPD, whereas asthma was less likely to be associated with severity of COVID-19. In veterans younger than age 65 years, worse COVID-19 outcomes were generally more likely with IPF, sarcoidosis, and other ILDs. Conclusions: Veterans who had CLD, particularly IPF, other ILDs, and COPD, had an increased probability of more severe 30-day outcomes with COVID-19. These results provide insight into the absolute and relative risk of different CLDs with severity of COVID-19 outcomes and can help inform considerations of healthcare utilization and prognosis. Observational clinical epidemiology study registered with www.clinicaltrials.gov (NCT04628039).