The authors convey their response to a feedback about their report on differences in the obesity paradox among persons with smoking-associated and non-smoking associated chronic obstructive pulmonary disease. Topics mentioned include causal relationship between body mass index (BMI) and mortality, methodological biases as explanations for obesity paradoxes within diabetes and heart disease, and the pattern and magnitude of the BMI-mortality association.