Clinical Research and Public HealthNephrologyPulmonology Free access | 10.1172/jci.insight.133984
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Zhang, W. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Rice, M. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Hoffman, K. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Oromendia, C. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Barjaktarevic, I. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Wells, J. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Hastie, A. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Labaki, W. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Cooper, C. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Comellas, A. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Criner, G. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Krishnan, J. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Paine, R. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Hansel, N. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Bowler, R. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Barr, R. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Peters, S. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Woodruff, P. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Curtis, J. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Han, M. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Ballman, K. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Martinez, F. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Choi, A. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Nakahira, K. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Cloonan, S. in: JCI | PubMed | Google Scholar |
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Find articles by Choi, M. in: JCI | PubMed | Google Scholar
1Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, New York, New York, USA.
2New York-Presbyterian Hospital, Weill Cornell Medicine, New York, New York, USA.
3Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, and
4Department of Healthcare Policy and Research, Division of Biostatistics and Epidemiology, Weill Cornell Medicine, New York, New York, USA.
5Division of Pulmonary and Critical Care Medicine, UCLA Medical Center, Los Angeles, California, USA.
6University of Alabama at Birmingham, Birmingham, Alabama, USA.
7Pulmonary, Critical Care, Allergy, and Immunologic Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.
8Division of Pulmonary and Critical Care Medicine, University of Michigan Health System, Ann Arbor, Michigan, USA.
9Division of Pulmonary and Critical Care, University of Iowa, Iowa City, Iowa, USA.
10Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA.
11Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois College of Medicine, Chicago, Illinois, USA.
12Division of Respiratory, Critical Care, and Occupational Pulmonary Medicine, University of Utah, Salt Lake City, Utah, USA.
13Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
14Division of Pulmonary, Critical Care Medicine, National Jewish Health, Denver, Colorado, USA.
15Columbia University Medical Center, New York, New York, USA.
16Division of Pulmonary and Critical Care Medicine, UCSF, School of Medicine, San Francisco, California, USA.
17Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA.
18The SPIROMICS Investigators are detailed in the Acknowledgments.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Authorship note: WZZ and MCR contributed equally to this work.
Authorship note: WZZ and MCR contributed equally to this work.
Published January 2, 2020 - More info
BACKGROUND. Mitochondrial dysfunction, a proposed mechanism of chronic obstructive pulmonary disease (COPD) pathogenesis, is associated with the leakage of mitochondrial DNA (mtDNA), which may be detected extracellularly in various bodily fluids. Despite evidence for the increased prevalence of chronic kidney disease in COPD subjects and for mitochondrial dysfunction in the kidneys of murine COPD models, whether urine mtDNA (u-mtDNA) associates with measures of disease severity in COPD is unknown.
METHODS. Cell-free u-mtDNA, defined as copy number of mitochondrially encoded NADH dehydrogenase-1 (MTND1) gene, was measured by quantitative PCR and normalized to urine creatinine in cell-free urine samples from participants in the Subpopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS) cohort. Urine albumin/creatinine ratios (UACR) were measured in the same samples. Associations between u-mtDNA, UACR, and clinical disease parameters — including FEV1 % predicted, clinical measures of exercise tolerance, respiratory symptom burden, and chest CT measures of lung structure — were examined.
RESULTS. U-mtDNA and UACR levels were measured in never smokers (n = 63), smokers without airflow obstruction (n = 107), participants with mild/moderate COPD (n = 139), and participants with severe COPD (n = 166). U-mtDNA was associated with increased respiratory symptom burden, especially among smokers without COPD. Significant sex differences in u-mtDNA levels were observed, with females having higher u-mtDNA levels across all study subgroups. U-mtDNA associated with worse spirometry and CT emphysema in males only and with worse respiratory symptoms in females only. Similar associations were not found with UACR.
CONCLUSION. U-mtDNA levels may help to identify distinct clinical phenotypes and underlying pathobiological differences in males versus females with COPD.
TRIAL REGISTRATION. This study has been registered at ClinicalTrials.gov ( NCT01969344).
FUNDING. US NIH, National Heart, Lung and Blood Institute, supplemented by contributions made through the Foundation for the NIH and the COPD Foundation from AstraZeneca/MedImmune, Bayer, Bellerophon Therapeutics, Boehringer-Ingelheim Pharmaceuticals Inc., Chiesi Farmaceutici S.p.A., Forest Research Institute Inc., GlaxoSmithKline, Grifols Therapeutics Inc., Ikaria Inc., Novartis Pharmaceuticals Corporation, Nycomed GmbH, ProterixBio, Regeneron Pharmaceuticals Inc., Sanofi, Sunovion, Takeda Pharmaceutical Company, and Theravance Biopharma and Mylan.
Chronic obstructive pulmonary disease (COPD) is a heterogenous lung disease resulting from an abnormal inflammatory and reparative response to toxic inhalants — in particular, cigarette and biomass smoke. The marked heterogeneity of COPD manifests as distinct clinical phenotypes and trajectories, and it likely starts very early in disease pathogenesis, in smokers who have yet to develop COPD by current spirometric criteria (1). Identifying disease mechanisms or endotypes to explain the heterogeneity of COPD more clearly or to differentiate 1 patient from another is therefore of critical importance (2). The development of novel biomarkers and personalized therapies can occur only with a more nuanced understanding of the underlying biologic processes, especially at disease onset (3, 4).
One underlying biological mechanism that may provide insight into COPD pathogenesis and progression is mitochondrial dysfunction, which is consistently observed in cells derived from COPD subjects (5–13), as well as in experimental COPD models (11, 14). Such mitochondrial dysfunction is associated with the leakage of mitochondrial DNA (mtDNA) (15–19), a mitochondrial derived danger- associated molecular pattern (mtDAMP) (20, 21). Intracellularly, mtDNA acts as an essential second messenger that activates pathogen recognition receptors (PRRs) — in particular, the NLRP3 inflammasome and the DNA sensor cyclic GMP-AMP synthase (cGAS), eliciting a series of innate immune signaling cascades (21–24). When found extracellularly, cell-free mtDNA — which can be detected in a range of biological fluids including plasma, serum, urine, and bronchoalveolar lavage fluid (25–27) — activates neutrophils (22), vascular endothelial cells (28), and alveolar macrophages (29), perpetuating inflammatory signals or cascades. mtDNA has been proposed as a biomarker and prognostic indicator for a range of diseases and syndromes (25, 26, 30–42). The source of this extracellular mtDNA is unknown but is assumed to arise from injured cells either in the process of cell death or repair (43). Extracellular mtDNA has not been examined for association with clinical phenotypes or outcomes in a large, well-characterized COPD cohort.
Based on the hypothesis that leakage of extracellular mtDNA is reflective of mitochondrial dysfunction in subjects with COPD, we sought to determine if extracellular mtDNA levels associate with unique COPD subgroups in the extensively characterized Subpopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS). In this study, we chose to measure urine extracellular urine mtDNA (u-mtDNA) levels, as it may serve as an indicator of systemic mitochondrial damage. Additionally, recent studies from our group and others provide evidence that individuals with COPD have a higher incidence of chronic kidney disease (CKD) (44–55) and that mitochondrial dysfunction may be one of the mechanisms behind this finding (56). Specifically, we have recently shown that exposure to cigarette smoke induces mitochondrial swelling and loss of cristae in murine renal tubular epithelial cells (56), and that glomerulosclerosis and tubulointerstitial fibrosis occur more frequently in patients with COPD than in control subjects (44). U-mtDNA/creatinine ratios are higher in subjects with acute or chronic kidney injury, suggesting that u-mtDNA may offer potential as a unique biomarker for patients with kidney injury (26, 32–34, 36–38, 41, 42). For comparison, we also measured urine albumin, which has an established connection with CKD and with lung function decline in COPD (44, 51–54). We herein show that u-mtDNA associates with important clinical outcomes in COPD, providing further evidence for mitochondrial dysfunction in COPD pathobiology.
SPIROMICS participant characteristics. Flow diagram for SPIROMICS and the characteristics of the participants for whom urine samples were analyzed are shown in Figure 1 and Table 1. Compared with participants in the overall SPIROMICS cohort, the participants in this study were less likely to be current smokers (P < 0.001); the severe COPD subgroup is also slightly overrepresented (Supplemental Table 1; supplemental material available online with this article; https://doi.org/10.1172/jci.insight.133984DS1). Urine albumin, creatinine, and cell-free u-mtDNA were measured in 475 participants, of which 63 were never smokers, 107 were smokers without airflow obstruction, 142 were participants with mild/moderate COPD, and 166 had severe COPD (Table 1). Compared with never smokers and smokers without airflow obstruction, participants with COPD were predominantly male and older, and in particular, participants with severe COPD had a lower BMI compared with the other subgroups. There was no difference between any of the subgroups in the rate of genitourinary conditions, which includes CKD (P = 0.27, Table 1).
Flow diagrams for the participants in this SPIROMICS substudy. COPD, chronic obstructive pulmonary disease.
Urine albumin/creatinine ratio as a COPD biomarker in the SPIROMICS cohort. We first examined the relationship between urine albumin/creatinine ratio (UACR), a marker of kidney injury, and disease severity in the SPIROMICS cohort. Consistent with previous reports using different COPD cohorts (51, 53, 54, 57–59), UACR was significantly increased in subjects with mild/moderate (median = 10.25 mg/g, P = 0.024) and severe (median = 10.08 mg/g, P = 0.006) COPD, when compared with smokers without airflow obstruction (median = 7.02 mg/g; Figure 2A). This association remained significant after adjusting for smoking status, age, sex, and BMI ( = 0.40 [0.03, 0.77], P = 0.036 for mild/moderate COPD; = 0.53 [0.16, 0.90], P = 0.005 for severe COPD; Table 2). UACR was also significantly higher in currently smoking participants with COPD (median = 8.95 mg/g) compared with participants with COPD who are not currently smoking (median = 7.0 mg/g, P = 0.019, Figure 2B).
Urine albumin/creatinine ratios (UACR) are higher in subjects with COPD and correlate with worse spirometry and respiratory symptom severity by the CAT score. (A) UACR (log2 mg/g) was measured in SPIROMICS participants and compared between never smokers (n = 63), smokers without airflow obstruction (n = 107), participants with mild/moderate COPD (n = 136), and participants severe COPD (n = 166). (B) UACR in participants with COPD who are current nonsmokers (n = 213) and current smokers (n = 80) . (C) UACR and association with postbronchodilator FEV1 % predicted in all participants, including never smokers (n = 62; red), smokers without airflow obstruction (n = 107; green), participants with mild/moderate COPD (n = 136; blue), and participants with severe COPD (n = 166; purple). (D) UACR compared in participants with mild symptoms (not significant, n = 154) and those with more severe respiratory symptoms (impactful, n = 288) using COPD Assessment Test (CAT) scores of ≥ 10 as a cutoff for impactful symptoms. Data (A, B, D) are presented as median, with box indicating upper and lower quartiles, whiskers indicating extrema, and P values calculated by Tukey’s range test (A) or unadjusted linear regression models (B and D). Linear associations (C) were implemented with unadjusted linear regression models.
Albuminuria has been associated with lung function decline in large population–based longitudinal cohort studies (54). To validate these findings, we examined the relationship between UACR levels and important clinical parameters in the SPIROMICS cohort. In SPIROMICS, UACR was inversely associated with percent predicted postbronchodilator forced expiratory volume in 1 second (FEV1 % predicted) in unadjusted analyses ( = –0.11 [–0.20, –0.03], P = 0.011), but this association lost significance with adjustment ( = –0.08 [–0.17, 0.01], P = 0.086) (Figure 2C and Supplemental Table 2). UACR was not significantly associated with 6-minute walk distance (6MWD) or St. George’s Respiratory Questionnaire (SGRQ) score in unadjusted or adjusted analyses, but it was higher in participants with more significant respiratory symptoms, as defined by COPD Assessment Test (CAT) score ≥ 10, an association that persisted with adjustment (unadjusted = 0.38 [0.10, 0.66], P = 0.009; adjusted = 0.31 [0.02, 0.59], P = 0.034; Figure 2D; Supplemental Figure 1, A and B; Supplemental Table 2). UACR was not significantly associated with radiographic measures of emphysema in unadjusted or adjusted analyses, but it was associated with radiographic small airway disease (functional small airway disease by parametric response mapping; PRMFSAD) in the unadjusted analyses ( = 0.01 [0.0005, 0.02], P = 0.039), although this was lost with adjustment (Supplemental Figure 1, C–E, and Supplemental Table 2).
U-mtDNA associates with respiratory symptoms and exercise tolerance in COPD, especially in smokers with early disease. Given the prior evidence for mitochondrial dysfunction in COPD, we next investigated the potential of u-mtDNA as a biomarker using the SPIROMICS cohort. U-mtDNA levels were similar among never smokers (median = 2.42 × 109 copies/g), smokers without airflow obstruction (median = 2.40 × 109 copies/g), and participants with COPD (median = 2.95 × 109 copies/g for mild/moderate COPD and 2.77 × 109 copies/g for severe COPD) in unadjusted analyses, although after adjustment, participants with both mild/moderate and severe COPD had significantly higher u-mtDNA levels than smokers without airflow obstruction ( = 0.37 [0.01, 0.74], P = 0.046, for mild/moderate COPD; = 0.41 [0.05, 0.78], P = 0.026, for severe COPD) (Figure 3A and Table 3). Current smoking status did not affect u-mtDNA levels, in contrast to UACR (Figure 3B). U-mtDNA was not significantly associated with FEV1 % predicted, in the overall study cohort or within each individual subgroup in unadjusted or adjusted analyses (Figure 3C, Supplemental Figure 2, and Table 4). Notably, u-mtDNA and UACR were significantly associated in matched participants in the SPIROMICS cohort (Supplemental Figure 3).
Urine mtDNA (u-mtDNA) levels do not associate with smoking status or spirometric severity in the SPIROMICS cohort. (A) U-mtDNA (log2 copies mtDNA/g creatinine) was measured in SPIROMICS participants and compared between never smokers (n = 63), smokers without airflow obstruction (n = 107), participants with mild/moderate COPD (n = 139), and participants with severe COPD (n = 166). (B) U-mtDNA in participants with COPD who are current nonsmokers (n = 215) and current smokers (n = 81). (C) U-mtDNA and association with postbronchodilator FEV1 % predicted in all participants, including never smokers (n = 62; red), smokers without airflow obstruction (n = 107; green), participants with mild/moderate COPD (n = 139; blue), and participants with severe COPD (n = 166; purple). Data (A and B) are presented as median, with box indicating upper and lower quartiles, whiskers indicating extrema, and P values calculated by Tukey’s range test (A) or unadjusted linear regression models (B). Linear associations (C) were implemented with unadjusted linear regression models.
We next examined the relationship between u-mtDNA and measures of respiratory symptom burden and exercise capacity. In contrast to UACR, u-mtDNA correlated with 6MWD ( = –0.02 [–0.03, –0.01], P = 0.002) and SGRQ ( = 0.01 [0.0002, 0.01], P = 0.044), and it was higher in participants with more severe symptoms by CAT ( = 0.35 [0.07, 0.63], P = 0.015); these associations remained significant after adjustment (Figure 4, A–C, and Table 4). In subgroup analysis, these correlations were most notable among smokers without airflow obstruction, for 6MWD ( = –0.04 [–0.07, –0.01], P = 0.004), SGRQ ( = 0.03 [0.01, 0.05], P = 0.001), and CAT ≥ 10 ( = 1.14 [0.52, 1.76], P < 0.001), although the relationships with 6MWD and SGRQ were no longer significant after adjustment, potentially due to a loss of power (Figure 4, D–F, and Table 4). Unadjusted u-mtDNA was not significantly associated with radiographic measures of small airway disease and emphysema; however, after adjustment for age, sex, BMI ,and smoking status, u-mtDNA was significantly associated with emphysema ( = 0.01 [0.00001, 0.02], P = 0.050, for emphysema by PRM [PRMEMPH]; = 0.01 [0.0002, 0.02], P = 0.048, for percentage of low attenuation area (LAA) less than –950 Hounsfield units (HU); Supplemental Figure 4 and Supplemental Table 3).
U-mtDNA levels associate with exercise capacity and symptom severity in the SPIROMICS cohort, especially among smokers without COPD. (A–C) Association between u-mtDNA (log 2 copies mtDNA/g creatinine) in all participants (never smokers, n = 55–63; smokers without airflow obstruction/“smokers”, n = 99–107; mild/moderate COPD, n = 131–134; severe COPD, n = 147–160) and respiratory symptoms as measured by (A) six-minute walk distance (6MWD, m=meters), (B) St. George’s Respiratory Questionnaire (SGRQ), and (C) COPD Assessment Test (CAT) (“not significant” n = 154; “impactful” n = 291). (D–F) Association between u-mtDNA and respiratory symptoms as measured by (D) 6MWD, (E) SGRQ, and (F) CAT in individual subgroups of never smokers, smokers without airflow obstruction/“smokers”, mild/moderate COPD, severe COPD. Linear associations (A, B, D, E) were implemented with unadjusted linear regression models. Data (C, F) are presented as median with box indicating upper and lower quartiles, whiskers indicating extrema, and with P values calculated by unadjusted linear regression models.
U-mtDNA associates with different clinical outcomes in males and females. Despite the well-described sex differences in COPD presentation and progression (60–63), there are currently no validated biomarkers that parallel these clinical observations. In the SPIROMICS cohort, we found that u-mtDNA levels were significantly higher in female participants when compared with male participants (median = 4.01 × 109 copies/g vs. 2.14 × 109 copies/g, P < 0.001) and that this difference was consistent across all subgroups, including never smokers (median = 3.55 × 109 copies/g vs. 1.83 × 109 copies/g, P = 0.003), smokers without airflow obstruction (4.17 × 109 copies/g vs. 1.51 × 109 copies/g, P < 0.001), participants with mild/moderate COPD (4.08 × 109 copies/g vs. 1.51 × 109 copies/g, P < 0.001), and participants with severe COPD (4.13 × 109 copies/g vs. 2.30 × 109 copies/g, P < 0.001) in unadjusted and adjusted analyses (Figure 5, A and B, and Table 5). In males only, u-mtDNA was significantly associated with FEV1 % predicted ( = –0.13 [–0.24, –0.02], P = 0.023), although this was no longer significant after adjustment ( = –0.11 [–0.22, 0.01], P = 0.080, Figure 5C and Table 6). In females, while not associated with FEV1 % predicted, u-mtDNA was significantly associated with worse 6MWD ( = –0.02 [–0.04, –0.004], P = 0.017) and was higher in females with more significant symptoms by SGRQ ( = 0.01 [0.004, 0.02], P = 0.004) and CAT (β = 0.52 [0.13, 0.8919], P = 0.010; Figure 5, D–F). These associations largely remained significant in models that adjusted for age, BMI, and smoking status and were not observed to be significant in males (Figure 5, D–F, and Table 6). Additionally, there were nominal associations between u-mtDNA and radiographic measures of emphysema among males in models that adjusted for age, BMI, and smoking status ( = 0.01 [0.002, 0.02], P = 0.100, for PRMEMPH; = 0.01 [0.002, 0.02], P = 0.097, for percent of LAA less than –950 HU), which was not observed in females (Figure 5, G–I, and Table 6). Notably, UACR was not significantly different between males and females in the SPIROMICS cohort; while UACR was associated with more significant respiratory symptoms by CAT in males = 0.47 [0.06, 0.88], P = 0.027), there were no other sex differences with UACR in relation to other clinical outcomes (Supplemental Figure 5 and Supplemental Tables 4 and 5).
U-mtDNA levels are higher in women, and higher u-mtDNA levels associate with worse exercise capacity and more severe respiratory symptoms in women but not men. (A and B) U-mtDNA (log2 copies mtDNA/g creatinine) levels in males (n = 253) compared with females (n = 222) in all participants (A) and within each subgroup (never smokers male, n = 20, and female, n = 43; smokers without airflow obstruction/”smokers” male, n = 47, and female n = 60; mild/moderate COPD male, n = 81, and female, n = 58; severe COPD male, n = 105, and female n = 61) (B). (C–I) U-mtDNA and association with postbronchodilator FEV1 % predicted (C), 6MWD (D), SGRQ (E), CAT (not significant male, n = 81, and female, n = 73; impactful male, n = 153, and female, n = 133) (F), percentage of LAA less than –950 HU (G), emphysema by parametric response mapping (PRMEMPH) (H), and functional small airway disease by parametric response mapping (PRMFSAD) (I) within males and females (never smokers male, n = 17–20, and female, n = 36–43; smokers without airflow obstruction male, n = 41–47, and female, n = 52–60; mild/moderate COPD male, n = 77–80, and female, n = 49–58; severe COPD male, n = 97–104, and female, n = 51–61). Data (A, B, F) are presented as median, with box indicating upper and lower quartiles, whiskers indicating extrema, and P values calculated by unadjusted linear regression models. Linear associations (C–E and G–I) were implemented with unadjusted linear regression models.
In this study, we found associations between u-mtDNA levels and clinical measures of disease severity, especially respiratory symptom burden, that were not observed in the more traditional urinary marker of kidney injury, the UACR. Strikingly, we not only observed stronger associations for u-mtDNA in “healthy” smokers without airflow obstruction, but also contrasting associations for u-mtDNA in males and females, with u-mtDNA associating more with respiratory symptoms in females and more with spirometric and emphysema severity in males. Our findings provide further evidence for a mechanistic role for mitochondrial dysfunction in COPD and suggest that u-mtDNA may shed insight on early COPD and the often-described but rarely explained connection between sex and COPD.
Given the ample evidence connecting kidney disease with COPD, with albuminuria in many studies associating with future spirometric progression, it is not surprising that there were significant correlations between urinary biomarkers and important clinical outcomes in this study (44, 51–54). Our results with UACR recapitulate these previous studies, although UACR did not associate strongly with other “early” intermediate outcomes or emphysema parameters in the SPIROMICS cohort. By comparison, u-mtDNA expanded upon the associations observed with UACR, with higher u-mtDNA associating with worse 6MWD, SGRQ, and CAT scores in both unadjusted and adjusted analyses. These associations were especially prominent in smokers without airflow obstruction, which may suggest that a pathologic process has already started in these “healthy” subjects and supports previous results that show that increased symptom burden in this population is not benign (64). Although UACR and u-mtDNA were associated with different clinical parameters in this study, they were associated with each other, perhaps suggesting that they are different outputs of a common pathologic process in COPD.
The source of u-mtDNA in our study is unknown; despite u-mtDNA being examined previously in a variety of clinical scenarios, including both acute and chronic kidney injury (26, 32, 33, 36–42), it is not clear if mtDNA detected in urine arises from the kidney intrinsically or whether it is filtered and secreted (or at least not reabsorbed) from circulating extracellular mtDNA. In at least 1 study, exogenous mtDNA given intravascularly to rodents did not increase circulating mtDNA but increased u-mtDNA (26). U-mtDNA may also originate from renal cells, including glomerular or tubular epithelial cells (56), endothelial cells (44), and immune cells (6, 12), as well as lung-derived cell sources (5–11, 16) or muscle (65); further mechanistic studies are needed to identify the source of extracellular mtDNA in COPD. Whether u-mtDNA in COPD is a marker of disease or is pathogenic in itself remains to be determined. Some studies have shown that giving mice exogenous mtDNA may increase markers of inflammation but does not induce bona fide kidney injury (26, 66).
The contrasting associations between u-mtDNA and clinical outcomes in male and female subjects are particularly interesting and thought provoking. It is unclear why u-mtDNA would differ by sex, an effect that is independent of smoking and is observed among never smokers. mtDNA is maternally inherited, and it is possible that our results are supportive of potentially different heritable genetic risk factors for COPD between men and women (67, 68). In this study, u-mtDNA correlated with increased respiratory symptom burden in females only, which may be consistent with studies showing that women report greater dyspnea (60, 61) and have an increased rate of exacerbation (63) than men. In general, women are more susceptible to smoke exposure; have more severe disease, despite lower cumulative tobacco consumption; and experience earlier onset of COPD, faster decline in FEV1, and more frequent exacerbations (69–73). In addition, females develop a different type of COPD than males, with less severe emphysematous destruction but thicker small airway walls (70). Mitochondria-related heritable factors, as well as metabolite differences, have been differentially observed between males and females (67, 74). Our findings herein add to the body of literature that exists that highlights sex differences in not only the clinical presentation, but also the underlying pathobiology of COPD (75–77). Future studies using animal models of COPD may be insightful in elucidating the mechanisms behind these observations (78).
Our study is the first to our knowledge to examine u-mtDNA in COPD, and it benefited from having a very large, well-characterized, prospective cohort that is rich in clinical information. The SPIROMICS cohort is additionally enriched for participants with early COPD and milder disease, which allows for the exploration of “early” mechanisms in this population. We have extensive experience in studies involving extracellular mtDNA, having examined the utility of this biomarker in other diseases, and we have, over time, refined our protocols to allow for accurate quantitation (25, 79). We normalized raw u-mtDNA copy numbers with urine creatinine from the same subjects and further adjusted for BMI, a representation of muscle mass that is known to affect creatinine levels (80, 81).
Our study has several limitations. The smoking status was determined by self-report. Levels of urine cotinine, a biomarker of cigarette smoke exposure, have been assessed in the SPIROMICS population but were not analyzed in this study to verify individual smoking status. The surveys given at each study visit screen broadly for genitourinary conditions, including diseases of the bladder and prostate, and therefore do not capture accurately the proportion of patients with true renal disease. We chose to normalize our data to urine creatinine in the spot (untimed) urine samples, in a similar fashion as UACR to assess albuminuria, since 24-hour urine was not collected in the SPIROMICS cohort. The conventional 24-hour urine collection can also be a cumbersome procedure that is subject to errors from improper or incomplete collection. We analyzed UACR and u-mtDNA in models adjusted for age, sex (where appropriate), BMI, and smoking but not study site. This decision stemmed from the fact that, despite opportunistically sampling the available inventory, many sites were heavily underrepresented in our measured samples, an imbalance that would likely reduce our statistical power significantly with adjustment. Instead of removing these data points or grouping them together, we decided to analyze the entire data set without adjusting for clinical site. Aside from BMI and urine creatinine, we have no other biological rationale to make us believe that study subject location would affect u-mtDNA, although we recognize the potential for unmeasured factors that may be unaccounted for in our analyses. We performed many statistical tests in this study and recognize the potential for type I errors, given our level of significance; while these analyses are largely exploratory, the clustering of significant associations in related clinical parameters (such as 6MWD, SGRQ, and CAT) suggests to us that there is a true biological phenomenon underlying our findings.
In conclusion, extracellular u-mtDNA associates with an increased respiratory burden phenotype in COPD, especially in smokers and women. Further research is needed to uncover the source and meaning of u-mtDNA, as well as the role of mitochondrial dysfunction in the biological processes underlying COPD pathogenesis and progression, especially with regard to sex differences in disease presentation.
Study design and sample collection. SPIROMICS (ClinicalTrials.gov NCT01969344) is an ongoing longitudinal, prospective, multicenter observational study (82) that recruited never smokers (≤1 pack-year of tobacco-smoking history) and ever smokers (current or former smokers with ≥ 20 pack-years, also referred to as smokers) without or with airflow obstruction (64). Clean-catch urine was collected and stored at –80°C before thawing and processing. For this study, urine samples were opportunistically sampled from available inventory. Clinical data were collected at the baseline and follow-up study visits, including demographics, comorbidities, questionnaires, cigarette smoke exposure, and 6MWD (82). Symptom burden was quantified with the CAT and health-related quality of life (HRQL) with the SGRQ total score. The extent of emphysema and airway-wall abnormality was characterized with HRCT scans of the lung, using Imbio (PRM) and VIDA Diagnostics software; percent emphysema was defined as LAA less than –950 HU at total lung capacity (83).
Urine processing and quantification of UACR. Samples were thawed on ice and vortexed briefly to mix. A total of 50 μL of urine was diluted with 170 μL of PBS and then centrifuged at 700 g at 4°C for 5 minutes to remove cells and cellular debris. DNA was isolated using 180 μL of the supernatant with the QIAamp DSP DNA Blood Mini Kit (61104; Qiagen), according to the manufacturer’s microcentrifuge protocol. A total of 200 μL of the provided elution buffer was used to collect the DNA.
Before quantification, the DNA solution was diluted 1:5 with nuclease-free deionized, distilled H2O. mtDNA levels were measured by SYBR Green dye–based quantitative PCR (qPCR) assay using a PRISM 7500 sequence detection system (Applied Biosystems) as previously described (25). Briefly, the following primer sequences were used: human NADH dehydrogenase 1 gene (forward 5′-ATACCCATGGCCAACCTC-3′, reverse 5′-GGGCCTTTGCGTAGTTGTAT-3′). For absolute quantitation of mtDNA, a standard curve was generated from DNA plasmid constructs in serial dilutions (ORIGENE, SC101172; GenScript, NM_173708). Sample (5 μL) was added to each well in triplicate, along with a no-template control. The thermal profile was carried out as follows: 2 minutes at 50°C, 10 minutes at 95°C, 40 cycles for 15 seconds at 95°C, and 1 minute at 60°C. UACR was determined by immunoassay with Siemens DCA Microalbumin/Creatinine Reagent Kit (catalog 6011A) using a separate sample aliquot, according to the manufacturer’s instructions. The concentration of mtDNA in urine was calculated in copies per μL, as previously described (25), followed by normalization to urine creatinine; final values were reported in copies of mtDNA per g of creatinine.
Statistics. Clinical characteristics of SPIROMICS participants for whom urine creatinine and u-mtDNA were measured were compared with those of all SPIROMICS participants summarized using medians and interquartile intervals, or counts and percentages as appropriate. Both u-mtDNA and UACR were analyzed on the log2 scale to account for right-skewed distributions. Post hoc pairwise differences between subgroups were evaluated using Tukey’s range test on the transformed data and are presented in the figures and tables. For comparison, untransformed medians were provided in the text, and the nonparametric Kruskal-Wallis test was implemented and presented, as well. Associations between u-mtDNA, UACR, and baseline characteristics were performed using unadjusted linear models. Associations with postbronchodilator FEV1 % predicted, 6MWD, SGRQ, CAT, and CT measures of lung structure were further evaluated with linear models adjusted for age, sex, BMI, and current smoking status at baseline, overall, and within COPD subgroups. Given the previous literature showing differences in mtDNA between males and females, an a priori subgroup analysis for sex was performed. The effect size from the linear models is reported as a β coefficient with a corresponding 95% CI, representing the change in the outcome variable for a unit change in the explanatory value, holding all other variables in the model constant. Analysis was conducted in R (84), and figures were produced using the package ggplot2 (85). All statistical tests were 2 sided and were performed using a significance level of P < 0.05.
Study approval. The study protocols for SPIROMICS were approved by the IRBs at all participating sites: Columbia University Medical Center, Johns Hopkins University, National Jewish Health, Temple University, University of Alabama at Birmingham, UCLA, UCSF, University of Illinois at Chicago, University of Iowa, University of Michigan, University of North Carolina Chapel Hill, University of Utah, and Wake Forest University. All participants provided written informed consent before inclusion in the respective study.
AMKC, KN, and MEC contributed to the conception and design of the study. IZB, JMW, ATH, WWL, CBC, APC, GJC, JAK, RP, NNH, RPB, RGB, SPP, PGW, JLC, MKH, FJM, and the SPIROMICS Investigators contributed to the acquisition of the samples and data. MCR performed the measurements. KLH, CO, and KVB performed the statistical analyses. WZZ, MCR, KLH, and SMC drafted the initial manuscript. WZZ, MCR, KLH, CO, WWL, RP, MKH, KVB, FJM, AMKC, KN, SMC, and MEC contributed to revisions of the manuscript for critically important intellectual content. All of the authors approved this version of the manuscript to be published.
This work was supported by NIH grants P01 HL114501 (AMKC), R01 HL132198 and R01 HL133801 (AMKC and MEC), R00 HL125899 (SMC), KL2-TR-002385 (KN), U01 HL128964, U01 HL137880, P01 HL114501, R01 HL122438, R01 HL136682 (FJM), and T32-HL134629 and a research grant from the Stony Wold-Herbert Fund (WZZ). The authors thank Kristen Schiffer and the Weill Cornell Medicine Clinical & Translational Science Center (CTSC), supported by the National Center For Advancing Translational Sciences of the NIH (UL1TR000457) for technical support. The authors thank the SPIROMICS participants and participating physicians, investigators, and staff for making this research possible. More information about the study and how to access SPIROMICS data is at www.spiromics.org We would like to acknowledge the following current and former investigators of the SPIROMICS sites and reading centers: Neil E. Alexis, Wayne H. Anderson, Mehrdad Arjomandi, Igor Barjaktarevic, R. Graham Barr, Lori A. Bateman, Surya P. Bhatt, Eugene R. Bleecker, Richard C. Boucher, Russell P. Bowler, Stephanie A. Christenson, Alejandro P. Comellas, Christopher B. Cooper, David J. Couper, Gerard J. Criner, Ronald G. Crystal, Jeffrey L. Curtis, Claire M. Doerschuk, Mark T. Dransfield, Brad Drummond, Christine M. Freeman, Craig Galban, MeiLan K. Han, Nadia N. Hansel, Annette T. Hastie, Eric A. Hoffman, Yvonne Huang, Robert J. Kaner, Richard E. Kanner, Eric C. Kleerup, Jerry A. Krishnan, Lisa M. LaVange, Stephen C. Lazarus, Fernando J. Martinez, Deborah A. Meyers, Wendy C. Moore, John D. Newell Jr., Robert Paine III, Laura Paulin, Stephen P. Peters, Cheryl Pirozzi, Nirupama Putcha, Elizabeth C. Oelsner, Wanda K. O’Neal, Victor E. Ortega, Sanjeev Raman, Stephen I. Rennard, Donald P. Tashkin, J. Michael Wells, Robert A. Wise, and Prescott G. Woodruff. The project officers from the Lung Division of the National Heart, Lung, and Blood Institute were Lisa Postow and Lisa Viviano; SPIROMICS was supported by contracts from the NIH/NHLBI (HHSN268200900013C, HHSN268200900014C, HHSN268200900015C, HHSN268200900016C, HHSN268200900017C, HHSN268200900018C, HHSN268200900019C, HHSN268200900020C) and grants from the NIH/NHLBI (U01 HL137880 and U24 HL141762), and was supplemented by contributions made through the Foundation for the NIH and the COPD Foundation from AstraZeneca/MedImmune, Bayer, Bellerophon Therapeutics, Boehringer-Ingelheim Pharmaceuticals Inc., Chiesi Farmaceutici S.p.A., Forest Research Institute Inc., GlaxoSmithKline, Grifols Therapeutics Inc., Ikaria Inc., Novartis Pharmaceuticals Corporation, Nycomed GmbH, ProterixBio, Regeneron Pharmaceuticals Inc., Sanofi, Sunovion, Takeda Pharmaceutical Company, and Theravance Biopharma and Mylan.
Address correspondence to: Mary E. Choi, Division of Nephrology and Hypertension, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, 525 East 68th Street, Box 3, New York, New York 10065, USA. Email: mec2025@med.cornell.edu.
Conflict of interest: See supplemental material for conflict of interest statement.
Copyright: © 2020, American Society for Clinical Investigation.
Reference information: JCI Insight. 2020;5(3):e133984.https://doi.org/10.1172/jci.insight.133984.