Predictive 5-year survivorship model of cystic fibrosis
Open accessAbstract
The objective of this study was to create a 5-year survivorship model to identify key clinical features of cystic fibrosis. Such a model could help researchers and clinicians to evaluate therapies, improve the design of prospective studies, monitor practice patterns, counsel individual patients, and determine the best candidates for lung transplantation. The authors used information from the Cystic Fibrosis Foundation Patient Registry (CFFPR), which has collected longitudinal data on approximately 90% of cystic fibrosis patients diagnosed in the United States since 1986. They developed multivariate logistic regression models by using data on 5,820 patients randomly selected from 11,630 in the CFFPR in 1993. Models were tested for goodness of fit and were validated for the remaining 5,810 patients for 1993. The validated 5-year survivorship model included age, forced expiratory volume in 1 second as a percentage of predicted normal, gender, weight-for-age z score, pancreatic sufficiency, diabetes mellitus, Staphylococcus aureus infection, Burkerholderia cepacia infection, and annual number of acute pulmonary exacerbations. The model provides insights into the complex nature of cystic fibrosis and supplies a rigorous tool for clinical practice and research.
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Weight in pwCF is an independent predictor of survival.
“Weight and BMI in pwCF are closely correlated with improvements in lung function and are independent predictors of survival.24,25”
Pulmonary exacerbations in pwCF are associated with a greater rate of lung function decline.
“Pulmonary exacerbations are important life events for pwCF and are associated with a greater rate of lung function decline and decreased survival.24,26”
BMI in pwCF is closely correlated with improvements in lung function.
“Weight and BMI in pwCF are closely correlated with improvements in lung function and are independent predictors of survival.24,25”
Pulmonary exacerbations in pwCF are associated with decreased survival.
“Pulmonary exacerbations are important life events for pwCF and are associated with a greater rate of lung function decline and decreased survival.24,26”
BMI in pwCF is an independent predictor of survival.
“Weight and BMI in pwCF are closely correlated with improvements in lung function and are independent predictors of survival.24,25”
Weight in pwCF is closely correlated with improvements in lung function.
“Weight and BMI in pwCF are closely correlated with improvements in lung function and are independent predictors of survival.24,25”
Cites
(1990) · Choice Reviews Online · doi:10.5860/choice.27-3338 · Cited by 35,305 · see citing works
Amato, M. B., Barbas, C. S., Medeiros, D. M., Schettino, G. D. P., Lorenzi Filho, G., Kairalla, R. A., Deheinzelin, D., Morais, C., Fernandes, E. D. O., & Takagaki, T. Y. (1995) · American journal of respiratory and critical care medicine · doi:10.1164/ajrccm.152.6.8520744 · Cited by 625 · see citing works
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Sorted by citations
Heijerman, H. G. M., McKone, E. F., Downey, D. G., Van Braeckel, E., Rowe, S. M., Tullis, E., Mall, M. A., Welter, J. J., Ramsey, B. W., McKee, C. M., et al. (2019) · The Lancet · doi:10.1016/s0140-6736(19)32597-8 · Cited by 1,414 · see citing works
Orens, J. B., Estenne, M., Arcasoy, S., Conte, J. V., Corris, P., Egan, J. J., Egan, T., Keshavjee, S., Knoop, C., Kotloff, R., et al. (2006) · The Journal of Heart and Lung Transplantation · doi:10.1016/j.healun.2006.03.011 · Cited by 1,073 · see citing works
Saiman, L., Marshall, B. C., Mayer-Hamblett, N., Burns, J. L., Quittner, A. L., Cibene, D. A., Coquillette, S., Fieberg, A. Y., Accurso, F. J., Campbell III, P. W., et al. (2003) · JAMA · doi:10.1001/jama.290.13.1749 · Cited by 958 · see citing works
Self-citationThe role of the microbiome in exacerbations of chronic lung diseases
Dickson, R. P., Martinez, F. J., & Huffnagle, G. B. (2014) · The Lancet · doi:10.1016/s0140-6736(14)61136-3 · Cited by 495 · see citing works
High treatment burden in adults with cystic fibrosis: challenges to disease self-management
Sawicki, G. S., Sellers, D. E., & Robinson, W. M. (2009) · Journal of Cystic Fibrosis · doi:10.1016/j.jcf.2008.09.007 · Cited by 498 · see citing works
Exacerbation frequency and clinical outcomes in adult patients with cystic fibrosis
de Boer, K., Vandemheen, K. L., Tullis, E., Doucette, S., Fergusson, D., Freitag, A., Paterson, N., Jackson, M., Lougheed, M. D., Kumar, V., et al. (2011) · Thorax · doi:10.1136/thx.2011.161117 · Cited by 271 · see citing works
Developing cystic fibrosis lung transplant referral criteria using predictors of 2-year mortality
Mayer-Hamblett, N., Rosenfeld, M., Emerson, J., Goss, C. H., & Aitken, M. L. (2002) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.200202-087oc · Cited by 269 · see citing works
Changes in cystic fibrosis airway microbiota at pulmonary exacerbation
Carmody, L. A., Zhao, J., Schloss, P. D., Petrosino, J. F., Murray, S., Young, V. B., Li, J. Z., & LiPuma, J. J. (2013) · Annals of the American Thoracic Society · doi:10.1513/annalsats.201211-107oc · Cited by 239 · see citing works
Ramos, K. J., Smith, P. J., McKone, E. F., Pilewski, J. M., Lucy, A., Hempstead, S. E., Tallarico, E., Faro, A., Rosenbluth, D. B., Gray, A. L., et al. (2019) · Journal of Cystic Fibrosis · doi:10.1016/j.jcf.2019.03.002 · Cited by 227 · see citing works
Massive hemoptysis in cystic fibrosis
Flume, P. A., Yankaskas, J. R., Ebeling, M., Hulsey, T., & Clark, L. L. (2005) · Chest · doi:10.1378/chest.128.2.729 · Cited by 215 · see citing works
Obesity and underweight are associated with an increased risk of death after lung transplantation
Lederer, D. J., Wilt, J. S., D'Ovidio, F., Bacchetta, M. D., Shah, L., Ravichandran, S., Lenoir, J., Klein, B., Sonett, J. R., & Arcasoy, S. M. (2009) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.200903-0425oc · Cited by 198 · see citing works
Riekert, K. A., Bartlett, S. J., Boyle, M. P., Krishnan, J. A., & Rand, C. S. (2007) · Chest · doi:10.1378/chest.06-2474 · Cited by 197 · see citing works
Stephenson, A. L., Sykes, J., Stanojevic, S., Quon, B. S., Marshall, B. C., Petren, K., Ostrenga, J., Fink, A. K., Elbert, A., & Goss, C. H. (2017) · Annals of Internal Medicine · doi:10.7326/m16-0858 · Cited by 192 · see citing works
Self-citationInflammation and Airway Microbiota during Cystic Fibrosis Pulmonary Exacerbations
Zemanick, E. T., Harris, J. K., Wagner, B. D., Robertson, C. E., Sagel, S. D., Stevens, M. J., Accurso, F. J., & Laguna, T. A. (2013) · PLoS ONE · doi:10.1371/journal.pone.0062917 · Cited by 180 · see citing works
Risk factors for death of patients with cystic fibrosis awaiting lung transplantation
Belkin, R. A., Henig, N. R., Singer, L. G., Chaparro, C., Rubenstein, R. C., Xie, S. X., Yee, J. Y., Kotloff, R. M., Lipson, D. A., & Bunin, G. R. (2006) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.200410-1369oc · Cited by 180 · see citing works
Pneumothorax in cystic fibrosis
Flume, P. A., Strange, C., Ye, X., Ebeling, M., Hulsey, T., & Clark, L. L. (2005) · Chest · doi:10.1378/chest.128.2.720 · Cited by 164 · see citing works
Does bacterial density in cystic fibrosis sputum increase prior to pulmonary exacerbation?
Stressmann, F. A., Rogers, G. B., Marsh, P., Lilley, A. K., Daniels, T. W. V., Carroll, M. P., Hoffman, L. R., Jones, G., Allen, C. E., Patel, N., et al. (2011) · Journal of Cystic Fibrosis · doi:10.1016/j.jcf.2011.05.002 · Cited by 130 · see citing works
Lung function decline from adolescence to young adulthood in cystic fibrosis
VandenBranden, S. L., McMullen, A., Schechter, M. S., Pasta, D. J., Michaelis, R. L., Konstan, M. W., Wagener, J. S., Morgan, W. J., McColley, S. A., & for the Investigators and Coordinators of the Epidemiologic Study of Cystic Fibrosis (2012) · Pediatric Pulmonology · doi:10.1002/ppul.21526 · Cited by 128 · see citing works
Lechtzin, N., Mayer-Hamblett, N., West, N. E., Allgood, S., Wilhelm, E., Khan, U., Aitken, M. L., Ramsey, B. W., Boyle, M. P., Mogayzel, P. J., et al. (2017) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.201610-2172oc · Cited by 127 · see citing works
Stephenson, A. L., Sykes, J., Berthiaume, Y., Singer, L. G., Aaron, S. D., Whitmore, G. A., & Stanojevic, S. (2015) · The Journal of Heart and Lung Transplantation · doi:10.1016/j.healun.2015.05.003 · Cited by 102 · see citing works
Ramos, K. J., Quon, B. S., Heltshe, S. L., Mayer-Hamblett, N., Lease, E. D., Aitken, M. L., Weiss, N. S., & Goss, C. H. (2017) · Chest · doi:10.1016/j.chest.2017.01.019 · Cited by 95 · see citing works
Vital, D., Hofer, M., Benden, C., Holzmann, D., & Boehler, A. (2013) · Respiration · doi:10.1159/000339627 · Cited by 91 · see citing works
Prognostication and risk factors for cystic fibrosis via automated machine learning
Alaa, A. M., & van der Schaar, M. (2018) · Scientific Reports · doi:10.1038/s41598-018-29523-2 · Cited by 80 · see citing works
Respiratory infections in patients with cystic fibrosis undergoing lung transplantation
Lobo, L. J., & Noone, P. G. (2014) · The Lancet Respiratory Medicine · doi:10.1016/s2213-2600(13)70162-0 · Cited by 64 · see citing works
A 3-year prognostic score for adults with cystic fibrosis
Nkam, L., Lambert, J., Latouche, A., Bellis, G., Burgel, P., & Hocine, M. N. (2017) · Journal of Cystic Fibrosis · doi:10.1016/j.jcf.2017.03.004 · Cited by 59 · see citing works
Lehr, C. J., Skeans, M., Dasenbrook, E., Fink, A., Fernandez, G., Faro, A., & Valapour, M. (2019) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.201902-0252oc · Cited by 35 · see citing works
Sarfaraz, S., Sund, Z., & Jarad, N. (2010) · The Clinical Respiratory Journal · doi:10.1111/j.1752-699x.2009.00147.x · Cited by 32 · see citing works
Hoo, Z. H., Curley, R., Campbell, M. J., Walters, S. J., Hind, D., & Wildman, M. J. (2016) · Patient Preference and Adherence · doi:10.2147/ppa.s105530 · Cited by 27 · see citing works
Solé, A., Pérez, I., Vázquez, I., Pastor, A., Escrivá, J., Sales, G., Hervás, D., Glanville, A. R., & Quittner, A. L. (2016) · The Journal of Heart and Lung Transplantation · doi:10.1016/j.healun.2016.01.1233 · Cited by 26 · see citing works
Los-Arcos, I., Len, O., Martín-Gómez, M. T., González-López, J. J., Saéz-Giménez, B., Deu, M., Nuvials, X., Ferrer, R., Román, A., & Gavaldà, J. (2019) · Infection · doi:10.1007/s15010-018-1261-y · Cited by 24 · see citing works
- Authors
- Liou, T. G., Adler, F. R., FitzSimmons, S. C., Cahill, B. C., Hibbs, J. R., & Marshall, B. C.
- Affiliations
- University of Utah (US)
- Cystic Fibrosis Foundation (US)
- New York State Department of Health (US)
- Venue
- American Journal of Epidemiology
- Publisher
- Oxford University Press (OUP)
- Published
- 2001-02-15
- Volume
- 153
- Issue
- 4
- Pages
- 345-352
- ISSN
- 0002-9262 (ISSN-L)
- 1476-6256
- PMC
- PMC2198936
- OpenAlex
- W2144947606
- Cited by
- 749
- References
- 2
- Citations by year
- 2026: 7 · 2025: 9 · 2024: 20 · 2023: 31 · 2022: 22 · 2021: 33 · 2020: 59 · 2019: 30 · 2018: 44 · 2017: 50 · 2016: 57 · 2015: 39 · 2014: 32 · 2013: 24 · 2012: 31
- FWCI
- 15.52
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- American Journal of Epidemiology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Cystic Fibrosis Foundation
- University of Utah
- National Heart, Lung, and Blood Institute (K08HL003656)
- Topics
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Cystic Fibrosis Research Advances
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Chronic Obstructive Pulmonary Disease (COPD) Research
- Health Sciences › Medicine › Surgery › Transplantation: Methods and Outcomes
- Keywords
- cystic fibrosis, five-year survival, prognostic model, FEV1, pancreatic sufficiency, diabetes mellitus, Staphylococcus aureus infection, pulmonary exacerbations, weight-for-age z-score, lung transplantation candidates, patient counseling
- MeSH terms
- Adolescent, Adult, Age Factors, Bacterial Infections, Body Weight, Child, Child, Preschool, Cystic Fibrosis, Female, Forced Expiratory Volume, Humans, Male, Middle Aged, Pancreatic Diseases, Predictive Value of Tests, Sex Factors, Multivariate Analysis, Logistic Models, Proportional Hazards Models, Survival Analysis
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