1
|
Rakotoarisoa L, Weiss L, Lefebvre F, Porzio M, Renaud-Picard B, Ravoninjatovo B, Abely M, Danner-Boucher I, Dubois S, Troussier F, Prevotat A, Rault G, Kessler R, Kessler L. Early glucose abnormalities revealed by continuous glucose monitoring associate with lung function decline in cystic fibrosis: A five-year prospective study. J Diabetes Complications 2024; 38:108703. [PMID: 38430625 DOI: 10.1016/j.jdiacomp.2024.108703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 01/22/2024] [Accepted: 02/13/2024] [Indexed: 03/05/2024]
Abstract
BACKGROUND Cystic fibrosis related diabetes (CFRD) is commonly associated with declining lung function and nutritional status. We aimed to evaluate the pulmonary impact of early glucose abnormalities by using 2-h standard oral glucose tolerance testing (OGTT) and continuous glucose monitoring (CGM) in people with cystic fibrosis (PwCF). METHODS PwCF aged ≥10 years old without known CFRD were included in a five-year prospective multicentre study. Annual evaluation of nutritional status, lung function, OGTT and CGM was set up. Associations between annual rate changes (Δ) in lung function, ΔFEV1 (forced expiratory volume in 1 s) percentage predicted (pp) and ΔFVC (forced vital capacity) pp., and annual rate changes in OGTT or CGM variables were estimated with a mixed model with a random effect for subject. RESULTS From 2009 to 2016, 112 PwCF (age: 21 ± 11 years, BMI (body mass index) z-score: -0.55 ± 1.09, FEV1pp: 77 ± 24 %, 2-h OGTT glucose: 122 ± 44 mg/dL, AUC (area under curve) >140 mg/dL: 1 mg/dL/day (0.2, 3.0) were included. A total of 428 OGTTs and 480 CGMs were collected. The participants presented annual decline of FVCpp and FEV1pp at -1.0 % per year (-1.6, -0.4), p < 0.001 and - 1.9 % per year (-2.5, -1.3), p < 0.001 respectively without change in BMI z-score during the study. Variation of two-hour OGTT glucose was not associated with declining lung function, as measured by ΔFEV1pp (p = 0.94) and ΔFVCpp (p = 0.90). Among CGM variables, only increase in AUC >140 mg/dL between two annual visits was associated with a decrease in ΔFVCpp (p < 0.05) and ΔFEV1pp (p < 0.05). CONCLUSIONS This prospective study supports the fact that early glucose abnormalities revealed by CGM predict pulmonary function decline in PwCF, while 2-h standard OGTT glucose is not associated with pulmonary impairment.
Collapse
Affiliation(s)
- Luc Rakotoarisoa
- Department of Endocrinology, Diabetes and Nutrition, Strasbourg University Hospital, France; Adult Cystic Fibrosis Centre, Strasbourg University Hospital, France; UMR Inserm 1260, Regenerative Nanomedicine, University of Strasbourg, France
| | - Laurence Weiss
- Pediatric Cystic Fibrosis Centre, Strasbourg University Hospital, France
| | - François Lefebvre
- Group of Methodology in Clinical Research (GMRC), Strasbourg University Hospital, France
| | - Michele Porzio
- Adult Cystic Fibrosis Centre, Strasbourg University Hospital, France; Department of Pneumology, Strasbourg University Hospital, France
| | - Benjamin Renaud-Picard
- Adult Cystic Fibrosis Centre, Strasbourg University Hospital, France; UMR Inserm 1260, Regenerative Nanomedicine, University of Strasbourg, France; Department of Pneumology, Strasbourg University Hospital, France
| | | | - Michel Abely
- Cystic Fibrosis Centre, Reims University Hospital Centre, France
| | | | | | | | - Anne Prevotat
- Cystic Fibrosis Centre, Lille University Hospital, France
| | - Gilles Rault
- Cystic Fibrosis Centre of Perharidy, Roscoff, France
| | - Romain Kessler
- Adult Cystic Fibrosis Centre, Strasbourg University Hospital, France; UMR Inserm 1260, Regenerative Nanomedicine, University of Strasbourg, France; Department of Pneumology, Strasbourg University Hospital, France
| | - Laurence Kessler
- Department of Endocrinology, Diabetes and Nutrition, Strasbourg University Hospital, France; Adult Cystic Fibrosis Centre, Strasbourg University Hospital, France; UMR Inserm 1260, Regenerative Nanomedicine, University of Strasbourg, France.
| |
Collapse
|
2
|
Hartzler AL, Bartlett LE, Hobler MR, Reid N, Pryor JB, Kapnadak SG, Berry DL, Lober WB, Goss CH, Ramos KJ. Take on transplant: human-centered design of a patient education tool to facilitate informed discussions about lung transplant among people with cystic fibrosis. J Am Med Inform Assoc 2022; 30:26-37. [PMID: 36173364 PMCID: PMC9748576 DOI: 10.1093/jamia/ocac176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 09/10/2022] [Accepted: 09/23/2022] [Indexed: 12/15/2022] Open
Abstract
OBJECTIVE Lung transplant (LTx) saves lives in cystic fibrosis (CF). However, many potential candidates express uncertainty about LTx and die before receiving this treatment. CF guidelines recommend LTx education and clinical discussions well before the need for LTx arises, but limited patient resources exist. MATERIALS AND METHODS We engaged people with CF and CF physicians in human-centered design of "Take On Transplant" (TOT), a web-based education tool to prepare patients for LTx discussions. Across 3 phases, needs assessment, design groups, and iterative user testing of TOT, we refined TOT from wireframe prototypes, to an interactive website, to a fully functional intervention ready for clinical trials. RESULTS Fifty-five people with CF and 105 physicians identified information needs to prepare for LTx discussions. Design groups (n = 14 participants) then established core requirements: didactic education ("Resource Library"), patient narratives ("CF Stories"), frequently asked questions ("FAQ"), and self-assessment to tailor content ("My CF Stage"). Iterative usability testing (n = 39) optimized the design of CF Stories and prototype layout. We then developed the TOT website and demonstrated feasibility and preliminary efficacy of use through 2-week field testing (n = 9). DISCUSSION Our human-centered design process provided guidance for educational tools to serve the evolving needs of potential LTx candidates. Our findings support the process of patient deliberation as a foundation for shared decision-making in CF, and inform educational tools that could potentially translate beyond LTx. CONCLUSION TOT fills a critical gap in preparing people with CF for shared decision-making about LTx and may serve as a model for educational tools for other preference-sensitive decisions.
Collapse
Affiliation(s)
- Andrea L Hartzler
- Department of Biomedical Informatics and Medical Education, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Lauren E Bartlett
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Mara R Hobler
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Nick Reid
- Department of Biomedical Informatics and Medical Education, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Joseph B Pryor
- Department of General Internal Medicine, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Siddhartha G Kapnadak
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Donna L Berry
- Biobehavioral Nursing and Health Informatics, School of Nursing, University of Washington, Seattle, Washington, USA
| | - William B Lober
- Department of Biomedical Informatics and Medical Education, School of Medicine, University of Washington, Seattle, Washington, USA
- Biobehavioral Nursing and Health Informatics, School of Nursing, University of Washington, Seattle, Washington, USA
| | - Christopher H Goss
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Kathleen J Ramos
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, School of Medicine, University of Washington, Seattle, Washington, USA
| |
Collapse
|
3
|
Ramos KJ, Hee Wai T, Stephenson AL, Sykes J, Stanojevic S, Rodriguez PJ, Bansal A, Mayer-Hamblett N, Goss CH, Kapnadak SG. Development and Internal Validation of a Prognostic Model of the Probability of Death or Lung Transplantation Within 2 Years for Patients With Cystic Fibrosis and FEV 1 ≤ 50% Predicted. Chest 2022; 162:757-767. [PMID: 35643116 PMCID: PMC9633811 DOI: 10.1016/j.chest.2022.05.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 04/19/2022] [Accepted: 05/13/2022] [Indexed: 10/18/2022] Open
Abstract
BACKGROUND Improved methods are needed to risk-stratify patients with cystic fibrosis (CF) and reduced FEV1. RESEARCH QUESTIONS What are the predictors of death or lung transplantation (LTx) within 2 years among patients with CF whose FEV1 ≤ 50% predicted? Do these markers similarly predict outcomes among G551D patients taking ivacaftor since 2012? STUDY DESIGN AND METHODS Patients with CF, age ≥ 6 years with FEV1 ≤ 50% predicted as of December 31, 2014, were identified in a data set that merged Cystic Fibrosis Foundation and United Network for Organ Sharing (UNOS) registries. The least absolute shrinkage and selection operator (LASSO) method was applied to a randomly selected training set to select important prognostic variables. Accuracy and association of the model with death or LTx with 2 years (2-year death or LTx) were validated via logistic regression on an independent test set. Sensitivity analyses explored predictors for patients with UNOS data. RESULTS FEV1 percent predicted (OR, 1.51 for 5% decrease; 95% CI, 1.27-1.81), number of pulmonary exacerbations treated with IV antibiotics (OR, 1.35; 95% CI, 1.11-1.65), and continuous or nocturnal oxygen (OR, 3.71; 95% CI, 1.81-7.59) were significantly associated with 2-year death or LTx. Our model predicted outcomes with greater sensitivity (ratio of sensitivity, 1.26; 95% CI, 1.02-1.54), ratio of positive predictive value (1.25; 95% CI, 1.05-1.51), and ratio of negative predictive value (1.04; 95% CI, 1.01-1.07) than FEV1 < 30% predicted. Among those taking ivacaftor in 2014, only FEV1 remained associated with 2-year death or LTx. For patients with UNOS data, LASSO identified additional covariates of interest, including noninvasive ventilation use, low hemoglobin, pulmonary arterial systolic pressure, supplemental oxygen, mechanical ventilation, FEV1 percent predicted, and cardiac index. INTERPRETATION Among individuals with CF and FEV1 ≤ 50% predicted, FEV1 percent predicted, oxygen therapy, and number of pulmonary exacerbations predicted 2-year death or LTx. Although limited by small sample size, only FEV1 remained predictive in patients receiving highly effective modulator therapy. Additional physiologic variables could improve prognostication in CF.
Collapse
Affiliation(s)
- Kathleen J Ramos
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, University of Washington, Seattle, WA.
| | - Travis Hee Wai
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, University of Washington, Seattle, WA
| | - Anne L Stephenson
- Department of Respirology, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada
| | - Jenna Sykes
- Department of Respirology, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada
| | - Sanja Stanojevic
- Translational Medicine, Hospital for Sick Children, Toronto, ON, Canada
| | - Patricia J Rodriguez
- Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA
| | - Aasthaa Bansal
- Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA
| | - Nicole Mayer-Hamblett
- Division of Pulmonary and Sleep Medicine, Department of Pediatrics, University of Washington School of Medicine, Seattle, WA; Seattle Children's Research Institute, Seattle, WA
| | - Christopher H Goss
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, University of Washington, Seattle, WA; Division of Pulmonary and Sleep Medicine, Department of Pediatrics, University of Washington School of Medicine, Seattle, WA; Seattle Children's Research Institute, Seattle, WA
| | - Siddhartha G Kapnadak
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, University of Washington, Seattle, WA
| |
Collapse
|
4
|
Hadjiliadis D, Clausen ES. A new era has dawned for persons with cystic fibrosis; however many knowledge gaps exist in our efforts to improve care. J Cyst Fibros 2022; 21:383-384. [DOI: 10.1016/j.jcf.2022.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Accepted: 04/03/2022] [Indexed: 10/18/2022]
|