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Usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection
BACKGROUND: Chronic lung allograft dysfunction (CLAD) is the main limitation to long-term survival after lung transplantation. Because effective therapies are lacking, early identification and mitigation of risk factors is a pragmatic approach to improve outcomes. Acute cellular rejection (ACR) is t...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
International Society for Heart and Lung Transplantation.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6663624/ https://www.ncbi.nlm.nih.gov/pubmed/31122726 http://dx.doi.org/10.1016/j.healun.2019.05.001 |
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author | Weigt, S. Samuel Wang, Xiaoyan Palchevskiy, Vyacheslav Li, Xinmin Patel, Naman Ross, David J. Reynolds, John Shah, Pali D. Danziger-Isakov, Lara A. Sweet, Stuart C. Singer, Lianne G. Budev, Marie Palmer, Scott Belperio, John A. |
author_facet | Weigt, S. Samuel Wang, Xiaoyan Palchevskiy, Vyacheslav Li, Xinmin Patel, Naman Ross, David J. Reynolds, John Shah, Pali D. Danziger-Isakov, Lara A. Sweet, Stuart C. Singer, Lianne G. Budev, Marie Palmer, Scott Belperio, John A. |
author_sort | Weigt, S. Samuel |
collection | PubMed |
description | BACKGROUND: Chronic lung allograft dysfunction (CLAD) is the main limitation to long-term survival after lung transplantation. Because effective therapies are lacking, early identification and mitigation of risk factors is a pragmatic approach to improve outcomes. Acute cellular rejection (ACR) is the most pervasive risk factor for CLAD, but diagnosis requires transbronchial biopsy, which carries risks. We hypothesized that gene expression in the bronchoalveolar lavage (BAL) cell pellet (CP) could replace biopsy and inform on mechanisms of CLAD. METHODS: We performed RNA sequencing on BAL CPs from 219 lung transplant recipients with A-grade ACR (n = 61), lymphocytic bronchiolitis (n = 58), infection (n = 41), or no rejection/infection (n = 59). Differential gene expression was based on absolute fold difference >2.0 and Benjamini-adjusted p-value ≤0.05. We used the Database for Annotation, Visualization and Integrated Discovery Bioinformatics Resource for pathway analyses. For classifier modeling, samples were randomly split into training (n = 154) and testing sets (n = 65). A logistic regression model using recursive feature elimination and 5-fold cross-validation was trained to optimize area under the curve (AUC). RESULTS: Differential gene expression identified 72 genes. Enriched pathways included T-cell receptor signaling, natural killer cell–mediated cytotoxicity, and cytokine–cytokine receptor interaction. A 4-gene model (AUC = 0.72) and classification threshold defined in the training set exhibited fair performance in the testing set; accuracy was 76%, specificity 82%, and sensitivity 60%. In addition, classification as ACR was associated with worse CLAD-free survival (hazard ratio = 2.42; 95% confidence interval = 1.29–4.53). CONCLUSIONS: BAL CP gene expression during ACR is enriched for immune response pathways and shows promise as a diagnostic tool for ACR, especially ACR that is a precursor of CLAD. |
format | Online Article Text |
id | pubmed-6663624 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | International Society for Heart and Lung Transplantation. |
record_format | MEDLINE/PubMed |
spelling | pubmed-66636242020-04-08 Usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection Weigt, S. Samuel Wang, Xiaoyan Palchevskiy, Vyacheslav Li, Xinmin Patel, Naman Ross, David J. Reynolds, John Shah, Pali D. Danziger-Isakov, Lara A. Sweet, Stuart C. Singer, Lianne G. Budev, Marie Palmer, Scott Belperio, John A. J Heart Lung Transplant Article BACKGROUND: Chronic lung allograft dysfunction (CLAD) is the main limitation to long-term survival after lung transplantation. Because effective therapies are lacking, early identification and mitigation of risk factors is a pragmatic approach to improve outcomes. Acute cellular rejection (ACR) is the most pervasive risk factor for CLAD, but diagnosis requires transbronchial biopsy, which carries risks. We hypothesized that gene expression in the bronchoalveolar lavage (BAL) cell pellet (CP) could replace biopsy and inform on mechanisms of CLAD. METHODS: We performed RNA sequencing on BAL CPs from 219 lung transplant recipients with A-grade ACR (n = 61), lymphocytic bronchiolitis (n = 58), infection (n = 41), or no rejection/infection (n = 59). Differential gene expression was based on absolute fold difference >2.0 and Benjamini-adjusted p-value ≤0.05. We used the Database for Annotation, Visualization and Integrated Discovery Bioinformatics Resource for pathway analyses. For classifier modeling, samples were randomly split into training (n = 154) and testing sets (n = 65). A logistic regression model using recursive feature elimination and 5-fold cross-validation was trained to optimize area under the curve (AUC). RESULTS: Differential gene expression identified 72 genes. Enriched pathways included T-cell receptor signaling, natural killer cell–mediated cytotoxicity, and cytokine–cytokine receptor interaction. A 4-gene model (AUC = 0.72) and classification threshold defined in the training set exhibited fair performance in the testing set; accuracy was 76%, specificity 82%, and sensitivity 60%. In addition, classification as ACR was associated with worse CLAD-free survival (hazard ratio = 2.42; 95% confidence interval = 1.29–4.53). CONCLUSIONS: BAL CP gene expression during ACR is enriched for immune response pathways and shows promise as a diagnostic tool for ACR, especially ACR that is a precursor of CLAD. International Society for Heart and Lung Transplantation. 2019-08 2019-05-07 /pmc/articles/PMC6663624/ /pubmed/31122726 http://dx.doi.org/10.1016/j.healun.2019.05.001 Text en © 2019 International Society for Heart and Lung Transplantation. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Weigt, S. Samuel Wang, Xiaoyan Palchevskiy, Vyacheslav Li, Xinmin Patel, Naman Ross, David J. Reynolds, John Shah, Pali D. Danziger-Isakov, Lara A. Sweet, Stuart C. Singer, Lianne G. Budev, Marie Palmer, Scott Belperio, John A. Usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection |
title | Usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection |
title_full | Usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection |
title_fullStr | Usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection |
title_full_unstemmed | Usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection |
title_short | Usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection |
title_sort | usefulness of gene expression profiling of bronchoalveolar lavage cells in acute lung allograft rejection |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6663624/ https://www.ncbi.nlm.nih.gov/pubmed/31122726 http://dx.doi.org/10.1016/j.healun.2019.05.001 |
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