1
|
Network regularised Cox regression and multiplex network models to predict disease comorbidities and survival of cancer. Comput Biol Chem 2015; 59 Pt B:15-31. [DOI: 10.1016/j.compbiolchem.2015.08.010] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2015] [Revised: 08/21/2015] [Accepted: 08/25/2015] [Indexed: 12/17/2022]
|
2
|
Turetz ML, O'Connor TP, Tilley AE, Strulovici-Barel Y, Salit J, Dang D, Teater M, Mezey J, Clark AG, Crystal RG. Trachea epithelium as a "canary" for cigarette smoking-induced biologic phenotype of the small airway epithelium. Clin Transl Sci 2009; 2:260-72. [PMID: 20443905 PMCID: PMC3875387 DOI: 10.1111/j.1752-8062.2009.00129.x] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
Abstract
The initial site of smoking-induced lung disease is the small airway epithelium, which is difficult and time consuming to sample by fiberoptic bronchoscopy. We developed a rapid, office-based procedure to obtain trachea epithelium without conscious sedation from healthy nonsmokers (n= 26) and healthy smokers (n= 19, 27 +/- 15 pack-year). Gene expression differences (fold change >1.5, p < 0.01, Benjamini-Hochberg correction) were assessed with Affymetrix microarrays. A total of 1,057 probe sets were differentially expressed in healthy smokers versus nonsmokers, representing >500 genes. Trachea gene expression was compared to an independent group of small airway epithelial samples (n= 23 healthy nonsmokers, n= 19 healthy smokers, 25 +/- 12 pack-year). The trachea epithelium is more sensitive to smoking, responding with threefold more differentially expressed genes than small airway epithelium. The trachea transcriptome paralleled the small airway epithelium, with 156 of 167 (93%) genes that are significantly up- and downregulated by smoking in the small airway epithelium showing similar direction and magnitude of response to smoking in the trachea. Trachea epithelium can be obtained without conscious sedation, representing a less invasive surrogate "canary" for smoking-induced changes in the small airway epithelium. This should prove useful in epidemiologic studies correlating gene expression with clinical outcome in assessing smoking-induced lung disease.
Collapse
Affiliation(s)
- Meredith L Turetz
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Weill Cornell Medical College New York, New York, USA
| | | | | | | | | | | | | | | | | | | |
Collapse
|
3
|
Vanni H, Kazeros A, Wang R, Harvey BG, Ferris B, De BP, Carolan BJ, Hübner RH, O'Connor TP, Crystal RG. Cigarette smoking induces overexpression of a fat-depleting gene AZGP1 in the human. Chest 2009; 135:1197-1208. [PMID: 19188554 DOI: 10.1378/chest.08-1024] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Smokers weigh less and have less body fat than nonsmokers. Increased body fat and weight gain are observed following smoking cessation. To assess a possible molecular mechanism underlying the inverse association between smoking and body weight, we hypothesized that smoking may induce the expression of a fat-depleting gene in the airway epithelium, the cell population that takes the brunt of the stress of cigarette smoke. METHODS To assess whether smoking up-regulates expression in the airway epithelium of genes associated with weight loss, microarray analysis was used to evaluate genes associated with fat depletion in large airway epithelial samples obtained by fiberoptic bronchoscopy from healthy smokers and healthy nonsmokers. As a candidate gene we further evaluated the expression of alpha(2)-zinc-glycoprotein 1 (AZGP1), a soluble protein that stimulates lipolysis, induces a reduction in body fat in mice, is associated with the cachexia related to cancer, and is known to be expressed in secretory cells of lung epithelium. AZGP1 protein expression was assessed by Western analysis and localization in the large airway epithelium by immunohistochemistry. RESULTS Both microarray and TaqMan analysis demonstrated that AZGP1 messenger RNA levels were higher in the large airway epithelium of healthy smokers compared to healthy nonsmokers (p < 0.05, all comparisons). Western analysis of airway biopsy specimens from smokers compared with those from nonsmokers demonstrated up-regulation of AZGP1 at the protein level, and immunohistochemical analysis demonstrated up-regulation of AZGP1 in secretory as well as neuroendocrine cells of smokers. CONCLUSIONS In the context that AZGP1 is involved in lipolysis and fat loss, its overexpression in the airway epithelium of chronic smokers may represent one mechanism for the weight difference in smokers vs nonsmokers.
Collapse
Affiliation(s)
- Holly Vanni
- Department of Medicine, Weill Medical College of Cornell University, New York, NY
| | - Angeliki Kazeros
- Department of Medicine, Weill Medical College of Cornell University, New York, NY
| | - Rui Wang
- Division of Pulmonary and Critical Care Medicine, and Genetic Medicine, Weill Medical College of Cornell University, New York, NY
| | - Ben-Gary Harvey
- Department of Medicine, Weill Medical College of Cornell University, New York, NY
| | - Barbara Ferris
- Division of Pulmonary and Critical Care Medicine, and Genetic Medicine, Weill Medical College of Cornell University, New York, NY
| | - Bishnu P De
- Division of Pulmonary and Critical Care Medicine, and Genetic Medicine, Weill Medical College of Cornell University, New York, NY
| | - Brendan J Carolan
- Division of Pulmonary and Critical Care Medicine, and Genetic Medicine, Weill Medical College of Cornell University, New York, NY
| | - Ralf-Harto Hübner
- Division of Pulmonary and Critical Care Medicine, and Genetic Medicine, Weill Medical College of Cornell University, New York, NY
| | - Timothy P O'Connor
- Division of Pulmonary and Critical Care Medicine, and Genetic Medicine, Weill Medical College of Cornell University, New York, NY
| | - Ronald G Crystal
- Division of Pulmonary and Critical Care Medicine, and Genetic Medicine, Weill Medical College of Cornell University, New York, NY.
| |
Collapse
|
4
|
Abstract
The adult human bronchial tree is covered with a continuous layer of epithelial cells that play a critical role in maintaining the conduit for air, and which are central to the defenses of the lung against inhaled environmental concomitants. The epithelial sheet functions as an interdependent unit with the other lung components. Importantly, the structure and/or function of airway epithelium is deranged in major lung disorders, including chronic obstructive pulmonary disease, asthma, and bronchogenic carcinoma. Investigations regarding the airway epithelium have led to many advances over the past few decades, but new developments in genetics and stem cell/progenitor cell biology have opened the door to understanding how the airway epithelium is developed and maintained, and how it responds to environmental stress. This article provides an overview of the current state of knowledge regarding airway epithelial stem/progenitor cells, gene expression, cell-cell interactions, and less frequent cell types, and discusses the challenges for future areas of investigation regarding the airway epithelium in health and disease.
Collapse
|
5
|
Carolan BJ, Harvey BG, De BP, Vanni H, Crystal RG. Decreased expression of intelectin 1 in the human airway epithelium of smokers compared to nonsmokers. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2008; 181:5760-7. [PMID: 18832735 PMCID: PMC2651682 DOI: 10.4049/jimmunol.181.8.5760] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Lectins are innate immune defense proteins that recognize bacterial cell wall components. Based on the knowledge that cigarette smoking is associated with an increased risk of infections, we hypothesized that cigarette smoking may modulate the expression of lectin genes in airway epithelium. Affymetrix microarrays were used to survey the expression of lectin genes in large airway epithelium from nine nonsmokers and 20 healthy smokers and in small airway epithelium from 13 nonsmokers and 20 healthy smokers. There were no changes (>2-fold change; p < 0.05) in lectin gene expression among healthy smokers compared with nonsmokers except for down-regulation of intelectin 1, a lectin that binds to galactofuranosyl residues in bacterial cell walls (large airway epithelium, p < 0.01; small airway epithelium, p < 0.01). This was confirmed by TaqMan RT-PCR in both large (p < 0.05) and small airway epithelium (p < 0.02). Immunohistochemistry assessment of airway biopsies demonstrated that intelectin 1 was expressed in secretory cells, while Western analysis confirmed the decreased expression of intelectin 1 in airway epithelium of healthy smokers compared with healthy nonsmokers (p < 0.02). Finally, compared with healthy nonsmokers, intelectin 1 expression was also decreased in small airway epithelium of smokers with lone emphysema and normal spirometry (n = 13, p < 0.01) and smokers with established chronic obstructive pulmonary disease (n = 14, p < 0.01). In the context that intelectin 1 plays a role in defense against bacteria, its down-regulation in response to cigarette smoking is another example of the immunomodulatory effects of smoking on the immune system and may contribute to the increase in susceptibility to infections observed in smokers.
Collapse
Affiliation(s)
- Brendan J Carolan
- Department of Genetic Medicine, Weill Medical College of Cornell University, New York, NY 10021, USA
| | | | | | | | | |
Collapse
|
6
|
Gelbman BD, Heguy A, O'Connor TP, Zabner J, Crystal RG. Upregulation of pirin expression by chronic cigarette smoking is associated with bronchial epithelial cell apoptosis. Respir Res 2007; 8:10. [PMID: 17288615 PMCID: PMC1805431 DOI: 10.1186/1465-9921-8-10] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2006] [Accepted: 02/08/2007] [Indexed: 11/19/2022] Open
Abstract
Background Cigarette smoke disrupts the protective barrier established by the airway epithelium through direct damage to the epithelial cells, leading to cell death. Since the morphology of the airway epithelium of smokers does not typically demonstrate necrosis, the most likely mechanism for epithelial cell death in response to cigarette smoke is apoptosis. We hypothesized that cigarette smoke directly up-regulates expression of apoptotic genes, which could play a role in airway epithelial apoptosis. Methods Microarray analysis of airway epithelium obtained by bronchoscopy on matched cohorts of 13 phenotypically normal smokers and 9 non-smokers was used to identify specific genes modulated by smoking that were associated with apoptosis. Among the up-regulated apoptotic genes was pirin (3.1-fold, p < 0.002), an iron-binding nuclear protein and transcription cofactor. In vitro studies using human bronchial cells exposed to cigarette smoke extract (CSE) and an adenovirus vector encoding the pirin cDNA (AdPirin) were performed to test the direct effect of cigarette smoke on pirin expression and the effect of pirin expression on apoptosis. Results Quantitative TaqMan RT-PCR confirmed a 2-fold increase in pirin expression in the airway epithelium of smokers compared to non-smokers (p < 0.02). CSE applied to primary human bronchial epithelial cell cultures demonstrated that pirin mRNA levels increase in a time-and concentration-dependent manner (p < 0.03, all conditions compared to controls). Overexpression of pirin, using the vector AdPirin, in human bronchial epithelial cells was associated with an increase in the number of apoptotic cells assessed by both TUNEL assay (5-fold, p < 0.01) and ELISA for cytoplasmic nucleosomes (19.3-fold, p < 0.01) compared to control adenovirus vector. Conclusion These observations suggest that up-regulation of pirin may represent one mechanism by which cigarette smoke induces apoptosis in the airway epithelium, an observation that has implications for the pathogenesis of cigarette smoke-induced diseases.
Collapse
Affiliation(s)
- Brian D Gelbman
- Division of Pulmonary and Critical Care Medicine, Weill Medical College of Cornell University, New York, New York, USA
| | - Adriana Heguy
- Department of Genetic Medicine, Weill Medical College of Cornell University, New York, New York, USA
| | - Timothy P O'Connor
- Department of Genetic Medicine, Weill Medical College of Cornell University, New York, New York, USA
| | - Joseph Zabner
- Pulmonary, Critical Care and Occupational Medicine, Department of Internal Medicine, University of Iowa, Iowa City, IA, USA
| | - Ronald G Crystal
- Division of Pulmonary and Critical Care Medicine, Weill Medical College of Cornell University, New York, New York, USA
- Department of Genetic Medicine, Weill Medical College of Cornell University, New York, New York, USA
| |
Collapse
|
7
|
Heguy A, Harvey BG, Leopold PL, Dolgalev I, Raman T, Crystal RG. Responses of the human airway epithelium transcriptome to in vivo injury. Physiol Genomics 2006; 29:139-48. [PMID: 17164391 DOI: 10.1152/physiolgenomics.00167.2006] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
To identify genes participating in human airway epithelial repair, we used bronchoscopy and brushing to denude the airway epithelium of healthy individuals, sequentially sampled the same region 7 and 14 days later, and assessed gene expression by Affymetrix microarrays with TaqMan RT-PCR confirmation. Histologically, the injured area was completely covered by a partially redifferentiated epithelial layer after 7 days; by 14 days the airway epithelium was very similar to the uninjured state. At day 7 compared with resting epithelium, there were substantial differences in gene expression pattern, with a distinctive airway epithelial "repair transcriptome" of actively proliferating cells in the process of redifferentiation. The repair transcriptome at 7 days was dominated by cell cycle, signal transduction, metabolism and transport, and transcription genes. Interestingly, the majority of differentially expressed cell cycle genes belonged to the G2 and M phases, suggesting that the proliferating cells were relatively synchronized 1 wk following injury. At 14 days postinjury, the expression profile was similar to that of resting airway epithelium. These observations provide a baseline of the functional gene categories participating in the process of normal human airway epithelial repair that can be used in future studies of injury and repair in airway epithelial diseases.
Collapse
Affiliation(s)
- Adriana Heguy
- Department of Genetic Medicine, Weill Medical College of Cornell University, New York, New York 10021, USA
| | | | | | | | | | | |
Collapse
|
8
|
Harvey BG, Heguy A, Leopold PL, Carolan BJ, Ferris B, Crystal RG. Modification of gene expression of the small airway epithelium in response to cigarette smoking. J Mol Med (Berl) 2006; 85:39-53. [PMID: 17115125 DOI: 10.1007/s00109-006-0103-z] [Citation(s) in RCA: 165] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2006] [Revised: 05/25/2006] [Accepted: 05/29/2006] [Indexed: 11/28/2022]
Abstract
The earliest morphologic evidence of changes in the airways associated with chronic cigarette smoking is in the small airways. To help understand how smoking modifies small airway structure and function, we developed a strategy using fiberoptic bronchoscopy and brushing to sample the human small airway (10th-12th order) bronchial epithelium to assess gene expression (Affymetrix HG-U133A and HG-133 Plus 2.0 array) in phenotypically normal smokers (n = 16, 25 +/- 7 pack-years) compared to matched nonsmokers (n = 17). Compared to samples from large (second to third order) bronchi, the small airway samples had a higher proportion of ciliated cells, but less basal, undifferentiated, and secretory cells, and contained Clara cells. Even though the smokers were phenotypically normal, microarray analysis of gene expression of the small airway epithelium of the smokers compared to the nonsmokers demonstrated up- and downregulation of genes in multiple categories relevant to the pathogenesis of chronic obstructive lung disease (COPD), including genes coding for cytokines/innate immunity, apoptosis, mucin, response to oxidants and xenobiotics, and general cellular processes. In the context that COPD starts in the small airways, these gene expression changes in the small airway epithelium in phenotypically normal smokers are candidates for the development of therapeutic strategies to prevent the onset of COPD.
Collapse
Affiliation(s)
- Ben-Gary Harvey
- Division of Pulmonary and Critical Care Medicine, Weill Medical College of Cornell University, New York, NY 10021, USA
| | | | | | | | | | | |
Collapse
|