1
|
Luo Z, Zhang Y, Sun Y. A Penalization Method for Estimating Heterogeneous Covariate Effects in Cancer Genomic Data. Genes (Basel) 2022; 13:genes13040702. [PMID: 35456506 PMCID: PMC9025588 DOI: 10.3390/genes13040702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 04/08/2022] [Accepted: 04/09/2022] [Indexed: 11/16/2022] Open
Abstract
In high-throughput profiling studies, extensive efforts have been devoted to searching for the biomarkers associated with the development and progression of complex diseases. The heterogeneity of covariate effects associated with the outcomes across subjects has been noted in the literature. In this paper, we consider a scenario where the effects of covariates change smoothly across subjects, which are ordered by a known auxiliary variable. To this end, we develop a penalization-based approach, which applies a penalization technique to simultaneously select important covariates and estimate their unique effects on the outcome variables of each subject. We demonstrate that, under the appropriate conditions, our method shows selection and estimation consistency. Additional simulations demonstrate its superiority compared to several competing methods. Furthermore, applying the proposed approach to two The Cancer Genome Atlas datasets leads to better prediction performance and higher selection stability.
Collapse
Affiliation(s)
- Ziye Luo
- School of Statistics, Renmin University of China, No. 59 Zhongguancun Street, Beijing 100872, China; (Z.L.); (Y.Z.)
| | - Yuzhao Zhang
- School of Statistics, Renmin University of China, No. 59 Zhongguancun Street, Beijing 100872, China; (Z.L.); (Y.Z.)
| | - Yifan Sun
- Center for Applied Statistics, School of Statistics, Renmin University of China, No. 59 Zhongguancun Street, Beijing 100872, China
- Correspondence:
| |
Collapse
|
2
|
Selya AS, Thapa S, Mehta G. Earlier smoking after waking and the risk of asthma: a cross-sectional study using NHANES data. BMC Pulm Med 2018; 18:102. [PMID: 29914472 PMCID: PMC6006732 DOI: 10.1186/s12890-018-0672-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2018] [Accepted: 06/13/2018] [Indexed: 11/10/2022] Open
Abstract
Background Recent research shows that nicotine dependence conveys additional health risks above and beyond smoking behavior. The current study examines whether smoking within 5 min of waking, an indicator of nicotine dependence, is independently associated with asthma outcomes. Methods Data were drawn from five pooled cross-sectional waves (2005–14) of NHANES, and the final sample consisted of N = 4081 current adult smokers. Weighted logistic regressions were run examining the relationship between smoking within 5 min of waking and outcomes of lifetime asthma, past-year asthma, and having had an asthma attack in the past year. Control variables included demographics, smoking behavior, family history of asthma, depression, obesity, and secondhand smoking exposure. Results After adjusting for smoking behavior, smoking within 5 min was associated with an approximately 50% increase in the odds of lifetime asthma (OR = 1.46, p = .008) and past-year asthma (OR = 1.47, p = .024), respectively. After additionally adjusting for demographics and other asthma risk factors, smoking within 5 min of waking was associated with a four-fold increase in the odds of lifetime asthma (OR = 4.05, p = .015). Conclusions Smoking within 5 min of waking, an indicator of nicotine dependence, is associated with a significantly increased risk of lifetime asthma in smokers. These findings could be utilized in refining risk assessment of asthma among smokers. Electronic supplementary material The online version of this article (10.1186/s12890-018-0672-y) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Arielle S Selya
- Master of Public Health Program, Department of Population Health, University of North Dakota, 1301 North Columbia Rd. Stop 9037, Grand Forks, ND, 58202, USA.
| | - Sunita Thapa
- Master of Public Health Program, Department of Population Health, University of North Dakota, 1301 North Columbia Rd. Stop 9037, Grand Forks, ND, 58202, USA.,Department of Public Policy, Vanderbilt University School of Medicine, 2525 West End Ave, Suite 1200, Nashville, TN, 37203, USA
| | - Gaurav Mehta
- Master of Public Health Program, Department of Population Health, University of North Dakota, 1301 North Columbia Rd. Stop 9037, Grand Forks, ND, 58202, USA
| |
Collapse
|
3
|
Pharmacogenetic study of seven polymorphisms in three nicotinic acetylcholine receptor subunits in smoking-cessation therapies. Sci Rep 2017; 7:16730. [PMID: 29196725 PMCID: PMC5711795 DOI: 10.1038/s41598-017-16946-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2017] [Accepted: 11/19/2017] [Indexed: 11/23/2022] Open
Abstract
Smoking-cessation therapy reduces the risk of smoking-related diseases, but is successful only in a fraction of smokers. There is growing evidence that genetic variations in nicotinic acetylcholine receptor (nAChR) subunits influence the risk of nicotine dependence and the ability to quit smoking. To investigate the role of polymorphisms in nAChR genes on smoking quantity and the outcome of smoking-cessation therapies, we carried out an association study on 337 smokers who underwent pharmacotherapy with varenicline, bupropion, nicotine replacement therapy (NRT) alone, or NRT plus bupropion. Smoking habit and abstention were assessed from the number of cigarettes smoked per day (CPD) and the exhaled CO (eCO), at baseline and up to 12 months. We genotyped seven polymorphisms in genes encoding the nAChR subunits CHRNA4, CHRNA5, and CHRNB2. At baseline, both CPD and eCO were associated with polymorphisms in the CHRNA5 locus (rs503464, rs55853698, rs55781567 and rs16969968; P < 0.01). rs503464, a variant in the 5′-UTR of CHRNA5, was also associated with short-, mid- and long-term responses to therapy (P = 0.011, P = 0.0043, P = 0.020, respectively), although after correction for multiple testing only the association at the mid-term assessment remained significant (FDR = 0.03). These data support the role of individual genetic makeup in the ability to quit smoking.
Collapse
|
4
|
Concentration of angiopoietins 1 and 2 and their receptor Tie-2 in peripheral blood in patients with chronic obstructive pulmonary disease. Postepy Dermatol Alergol 2015; 32:443-8. [PMID: 26755908 PMCID: PMC4697017 DOI: 10.5114/pdia.2014.44008] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2013] [Accepted: 01/31/2014] [Indexed: 11/17/2022] Open
Abstract
Introduction Both angiopoietins (angiopoietin 1 – Ang-1, angiopoietin 2 – Ang-2) and angiopoietin receptors (Tie) are involved in angiogenesis and vascular remodeling. Aim To assess concentrations of Ang-1, Ang-2 and Tie-2 in blood of patients with chronic obstructive pulmonary disease (COPD) and evaluate if their concentrations depend on the severity of the disease. Material and methods Thirty patients with COPD (stage II–IV) and 8 healthy smokers as well as 8 healthy non-smokers were included in the study. Detailed history was taken, physical examination and spirometry tests were done and blood samples were taken for evaluation of serum concentrations of Ang-1, Ang-2 and Tie. Results Among COPD patients, 8 patients suffered from moderate disease, 8 patients had severe, while 14 patients had very severe disease. The concentrations of Ang-1 and Ang-2 were not significantly greater in patients with COPD than in healthy controls. The highest concentrations of Ang-1 and Ang-2 were observed in patients with moderate COPD, and levels of Ang-2 correlated with Tie-2 in this group of patients. The levels of Ang-1 were the lowest in healthy non-smokers and in patients with severe COPD, where they inversely correlated with Tie-2. The concentrations of Ang-2 were not significantly higher in patients with moderate COPD when compared with those with severe and very severe disease and healthy smokers, and were significantly higher than in healthy non-smokers. Conclusions It is possible that Ang-1, Ang-2 and Tie-2 play an important role especially in the early stage of COPD but not in the late phase when vascular complications of the disease occur.
Collapse
|
5
|
Ren JH, Jin M, He WS, Liu CW, Jiang S, Chen WH, Yang KY, Wu G, Zhang T. Association between CHRNA3 rs1051730 genotype and lung cancer risk in Chinese Han population: a case-control study. ACTA ACUST UNITED AC 2013; 33:897-901. [PMID: 24337855 DOI: 10.1007/s11596-013-1218-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2013] [Revised: 11/06/2013] [Indexed: 01/01/2023]
Abstract
Recent population-based genome wide association studies have revealed potential susceptibility loci of lung cancer at the region of chromosome 15q25.1 containing nicotinic acetylcholine receptor genes. The loci increasing lung cancer risk has been widely identified in Caucasians, but whether this association also exists in Asians and whether this association is a direct role or mediated via tobacco smoking indirectly has not been fully established. We conducted a case-control study comprising of 210 histologically confirmed lung cancer cases and 200 healthy controls to examine rs1051730 genotyping, a single nucleotide polymorphism receiving much attention recently, and its influence on lung cancer risk as well as nicotine dependence in a Chinese Han population. Our results showed that the heterozygous C/T genotype and minor allele T conferred a significant higher risk of lung cancer than the CC homozygotes and allele C (adjusted OR=2.25, 95% CI=1.04-4.89, P=0.040 and OR=2.18, 95% CI=1.02-4.67, P=0.045 respectively). However, no association between the smoking habit and the CHRNA3 rs1051730 polymorphism was observed in this study. The results suggested that the rs1051730 polymorphism may modify susceptibility to lung cancer via a smoking-independent manner among Chinese Han population. Additional studies in vitro and in vivo are warranted to further elucidate the impact of rs1051730 on lung cancer susceptibility.
Collapse
Affiliation(s)
- Jing-Hua Ren
- Cancer Center, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Min Jin
- Cancer Center, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Wen-Shan He
- Department of General Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Cui-Wei Liu
- Cancer Center, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Shun Jiang
- Cancer Center, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Wei-Hong Chen
- Cancer Center, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Kun-Yu Yang
- Cancer Center, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Gang Wu
- Cancer Center, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Tao Zhang
- Cancer Center, Huazhong University of Science and Technology, Wuhan, 430022, China.
| |
Collapse
|
6
|
Cooper DN, Krawczak M, Polychronakos C, Tyler-Smith C, Kehrer-Sawatzki H. Where genotype is not predictive of phenotype: towards an understanding of the molecular basis of reduced penetrance in human inherited disease. Hum Genet 2013; 132:1077-130. [PMID: 23820649 PMCID: PMC3778950 DOI: 10.1007/s00439-013-1331-2] [Citation(s) in RCA: 417] [Impact Index Per Article: 37.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2013] [Accepted: 06/15/2013] [Indexed: 02/06/2023]
Abstract
Some individuals with a particular disease-causing mutation or genotype fail to express most if not all features of the disease in question, a phenomenon that is known as 'reduced (or incomplete) penetrance'. Reduced penetrance is not uncommon; indeed, there are many known examples of 'disease-causing mutations' that fail to cause disease in at least a proportion of the individuals who carry them. Reduced penetrance may therefore explain not only why genetic diseases are occasionally transmitted through unaffected parents, but also why healthy individuals can harbour quite large numbers of potentially disadvantageous variants in their genomes without suffering any obvious ill effects. Reduced penetrance can be a function of the specific mutation(s) involved or of allele dosage. It may also result from differential allelic expression, copy number variation or the modulating influence of additional genetic variants in cis or in trans. The penetrance of some pathogenic genotypes is known to be age- and/or sex-dependent. Variable penetrance may also reflect the action of unlinked modifier genes, epigenetic changes or environmental factors. At least in some cases, complete penetrance appears to require the presence of one or more genetic variants at other loci. In this review, we summarize the evidence for reduced penetrance being a widespread phenomenon in human genetics and explore some of the molecular mechanisms that may help to explain this enigmatic characteristic of human inherited disease.
Collapse
Affiliation(s)
- David N. Cooper
- Institute of Medical Genetics, School of Medicine, Cardiff University, Heath Park, Cardiff, CF14 4XN UK
| | - Michael Krawczak
- Institute of Medical Informatics and Statistics, Christian-Albrechts University, 24105 Kiel, Germany
| | | | - Chris Tyler-Smith
- The Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA UK
| | | |
Collapse
|
7
|
Genetic linkage analysis identifies Pas1 as the common locus modulating lung tumorigenesis and acute inflammatory response in mice. Genes Immun 2013; 14:512-7. [PMID: 24067788 DOI: 10.1038/gene.2013.49] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2013] [Revised: 08/21/2013] [Accepted: 08/23/2013] [Indexed: 12/28/2022]
Abstract
Selective breeding for the acute inflammatory response (AIR) generated two mouse lines characterized by maximum (AIRmax) and minimum (AIRmin) responses, explained by the additive effect of alleles differentially fixed in quantitative trait loci (QTLs). These mice also differ in their susceptibility to lung tumorigenesis, raising the possibility that the same loci are involved in the control of both phenotypes. To map the QTLs responsible for the different phenotypes, we carried out a genome-wide linkage analysis using single-nucleotide polymorphism arrays in a pedigree consisting of 802 mice, including 693 (AIRmax × AIRmin)F2 intercross mice treated with urethane and phenotyped for AIR and lung tumor multiplicity. We mapped five loci on chromosomes 4, 6, 7, 11 and 13 linked to AIR (logarithm of odds (LOD)=3.56, 3.52, 15.74, 7.74 and 3.34, respectively) and two loci linked to lung tumor multiplicity, on chromosomes 6 and 18 (LOD=12.18 and 4.69, respectively). The known pulmonary adenoma susceptibility 1 (Pas1) locus on chromosome 6 was the only locus linked to both phenotypes, suggesting that alleles of this locus were differentially fixed during breeding and selection of AIR mice. These results represent a step toward understanding the link between inflammation and cancer.
Collapse
|
8
|
Brothers JF, Hijazi K, Mascaux C, El-Zein RA, Spitz MR, Spira A. Bridging the clinical gaps: genetic, epigenetic and transcriptomic biomarkers for the early detection of lung cancer in the post-National Lung Screening Trial era. BMC Med 2013; 11:168. [PMID: 23870182 PMCID: PMC3717087 DOI: 10.1186/1741-7015-11-168] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2013] [Accepted: 06/20/2013] [Indexed: 02/05/2023] Open
Abstract
Lung cancer is the leading cause of cancer death worldwide in part due to our inability to identify which smokers are at highest risk and the lack of effective tools to detect the disease at its earliest and potentially curable stage. Recent results from the National Lung Screening Trial have shown that annual screening of high-risk smokers with low-dose helical computed tomography of the chest can reduce lung cancer mortality. However, molecular biomarkers are needed to identify which current and former smokers would benefit most from annual computed tomography scan screening in order to reduce the costs and morbidity associated with this procedure. Additionally, there is an urgent clinical need to develop biomarkers that can distinguish benign from malignant lesions found on computed tomography of the chest given its very high false positive rate. This review highlights recent genetic, transcriptomic and epigenomic biomarkers that are emerging as tools for the early detection of lung cancer both in the diagnostic and screening setting.
Collapse
|
9
|
Tonini G, D’Onofrio L, Dell’Aquila E, Pezzuto A. New molecular insights in tobacco-induced lung cancer. Future Oncol 2013; 9:649-55. [DOI: 10.2217/fon.13.32] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
We know that cigarette smoking is a leading preventable cause of carcinogenesis in lung cancer. Cigarette smoke is a mixture of more than 5000 chemical compounds, among which more than 60 are recognized to have a specific carcinogenic potential. Carcinogens and their metabolites (i.e., N-nitrosamines and polycyclic aromatic hydrocarbons) can activate multiple pathways, contributing to lung cell transformation in different ways. Nicotine, originally thought only to be responsible for tobacco addiction, is also involved in tumor promotion and progression with antiapoptotic and indirect mitogenic properties. Lung nodules are frequent in smokers and can be transformed into malignant tumors depending on persistant smoking status. Even if detailed mechanisms underlying tobacco-induced cancerogenesis are not completely elucitated, this report collects the emergent body of knowledge in order to simplify the extremely complex framework that links smoking exposure to lung cancer.
Collapse
Affiliation(s)
- Giuseppe Tonini
- Department of Oncology, University Campus Bio-Medico Roma, Rome, Italy,
| | - Loretta D’Onofrio
- Department of Oncology, University Campus Bio-Medico Roma, Rome, Italy
| | | | - Aldo Pezzuto
- Department of Pneumology, Sant’Andrea Hospital, Rome, Italy
| |
Collapse
|
10
|
Hickey GA, Keith RL, Miller YE. Common pathobiologic origins of chronic obstructive pulmonary disease and lung cancer: more than just a smoking gun. Lung Cancer Manag 2012. [DOI: 10.2217/lmt.12.39] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
- Gregory A Hickey
- Pulmonary Sciences & Critical Care Medicine, University of Colorado, Denver, CO, USA
| | - Robert L Keith
- Pulmonary Sciences & Critical Care Medicine, University of Colorado, Denver, CO, USA
- Denver Veteran’s Affairs Medical Center, Denver, CO, USA
| | - York E Miller
- Pulmonary Sciences & Critical Care Medicine, University of Colorado, Denver, CO, USA
- Denver Veteran’s Affairs Medical Center, Denver, CO, USA
| |
Collapse
|
11
|
Tekpli X, Landvik NE, Skaug V, Gulsvik A, Haugen A, Zienolddiny S. Functional effect of polymorphisms in 15q25 locus on CHRNA5 mRNA, bulky DNA adducts andTP53mutations. Int J Cancer 2012; 132:1811-20. [DOI: 10.1002/ijc.27870] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2012] [Accepted: 09/03/2012] [Indexed: 11/08/2022]
|
12
|
Association between a genome-wide association study-identified locus and the risk of lung cancer in Japanese population. J Thorac Oncol 2012; 7:790-8. [PMID: 22430809 DOI: 10.1097/jto.0b013e3182475028] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
BACKGROUND Genome-wide association studies have identified 15q25 and 5p15 as lung cancer risk chromosomal regions in whites. The genetic structures of these loci differ between Asians and whites, however, indicating the need for additional studies in Asian populations. To examine the impact of 15p25 and 5p15 on lung cancer risk and smoking intensity, we conducted a case-control study in Japanese population. We also examined whether these loci modify the effect of smoking behavior on lung cancer risk. METHODS Subjects were 716 Japanese patients with lung cancer and 716 controls. Associations were examined by logistic regression models with adjustment for potential confounders. RESULTS We found that the variants of rs12914385 and rs931794 on 15q25 modified the effect of cumulative tobacco smoking on lung cancer risk but that these two loci showed no statistically significant main effects on lung cancer risk. Compared with never smoking without the risk allele of rs931794, odds ratio for heavy smoking without the risk allele was 4.03 (95% confidence interval: 2.45-6.62) and that with the risk allele was 8.09 (5.09-12.9), and the joint effect of rs931734 and cumulative tobacco consumption was statistically significant (pinteraction < 0.001). A similar impact was observed with rs12914385 at chromosome 15q25 (pinteraction = 0.021). Associations for the TERT-CLPM1L locus on 5p15 with lung cancer risk in Japanese patients were of a similar magnitude to those in whites. CONCLUSIONS These results support the contribution of 15q25 and 5p15 to lung cancer and indicate that the 15q25 region modifies the well-established effect of smoking on the risk of lung cancer in a Japanese population.
Collapse
|
13
|
Wilk JB, Shrine NRG, Loehr LR, Zhao JH, Manichaikul A, Lopez LM, Smith AV, Heckbert SR, Smolonska J, Tang W, Loth DW, Curjuric I, Hui J, Cho MH, Latourelle JC, Henry AP, Aldrich M, Bakke P, Beaty TH, Bentley AR, Borecki IB, Brusselle GG, Burkart KM, Chen TH, Couper D, Crapo JD, Davies G, Dupuis J, Franceschini N, Gulsvik A, Hancock DB, Harris TB, Hofman A, Imboden M, James AL, Khaw KT, Lahousse L, Launer LJ, Litonjua A, Liu Y, Lohman KK, Lomas DA, Lumley T, Marciante KD, McArdle WL, Meibohm B, Morrison AC, Musk AW, Myers RH, North KE, Postma DS, Psaty BM, Rich SS, Rivadeneira F, Rochat T, Rotter JI, Soler Artigas M, Starr JM, Uitterlinden AG, Wareham NJ, Wijmenga C, Zanen P, Province MA, Silverman EK, Deary IJ, Palmer LJ, Cassano PA, Gudnason V, Barr RG, Loos RJF, Strachan DP, London SJ, Boezen HM, Probst-Hensch N, Gharib SA, Hall IP, O'Connor GT, Tobin MD, Stricker BH. Genome-wide association studies identify CHRNA5/3 and HTR4 in the development of airflow obstruction. Am J Respir Crit Care Med 2012; 186:622-32. [PMID: 22837378 PMCID: PMC3480517 DOI: 10.1164/rccm.201202-0366oc] [Citation(s) in RCA: 138] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2012] [Accepted: 07/04/2012] [Indexed: 11/16/2022] Open
Abstract
RATIONALE Genome-wide association studies (GWAS) have identified loci influencing lung function, but fewer genes influencing chronic obstructive pulmonary disease (COPD) are known. OBJECTIVES Perform meta-analyses of GWAS for airflow obstruction, a key pathophysiologic characteristic of COPD assessed by spirometry, in population-based cohorts examining all participants, ever smokers, never smokers, asthma-free participants, and more severe cases. METHODS Fifteen cohorts were studied for discovery (3,368 affected; 29,507 unaffected), and a population-based family study and a meta-analysis of case-control studies were used for replication and regional follow-up (3,837 cases; 4,479 control subjects). Airflow obstruction was defined as FEV(1) and its ratio to FVC (FEV(1)/FVC) both less than their respective lower limits of normal as determined by published reference equations. MEASUREMENTS AND MAIN RESULTS The discovery meta-analyses identified one region on chromosome 15q25.1 meeting genome-wide significance in ever smokers that includes AGPHD1, IREB2, and CHRNA5/CHRNA3 genes. The region was also modestly associated among never smokers. Gene expression studies confirmed the presence of CHRNA5/3 in lung, airway smooth muscle, and bronchial epithelial cells. A single-nucleotide polymorphism in HTR4, a gene previously related to FEV(1)/FVC, achieved genome-wide statistical significance in combined meta-analysis. Top single-nucleotide polymorphisms in ADAM19, RARB, PPAP2B, and ADAMTS19 were nominally replicated in the COPD meta-analysis. CONCLUSIONS These results suggest an important role for the CHRNA5/3 region as a genetic risk factor for airflow obstruction that may be independent of smoking and implicate the HTR4 gene in the etiology of airflow obstruction.
Collapse
Affiliation(s)
- Jemma B Wilk
- Division of Aging, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Boston, MA 02120, USA.
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
14
|
Murphy SE, von Weymarn LB, Schutten MM, Kassie F, Modiano JF. Chronic nicotine consumption does not influence 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone-induced lung tumorigenesis. Cancer Prev Res (Phila) 2011; 4:1752-60. [PMID: 22027684 DOI: 10.1158/1940-6207.capr-11-0366] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Nicotine replacement therapy is often used to maintain smoking cessation. However, concerns exist about the safety of long-term nicotine replacement therapy use in ex-smokers and its concurrent use in smokers. In this study, we determined the effect of nicotine administration on 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone (NNK)-induced lung tumors in A/J mice. Female mice were administered a single dose of NNK (10 μmol) and 0.44 μmol/mL nicotine in the drinking water. Nicotine was administered 2 weeks prior to NNK, 44 weeks after NNK, throughout the experiment, or without NNK treatment. The average weekly consumption of nicotine-containing water was 15 ± 3 mL per mouse, resulting in an estimated daily nicotine dose of 0.9 μmol (0.15 mg) per mouse. Nicotine administration alone for 46 weeks did not increase lung tumor multiplicity (0.32 ± 0.1 vs. 0.53 ± 0.1 tumors per mouse). Lung tumor multiplicity in NNK-treated mice was 18.4 ± 4.5 and was not different for mice consuming nicotine before or after NNK administration, 21.9 ± 5.3 and 20.0 ± 5.4 tumors per mouse, respectively. Lung tumor multiplicity in animals consuming nicotine both before and after NNK administration was 20.4 ± 5.4. Tumor size and progression of adenomas to carcinomas was also not affected by nicotine consumption. In addition, nicotine consumption had no effect on the level of O(6)-methylguanine in the lung of NNK-treated mice. These negative findings in a commonly used model of human lung carcinogenesis should lead us to question the interpretation of the many in vitro studies that find that nicotine stimulates cancer cell growth.
Collapse
Affiliation(s)
- Sharon E Murphy
- Department of Biochemistry Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN 55455, USA.
| | | | | | | | | |
Collapse
|
15
|
Wang Y, Broderick P, Matakidou A, Eisen T, Houlston RS. Chromosome 15q25 (CHRNA3-CHRNA5) variation impacts indirectly on lung cancer risk. PLoS One 2011; 6:e19085. [PMID: 21559498 PMCID: PMC3084737 DOI: 10.1371/journal.pone.0019085] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2010] [Accepted: 03/28/2011] [Indexed: 11/30/2022] Open
Abstract
Genetic variants at the 15q25 CHRNA5-CHRNA3 locus have been shown to influence lung cancer risk however there is controversy as to whether variants have a direct carcinogenic effect on lung cancer risk or impact indirectly through smoking behavior. We have performed a detailed analysis of the 15q25 risk variants rs12914385 and rs8042374 with smoking behavior and lung cancer risk in 4,343 lung cancer cases and 1,479 controls from the Genetic Lung Cancer Predisposition Study (GELCAPS). A strong association between rs12914385 and rs8042374, and lung cancer risk was shown, odds ratios (OR) were 1.44, (95% confidence interval (CI): 1.29–1.62, P = 3.69×10−10) and 1.35 (95% CI: 1.18–1.55, P = 9.99×10−6) respectively. Each copy of risk alleles at rs12914385 and rs8042374 was associated with increased cigarette consumption of 1.0 and 0.9 cigarettes per day (CPD) (P = 5.18×10−5 and P = 5.65×10−3). These genetically determined modest differences in smoking behavior can be shown to be sufficient to account for the 15q25 association with lung cancer risk. To further verify the indirect effect of 15q25 on the risk, we restricted our analysis of lung cancer risk to never-smokers and conducted a meta-analysis of previously published studies of lung cancer risk in never-smokers. Never-smoker studies published in English were ascertained from PubMed stipulating - lung cancer, risk, genome-wide association, candidate genes. Our study and five previously published studies provided data on 2,405 never-smoker lung cancer cases and 7,622 controls. In the pooled analysis no association has been found between the 15q25 variation and lung cancer risk (OR = 1.09, 95% CI: 0.94–1.28). This study affirms the 15q25 association with smoking and is consistent with an indirect link between genotype and lung cancer risk.
Collapse
Affiliation(s)
- Yufei Wang
- Section of Cancer Genetics, Institute of Cancer Research, Sutton, Surrey, United Kingdom
| | - Peter Broderick
- Section of Cancer Genetics, Institute of Cancer Research, Sutton, Surrey, United Kingdom
| | - Athena Matakidou
- Department of Oncology, Cambridge University, Cambridge, United Kingdom
| | - Timothy Eisen
- Department of Oncology, Cambridge University, Cambridge, United Kingdom
| | - Richard S. Houlston
- Section of Cancer Genetics, Institute of Cancer Research, Sutton, Surrey, United Kingdom
- * E-mail:
| |
Collapse
|
16
|
Chen D, Truong T, Gaborieau V, Byrnes G, Chabrier A, Chuang SC, Olshan AF, Weissler MC, Luo J, Romkes M, Buch S, Nukui T, Franceschi S, Herrero R, Talamini R, Kelsey KT, Christensen B, McClean M, Lacko M, Manni JJ, Peters WHM, Lubiński J, Trubicka J, Lener M, Muscat JE, Lazarus P, Wei Q, Sturgis EM, Zhang ZF, Chang SC, Wang R, Schwartz SM, Chen C, Benhamou S, Lagiou P, Holcátová I, Richiardi L, Kjaerheim K, Agudo A, Castellsagué X, Macfarlane TV, Barzan L, Canova C, Thakker NS, Conway DI, Znaor A, Healy CM, Ahrens W, Zaridze D, Szeszenia-Dabrowska N, Lissowska J, Fabianova E, Bucur A, Bencko V, Foretova L, Janout V, Curado MP, Koifman S, Menezes A, Wünsch-Filho V, Neto JE, Fernandez L, Boccia S, Hashibe M, Hayes RB, Boffetta P, Brennan P, McKay JD. A sex-specific association between a 15q25 variant and upper aerodigestive tract cancers. Cancer Epidemiol Biomarkers Prev 2011; 20:658-64. [PMID: 21335511 PMCID: PMC3070066 DOI: 10.1158/1055-9965.epi-10-1008] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Sequence variants located at 15q25 have been associated with lung cancer and propensity to smoke. We recently reported an association between rs16969968 and risk of upper aerodigestive tract (UADT) cancers (oral cavity, oropharynx, hypopharynx, larynx, and esophagus) in women (OR = 1.24, P = 0.003) with little effect in men (OR = 1.04, P = 0.35). METHODS In a coordinated genotyping study within the International Head and Neck Cancer Epidemiology (INHANCE) consortium, we have sought to replicate these findings in an additional 4,604 cases and 6,239 controls from 10 independent UADT cancer case-control studies. RESULTS rs16969968 was again associated with UADT cancers in women (OR = 1.21, 95% CI = 1.08-1.36, P = 0.001) and a similar lack of observed effect in men [OR = 1.02, 95% CI = 0.95-1.09, P = 0.66; P-heterogeneity (P(het)) = 0.01]. In a pooled analysis of the original and current studies, totaling 8,572 UADT cancer cases and 11,558 controls, the association was observed among females (OR = 1.22, 95% CI = 1.12-1.34, P = 7 × 10(-6)) but not males (OR = 1.02, 95% CI = 0.97-1.08, P = 0.35; P(het) = 6 × 10(-4)). There was little evidence for a sex difference in the association between this variant and cigarettes smoked per day, with male and female rs16969968 variant carriers smoking approximately the same amount more in the 11,991 ever smokers in the pooled analysis of the 14 studies (P(het) = 0.86). CONCLUSIONS This study has confirmed a sex difference in the association between the 15q25 variant rs16969968 and UADT cancers. IMPACT Further research is warranted to elucidate the mechanisms underlying these observations.
Collapse
Affiliation(s)
- Dan Chen
- International Agency for Research on Cancer (IARC), Lyon, France
| | - Therese Truong
- International Agency for Research on Cancer (IARC), Lyon, France
| | | | - Graham Byrnes
- International Agency for Research on Cancer (IARC), Lyon, France
| | - Amelie Chabrier
- International Agency for Research on Cancer (IARC), Lyon, France
| | - Shu-chun Chuang
- International Agency for Research on Cancer (IARC), Lyon, France
| | - Andrew F. Olshan
- Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
- School of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Mark C. Weissler
- Otolaryngology/Head and Neck Surgery, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jingchun Luo
- Lineberger Comprehensive Cancer Site, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - Shama Buch
- University of Pittsburgh, Pittsburgh, USA
| | | | | | - Rolando Herrero
- Instituto de Investigación Epidemiológica, San José, Costa Rica
| | | | | | | | - Mike McClean
- Boston University School of Public Health, Boston, USA
| | - Martin Lacko
- Dept. of Otorhinolaryngology and Head and Neck Surgery, Maastricht University Medical Site, The Netherlands
| | - Johannes J Manni
- Dept. of Otorhinolaryngology and Head and Neck Surgery, Maastricht University Medical Site, The Netherlands
| | - Wilbert H. M. Peters
- Dept. of Gastroenterology, Radboud University Nijmegen Medical Site, the Netherlands
| | - Jan Lubiński
- Pomeranian Medical University, Department of Genetics and Pathomorphology, International Hereditary Cancer Site, Szczecin, Poland
| | - Joanna Trubicka
- Pomeranian Medical University, Department of Genetics and Pathomorphology, International Hereditary Cancer Site, Szczecin, Poland
| | - Marcin Lener
- Pomeranian Medical University, Department of Genetics and Pathomorphology, International Hereditary Cancer Site, Szczecin, Poland
| | | | | | - Qingyi Wei
- University of Texas M. D. Anderson Cancer Site, Houston, Texas, USA
| | - Erich M. Sturgis
- University of Texas M. D. Anderson Cancer Site, Houston, Texas, USA
| | - Zuo-Feng Zhang
- University of California, Los Angeles, School of Public Health, Los Angeles, CA, USA
| | - Shen-Chih Chang
- University of California, Los Angeles, School of Public Health, Los Angeles, CA, USA
| | - Renyi Wang
- University of California, Los Angeles, School of Public Health, Los Angeles, CA, USA
| | | | - Chu Chen
- Fred Hutchinson Cancer Research Site, Seattle, WA, USA
| | - Simone Benhamou
- INSERM U946, Paris, France
- CNRS UMR8200, Gustave Roussy Institute, Villejuif, France
| | - Pagona Lagiou
- University of Athens School of Medicine, Athens, Greece
| | - Ivana Holcátová
- Institute of Hygiene and Epidemiology, 1st Faculty of Medicine, Charles University in Prague, Czech Republic
| | | | | | | | - Xavier Castellsagué
- Institut Català d’Oncologia (ICO), Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBER Epidemiologia y Salud Publica - CIBERESP), Spain
| | | | | | - Cristina Canova
- Department of Environmental Medicine and Public Health, University of Padova, Padova, Italy
- Respiratory Epidemiology and Public Health, National Heart and Lung Institute, Imperial College, London, UK
| | - Nalin S Thakker
- University of Manchester, School of Dentistry, Manchester, UK
| | | | - Ariana Znaor
- Croatian National Cancer Registry, Croatian National Institute of Public Health, Zagreb, Croatia
| | | | - Wolfgang Ahrens
- Bremen Institute for Prevention Research and Social Medicine (BIPS), University of Bremen, Bremen, Germany
| | - David Zaridze
- Institute of Carcinogenesis, Cancer Research Site, Moscow, Russia
| | | | - Jolanta Lissowska
- The M. Sklodowska-Curie Memorial Cancer Site and Institute of Oncology, Warsaw, Poland
| | | | | | - Vladimir Bencko
- Institute of Hygiene and Epidemiology, 1st Faculty of Medicine, Charles University in Prague, Czech Republic
| | - Lenka Foretova
- Department of Cancer Epidemiology and Genetics, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | | | | | - Sergio Koifman
- Escola Nacional de Suade Publica, Rio de Janeiro, Brazil
| | - Ana Menezes
- Universidade Federal de Pelotas, Pelotas, Brazil
| | | | | | | | - Stefania Boccia
- Genetic Epidemiology and Public Health Genomics Unit, Institute of Hygiene, Università Cattolica del Sacro Cuore, Rome, Italy
- San Raffaele Pisana, Rome, Italy
| | - Mia Hashibe
- International Agency for Research on Cancer (IARC), Lyon, France
- University of Utah, School of Medicine, Salt Lake City, USA
| | | | - Paolo Boffetta
- International Agency for Research on Cancer (IARC), Lyon, France
- The Tisch Cancer Institute, Mount Sinai School of Medicine, New York, NY, USA
- International Prevention Research Institute, Lyon, France
| | - Paul Brennan
- International Agency for Research on Cancer (IARC), Lyon, France
| | - James D. McKay
- International Agency for Research on Cancer (IARC), Lyon, France
| |
Collapse
|
17
|
Kim DK, Hersh CP, Washko GR, Hokanson JE, Lynch DA, Newell JD, Murphy JR, Crapo JD, Silverman EK. Epidemiology, radiology, and genetics of nicotine dependence in COPD. Respir Res 2011; 12:9. [PMID: 21232152 PMCID: PMC3033825 DOI: 10.1186/1465-9921-12-9] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2010] [Accepted: 01/13/2011] [Indexed: 12/31/2022] Open
Abstract
Background Cigarette smoking is the principal environmental risk factor for developing COPD, and nicotine dependence strongly influences smoking behavior. This study was performed to elucidate the relationship between nicotine dependence, genetic susceptibility to nicotine dependence, and volumetric CT findings in smokers. Methods Current smokers with COPD (GOLD stage ≥ 2) or normal spirometry were analyzed from the COPDGene Study, a prospective observational study. Nicotine dependence was determined by the Fagerstrom test for nicotine dependence (FTND). Volumetric CT acquisitions measuring the percent of emphysema on inspiratory CT (% of lung <-950 HU) and gas trapping on expiratory CT (% of lung <-856 HU) were obtained. Genotypes for two SNPs in the CHRNA3/5 region (rs8034191, rs1051730) previously associated with nicotine dependence and COPD were analyzed for association to COPD and nicotine dependence phenotypes. Results Among 842 currently smoking subjects (335 COPD cases and 507 controls), 329 subjects (39.1%) showed high nicotine dependence. Subjects with high nicotine dependence had greater cumulative and current amounts of smoking. However, emphysema severity was negatively correlated with the FTND score in controls (ρ = -0.19, p < .0001) as well as in COPD cases (ρ = -0.18, p = 0.0008). Lower FTND score, male gender, lower body mass index, and lower FEV1 were independent risk factors for emphysema severity in COPD cases. Both CHRNA3/5 SNPs were associated with FTND in current smokers. An association of genetic variants in CHRNA3/5 with severity of emphysema was only found in former smokers, but not in current smokers. Conclusions Nicotine dependence was a negative predictor for emphysema on CT in COPD and control smokers. Increased inflammation in more highly addicted current smokers could influence the CT lung density distribution, which may influence genetic association studies of emphysema phenotypes. Trial registration ClinicalTrials (NCT): NCT00608764
Collapse
Affiliation(s)
- Deog Kyeom Kim
- Channing Laboratory, Brigham and Women's Hospital, Boston, MA, USA
| | | | | | | | | | | | | | | | | | | |
Collapse
|
18
|
Galvan A, Ioannidis JPA, Dragani TA. Beyond genome-wide association studies: genetic heterogeneity and individual predisposition to cancer. Trends Genet 2010; 26:132-41. [PMID: 20106545 DOI: 10.1016/j.tig.2009.12.008] [Citation(s) in RCA: 100] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2009] [Revised: 12/22/2009] [Accepted: 12/22/2009] [Indexed: 02/06/2023]
Abstract
Genome-wide association studies (GWAS) using population-based designs have identified many genetic loci associated with risk of a range of complex diseases including cancer; however, each locus exerts a very small effect and most heritability remains unexplained. Family-based pedigree studies have also suggested tentative loci linked to increased cancer risk, often characterized by pedigree-specificity. However, comparison between the results of population- and family-based studies shows little concordance. Explanations for this unidentified genetic 'dark matter' of cancer include phenotype ascertainment issues, limited power, gene-gene and gene-environment interactions, population heterogeneity, parent-of-origin-specific effects, and rare and unexplored variants. Many of these reasons converge towards the concept of genetic heterogeneity that might implicate hundreds of genetic variants in regulating cancer risk. Dissecting the dark matter is a challenging task. Further insights can be gained from both population association and pedigree studies.
Collapse
Affiliation(s)
- Antonella Galvan
- Department of Predictive and for Prevention Medicine, Fondazione IRCCS, Istituto Nazionale Tumori, Via G. Venezian 1, 20133 Milan, Italy
| | | | | |
Collapse
|