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Martínez, Fernando J.

https://orcid.org/0000-0002-2412-3182

Mayo Clinic

University of Massachusetts Chan Medical School

Citations 46

Epigenomic study of the lower airway reveals COPD-associated methylation patterns and potential microbiota links
Cao, Sudan , Shrivastav, Abhishek, Bleecker, Eugene R., Madapoosi, Siddharth , Erb‐Downward, John R. , Zein, Joe , Howard, Timothy D. , Hawkins, Gregory A., Barjaktarević, Igor , Bowler, Russell, Barr, Robert, Comellas, Alejandro P. , Cooper, Christopher B. , Hansel, Nadia N. , Hastie, Annette T. , Kanner, Richard E. , Moore, Wendy C. , O’Neal, Wanda K. , Paine, Robert , Smith, Benjamin M. , Hoffman, Eric A. , Meyers, Deborah A. , Woodruff, Prescott G. , Christenson, Stephanie A. , Ortega, Victor E. , Cao, Shuo , Chen, Xianfeng , Barjaktarevic, Igor , Comellas, Alejandro P , Han, MeiLan King , Kim, Victor , Huang, Yvonne J , O'Neal, Wanda K , Hoffman, Eric A , Christenson, Stephanie A , Chen, Xianfeng, Couper, David , Kaner, Robert J. , Martínez, Fernando J. , Curtis, Jeffrey L.

BMJ Open Respiratory Research | December 19, 2025 | Volume: 12 | Issue: 1 | Pages: e003572

10.1136/bmjresp-2025-003572 Get It

Introduction Despite the identification of multiple susceptibility loci by genome-wide association studies (GWAS), considerable chronic obstructive pulmonary disease (COPD) heritability remains unexplained. Aim To identify interaction networks of airway epithelial cell DNA methylation in COPD and further explore potential correlations with airway bacterial composition, as potentially collective regulators of biological pathways influencing COPD severity. Methods Using DNA isolated from bronchial airway brushings of 67 ever-smokers (>20 pack-years) from the SubPopulations and InteRmediate Outcomes Measures in COPD Study (SPIROMICS), we assessed proportion of DNA methylation (β) by epigenome-wide association study (EWAS) and examined associations of differentially methylated CpG probes (DMPs) with risk for moderate-to-severe COPD (N=34) versus absent or mild COPD (N=33). We tested co-methylation modules generated by Weighted Correlation Network Analyses (WGCNA) for associations with moderate-to-severe COPD and with bacterial genus-level relative abundances (16S rRNA sequencing). Results EWAS-identified nominally significant DMPs enriched for lung function GWAS loci. Eigengenes in six WGCNA modules were associated with moderate-to-severe COPD (false discovery rate <0.05). Four of those modules were enriched for forced expiratory volume in 1 s/forced vital capacity GWAS loci, and five overlapped with DMPs from EWAS. Overlapping CpG loci in three COPD-associated modules were adjacent to mucin genes; one had 10 genes highly ranked by connectivity with MUC5B, including important pathway genes: B3GNT6 , DGKI and ITGA8 . CpGs in an independent COPD-associated module showed the most correlations with Rothia , with directionality suggestive of negative associations with moderate-severe COPD. Conclusions Bronchial epithelial DNA methylation modules enriched for lung function GWAS loci associate with COPD severity in SPIROMICS. Potential module relationships to bronchial bacterial composition require further validation.
Neutrophil-to-Lymphocyte Ratio as a Biomarker in Clinically Stable Chronic Obstructive Pulmonary Disease: SPIROMICS Cohort
HOESTEREY, DANIEL , Markovic, Daniela , Buhr, Russell G. , Tashkin, Donald P., Barr, R. Graham, Belperio, John A. , Bowler, Russell P. , Bleecker, Eugene R., Couper, David J., Cooper, Christopher B. , Han, MeiLan K., Hansel, Nadia N. , Hastie, Annette T. , Hoffman, Eric A. , Kanner, Richard E. , O’Neal, Wanda K. , Ortega, Victor E. , Paine, Robert, Shrivastav, Abhishek K., Wells, J. Michael , Woodruff, Prescott G. , Hoesterey, Daniel T , Buhr, Russell G , Bowler, Russell P , Doerschuk, Claire M , Drummond, M Bradley , Hastie, Annette T , Hoffman, Eric A , Huang, Yvonne J , Krishnan, Jerry A , Wells, J Michael , Curtis, Jeffrey L , O'Neal, Wanda K , Dang, Hong , Barr, R. Graham, Couper, David J., Criner, Gerard J. , Doerschuk, Claire M. , Dransfield, Mark T. , Drummond, Michael , Fawzy, Ashraf , Freeman, Christine M. , Han, MeiLan King , Kaner, Robert J. , Kim, Victor, Martínez, Fernando J. , Shrivastav, Abhishek K., Curtis, Jeffrey L. , Barjaktarević, Igor

Annals of the American Thoracic Society | September 8, 2025 | Volume: 22 | Issue: 12 | Pages: 1881-1890

10.1513/annalsats.202412-1265oc Get It

Abstract Rationale Inflammation is central to chronic obstructive pulmonary disease (COPD) pathogenesis but incompletely represented in COPD prognostic models. The neutrophil-to-lymphocyte ratio (NLR) is a readily available inflammatory biomarker. Objectives To explore the associations of NLR with smoking status, clinical features of COPD, and future adverse outcomes. Methods We analyzed NLR calculated from the complete blood count of participants who currently or formerly smoked (n = 2,624) and tobacco-naive control subjects (n = 187) in the SPIROMICS multicenter observational cohort study. We assessed the stability of NLR at 6 weeks and 1 year, the association with select blood biomarkers, and the impact of smoking on NLR and cell counts. We stratified participants by NLR quartiles to compare cross-sectional clinical features at enrollment, prospectively observed exacerbations at 1 year, and mortality during longitudinal follow up. Results Higher NLR quartiles were broadly associated with more severe clinical features of COPD. NLR values were repeatable at 6 weeks (intraclass correlation coefficient, 0.74) and 1 year (intraclass correlation coefficient, 0.62). The impact of smoking on NLR varied with the severity of airflow limitation, mediated by an interaction between smoking, forced expiratory volume in 1 second percent predicted, and neutrophil counts but not lymphocyte counts. The highest NLR quartile (&gt;3.11) was associated with an increased risk of exacerbation over 1 year (adjusted odds ratio, 1.51; 95% confidence interval, 1.18, 1.92) and increased risk of mortality (adjusted hazard ratio, 1.41; 95% confidence interval, 1.20, 1.66) compared with quartiles 1–3. Conclusions Elevated NLR in stable COPD is a widely available biomarker associated with increased risk for exacerbation and death. The impact of cigarette smoking on NLR varies with disease severity.
Differences in Airway Epithelial Gene Expression in Resilient vs Non-resilient Smokers
Oh, Anna , Niederhuber, Matthew J. , Jones, Corbin D. , Brennan, Tara A., Currin, Kevin W., Kennedy, Sarah , Christenson, S., Bon, Jessica , Comellas, Alejandro P. , Cooper, C.B., Hansel, N.N., Kaner, R.J. , Marchetti, Nathaniel , Onofrei, C.D., Ortega, Victor E. , Paine, Robert , Woodruff, P., Investigators, SPIROMICS, Christenson, Stephanie A. , Comellas, Alejandro P , Christenson, Stephanie A , Oh, A., Liu, Heng , Kennedy, S., Couper, David , Barjaktarević, Igor , Barr, R. Graham , Bowler, Russell P. , Cooper, C.B. , Han, Mingyuan , Krishnan, Jerry A , Martínez, Fernando J. , Wells, J. Michael

American Journal of Respiratory and Critical Care Medicine | May 11, 2025 | Volume: 211 | Issue: Supplement_1 | Pages: A7375-A7375

10.1164/ajrccm.2025.211.abstracts.a7375 Get It

Abstract Introduction Resilient smokers, who maintain respiratory health despite smoking, remain poorly characterized. Airway epithelial cell gene expression in resilient smokers can provide insight into mechanisms and pathways that may protect smokers from developing smoking-related lung disease. The objective of this study is to identify genes and potential pathways associated with lung-related resilience. Methods Resilient smokers were defined based on a previously published multi-dimensional definition which includes the absence of: 1) spirometric airflow limitation, 2) symptoms (cough/sputum, dyspnea), 3) radiographic (HRCT) abnormalities, 4) exacerbations, and 5) an accelerated FEV1 decline. “Non-resilient” smokers had preserved spirometry but showed abnormalities in at least one domain of resilience. We analyzed airway epithelial brush samples from 21 resilient and 34 non-resilient smokers from SPIROMICS. Differential gene expression was performed using DESeq2 package in R, which estimates differential expression using generalized linear models. We adjusted for sequencing batch, age (continuous), race, gender, and current smoking status. While controlling for these covariates we evaluated differential gene expression between resilient and non-resilient smokers, the interaction between resilience and smoking status, and in each sub-category of resilient (absence of symptoms, radiographic abnormalities, exacerbations, and accelerated decline in FEV1). Results We identified 98 genes that were differentially expressed (FDR ≤0.1) when comparing resilient to non-resilient smokers, 20 of those genes were up regulated in resilient smokers (Figure 1). Notable genes included cadherin-12 (CDH12), aspartate beta-hydroxylase (ASPH), and protein kinase AMP-activated alpha 2 (PRKAA2). CDH12 is involved in cell adhesion and epithelial integrity. ASPH influences cell adhesion and signaling. PRKAA2 plays role in cellular homeostasis and stress response, which may be altered in non-resilient smokers, affecting cellular metabolism and inflammation. BPI folding containing family A member (BPIFA1) was significantly associated with smoking status in the interaction analysis, suggesting its role in modulating the impact of smoking on resilience. BPIFA1 has anti-microbial properties, regulates immune responses, and contributes mucosal surface protection. Sub-category analysis identified 17 genes associated with resilience to symptoms and 2 genes related to physiologic resilience (FEV1 decline), though no significant genes were associated with radiographic or exacerbation resilience. Conclusion Differential gene expression of airway epithelial cells identified distinct expression patterns between resilient and non-resilient smokers. Specifically, genes associated with epithelial cell adhesion, signaling, and cellular homeostasis were up regulated in resilient smokers. These findings suggest that resilient smokers may have transcriptomic profiles and potential mechanisms that mitigate the effects of cigarette smoke.
Unraveling the Role of Cell-free DNA as a Biomarker in Chronic Obstructive Pulmonary Disease (COPD) Exacerbations
Richert, Mary, Gao, Songqi, Keller, Michael , Bateman, Lori A. , Bleecker, Eugene R., Christenson, Stephanie A. , Meyers, Deborah A. , Ortega, Victor E. , Woodruff, Prescott G. , Curtis, J.L., Investigators, SPIROMICS, Christenson, Stephanie A , Kong, Hyesik , Jang, Moon Kyoo , Tian, Xin , Andargie, Temesgen Ewunetu , Bowler, Russell P. , O’Neal, Wanda K. , Martínez, Fernando J. , Curtis, J.L., Agbor-Enoh, Sean T.

American Journal of Respiratory and Critical Care Medicine | May 11, 2025 | Volume: 211 | Issue: Supplement_1 | Pages: A3192-A3192

10.1164/ajrccm.2025.211.abstracts.a3192 Get It

Abstract Rationale: Individuals with chronic obstructive pulmonary disease (COPD) have different clinical trajectories, some with minimal symptom burden, others experiencing recurrent exacerbations, the most severe of which require hospitalization. Existing diagnostics, including spirometry and symptom assessments, lack the precision to identify high-risk patients who may benefit from timely preventive therapies. Nuclear cell-free DNA (ncfDNA) is a well-established marker of systemic tissue injury, implicated in amplifying inflammation by triggering type 1 interferon release by activating DNA-sensing pathways. Because COPD is accompanied by inflammation and tissue injury systemically, we hypothesized that ncfDNA is associated with increased risk of severe exacerbations requiring hospitalization. Methods: Design: We utilized baseline plasma samples randomly selected from 672 individuals with COPD from the Subpopulations and Intermediate Outcomes Measures in COPD Study (SPIROMICS) cohort, which prospectively collected exacerbation numbers and type. The primary endpoint was exacerbation requiring hospitalization. Secondary endpoints included total number of exacerbations (defined as use of oral steroids, antibiotics, or healthcare utilization) and severe exacerbations (defined as requiring emergency room care or hospitalization). Measure: We measured plasma ncfDNA using digital droplet PCR. Analysis: We assessed the association of ncfDNA with exacerbation outcomes using negative binomial regression or Cox regression, adjusting for age, percent post-bronchodilator forced expiratory volume in one second (FEV1), supplemental oxygen use, and smoking status. Results: In total, 57% (n=383) of COPD participants experienced exacerbations, 29% (n=197) at least one severe, and 22% (n=145) requiring hospitalization, the latter at a median of 622 days from enrollment (IQR=287-997). Higher ncfDNA levels at enrollment correlated with measures of COPD severity, including baseline FEV1 (beta = -0.12, 95% CI -0.18 to -0.049, p &lt;0.001). Higher ncfDNA associated with increased risk of COPD exacerbation requiring hospitalization (incidence rate ratio (IRR) 1.40, 95% CI 1.12-1.75, p =0.003) and severe exacerbations (IRR 1.36, 95% CI 1.11-1.67, p=0.002) and a trend towards total exacerbations (IRR 1.11, 95% CI 0.98-1.26, p= 0.09). The primary outcome, risk of time-to-first hospitalization, correlated significantly with higher ncfDNA with hazard ratio (HR) 1.23, 95% CI 1.01-1.49, p=0.037. Conclusion: These results suggest that ncfDNA may serve as a predictor for severe and hospitalization-associated COPD exacerbations. To better understand the relationship between ncfDNA and COPD pathophysiology, follow-up studies should explore longitudinal trends and cfDNA tissue sources, and their link to COPD exacerbations.
Association of Ground-Glass Opacities with Systemic Inflammation and Progression of Emphysema
Fortis, Spyridon , Guo, Junfeng , Chaudhary, Muhammad F. A. , Newell, John D. , Gerard, Sarah E. , Han, MeiLan K., Kazerooni, Ella A. , Bodduluri, Sandeep, Paine, Robert , Awan, Hira A. , Schroeder, Joyce , Gravens‐Mueller, Lisa, Ortega, Victor E. , Anderson, Wayne H. , Cooper, Christopher B. , Woodruff, Prescott G. , Bhatt, Surya P. , Hoffman, Eric A. , Comellas, Alejandro P. , Bowler, Russell P , Hoffman, Eric A , Comellas, Alejandro P , Fortis, Spyridon , Bhatt, Surya P , Nagpal, Prashant , Han, MeiLan King , Martínez, Fernando J. , Barjaktarević, Igor , Barr, R. Graham , Bodduluri, Sandeep , Couper, David , Bowler, Russell P. , Reinhardt, Joseph M.

American Journal of Respiratory and Critical Care Medicine | June 6, 2024 | Volume: 210 | Issue: 12 | Pages: 1432-1440

10.1164/rccm.202310-1825oc Get It

Abstract Rationale Ground-glass opacities (GGOs) in the absence of interstitial lung disease are understudied. Objectives To assess the association of GGOs with white blood cells (WBCs) and progression of quantified chest computed tomography emphysema. Methods We analyzed data of participants in the SPIROMICS study (Subpopulations and Intermediate Outcome Measures in COPD Study). Chest radiologists and pulmonologists labeled regions of the lung as GGOs, and the adaptive multiple feature method (AMFM) trained the computer to assign those labels to image voxels and quantify the volume of the lung with GGOs (%GGOAMFM). We used multivariable linear regression, zero-inflated negative binomial, and proportional hazards regression models to assess the association of %GGOAMFM with WBCs, changes in percentage emphysema, and clinical outcomes. Measurements and Main Results Among 2,714 participants, 1,680 had chronic obstructive pulmonary disease (COPD) and 1,034 had normal spirometry. Among participants with COPD, on the basis of multivariable analysis, current smoking and chronic productive cough were associated with higher %GGOAMFM. Higher %GGOAMFM was cross-sectionally associated with higher WBC and neutrophil concentrations. Higher %GGOAMFM per interquartile range at visit 1 (baseline) was associated with an increase in emphysema at 1-year follow-up visit by 11.7% (relative increase; 95% confidence interval, 7.5–16.1%; P &lt; 0.001). We found no association between %GGOAMFM and 1-year FEV1 decline, but %GGOAMFM was associated with exacerbations and all-cause mortality during a median follow-up of 1,544 days (interquartile interval, 1,118–2,059). Among normal spirometry participants, we found similar results, except that %GGOAMFM was associated with progression to COPD at 1-year follow-up. Conclusions Our findings suggest that GGOAMFM is associated with increased systemic inflammation and emphysema progression.
Effect of Smoking Cessation on COPD Exacerbations, Spirometry and Respiratory Symptoms in Spiromics
Glassman, L., Wilgus, M.L., Zhuang, Zhaohan, Markovic, Daniela , Comellas, Alejandro P. , Cooper, C.B., Han, M.K., Hansel, Nadia N. , Kim, V., Ortega, Victor E. , Paine, Robert , Peters, S.P., Woodruff, P., Tashkin, Donald P., Comellas, Alejandro P , Glassman, L., Buhr, Russell G. , Barr, R. Graham , Bowler, Russell P. , Cooper, C.B. , Couper, David , Curtis, Jeffrey L. , Dransfield, Mark T. , Drummond, Michael , Han, M.K. , Kaner, Robert J. , Krishnan, Jerry A , Martínez, Fernando J. , Barjaktarević, Igor

D13. DETERMINANTS OF DISEASE PROGRESSION AND DECLINE IN COPD | April 30, 2024 | Volume: No volume available | Issue: No issue available | Pages: A6908-A6908

10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a6908 Get It

Clinical Characteristics and Longitudinal Outcomes in Heterogeneous Emphysema in SPIROMICS
Hong, Angela , Newell, John D. , Valipour, Arschang , Ortega, Victor E. , Cooper, C.B., Hansel, Nadia N. , Paine, Robert , Woodruff, P., Hong, A., Eddy, Rachel L. , Goldin, Jonathan , Hoffman, Eric A. , Abtin, Fereidoun G. , Criner, Gerard J. , Reinhardt, Joseph M. , Barr, R. Graham , Ohar, Jill , Curtis, Jeffrey L. , Cooper, C.B. , Drummond, Michael , Han, MeiLan King , Labaki, Wassim W. , Martínez, Fernando J. , Wells, J. Michael , Tashkin, Donald P. , Barjaktarević, Igor

D13. DETERMINANTS OF DISEASE PROGRESSION AND DECLINE IN COPD | April 30, 2024 | Volume: No volume available | Issue: No issue available | Pages: A6905-A6905

10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a6905 Get It

Computer Assisted Quantitative Image Analysis as a Pathway to Identification of Combined Pulmonary Fibrosis and Emphysema (CPFE): Analysis of the SPIROMICS Cohort
HOESTEREY, DANIEL , Kim, G.H.J., Lee, Jungmin , Pourzand, Lila , Oh, Andrea , Bateman, Lori A. , Cooper, C.B., Hansel, Nadia N. , Kim, V., Ortega, Victor E. , Paine, Robert , Peters, Stephen P. , Wang, J.M., Woodruff, Prescott G. , Abtin, F., Tashkin, Donald P. , Hoffman, Eric A. , Barr, R. Graham , Bowler, Russell P. , Cooper, C.B. , Couper, David , Curtis, Jeffrey L. , Dransfield, Mark T. , Drummond, Michael , Han, MeiLan King , Kaner, Robert J. , Krishnan, Jerry A , Martínez, Fernando J. , Reinhardt, Joseph M. , Wells, J. Michael , Goldin, Jonathan , Abtin, Fereidoun G. , Barjaktarević, Igor

C24. CLINICAL, BIOLOGIC, AND RADIOLOGIC MARKERS OF KEY OUTCOMES AND TREATMENT RESPONSE IN COPD | April 30, 2024 | Volume: No volume available | Issue: No issue available | Pages: A5118-A5118

10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a5118 Get It

Cell-Free DNA to Predict Severe Exacerbations in Chronic Obstructive Pulmonary Disease
Richert, Mary, Balasubramanian, S. , Brower, Ronald W., Bleecker, Eugene R., Meyers, Deborah A. , Ortega, Victor E. , Woodruff, Prescott G. , Curtis, J.L., Kong, Hyesik , Jang, Moon Kyoo , Andargie, Temesgen Ewunetu , Brower, R., Bowler, Russell P. , Christenson, Stephanie A. , O’Neal, Wanda K. , Martínez, Fernando J. , Curtis, J.L., Agbor-Enoh, Sean T.

A101. FULL METAL JACKET TARGETING COPD AND CHRONIC AIRWAYS DISEASE | April 30, 2024 | Volume: No volume available | Issue: No issue available | Pages: A2798-A2798

10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a2798 Get It