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Barjaktarevic, Igor

0000-0002-8096-0858

Mayo Clinic

University of California Los Angeles, Los Angeles, California, USA.

Citations 6

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.
Reply to Abushanab et al. : Longitudinal Outcomes of Pi*MZ versus Pi*MM Subjects Stratified by Former and Current Smoking Status
Barjaktarević, Igor , Zhang, Zian , Buhr, Russell G. , Hixson, Roxana, Ortega, Victor E. , Buhr, Russell G , Ortega, Victor, Barjaktarevic, Igor , Tashkin, Donald P.

Annals of the American Thoracic Society | December 1, 2025 | Volume: 22 | Issue: 12 | Pages: 1969-1970

10.1513/annalsats.202508-882le Get It

SPIROMICS HF: Rationale, Design, and Reproducibility of Measures
Barr, R. Graham , Lima, João A.C. , Prince, Martin R. , Abraham, Theodore P. , Agarwal, Prachi , Arora, Garima , Balasubramanian, Aparna , Barjaktarević, Igor , Bello, Natalie A. , Carr, James C. , Cooper, Christopher B. , Finn, J. Paul , Freed, Benjamin H. , Hansel, Nadia N. , Hsu, Jeffrey J. , Kitzman, Dalane W. , LaBounty, Troy , Lee, Yoo Jin , Liu, Jing , Lloyd, Steven G. , Markl, Michael , Ortega, Victor E. , Paine, Robert , Peters, Stephen P. , Schroeder, Joyce , Shepshelovich, Daniel , Sun, Yifei , Wells, J. Michael , Wieben, Oliver , Woodruff, Prescott G. , Ambale-Venkatesh, Bharath , Agarwal, Prachi P , Arora, Garima , Balasubramanian, Aparna , Barjaktarevic, Igor , Bello, Natalie A , Bluemke, David A , Budoff, Matthew , Carr, James C , Chaudhuri, Dipayan , Cooper, Christopher B , Couper, David , Finn, J Paul , Freed, Benjamin H , Han, MeiLan King , Hansel, Nadia N , Hsu, Jeffrey J , Kitzman, Dalane W , Krishnan, Jerry A , LaBounty, Troy M , Lee, Yoo Jin , Liu, Jing , Lloyd, Steven G , Mukherjee, Monica , Beussink-Nelson, Lauren , Ohar, Jill , Paine, Robert , Schroeder, Joyce D , Shen, Wei , Sun, Yifei , Vogel-Claussen, Jens , Watson, Karol E. , Wells, J Michael , Wieben, Oliver , Woodruff, Prescott G , Shah, Sanjiv J , Markl, Michael , Barr, R. Graham , Bluemke, David A. , Budoff, Matthew J. , Couper, David , Mukherjee, Monica , Vogel‐Claussen, Jens

Circulation: Heart Failure | November 5, 2025 | Volume: 18 | Issue: 12 | Pages: No page available

10.1161/circheartfailure.125.012833 Get It

BACKGROUND: Although chronic obstructive pulmonary disease (COPD) and heart failure with preserved ejection fraction often coexist with overlapping clinical features, they are usually studied separately. The SPIROMICS HF (Subpopulations and Intermediate Outcome Measures in COPD and Heart Failure Study) is testing hypotheses that new computed tomography emphysema subtypes are associated with specific cardiovascular phenotypes (eg, cor pulmonale , cor pulmonale parvus ), common airway branch variants are associated with right heart dysfunction, and symptomatic tobacco-exposed persons with preserved spirometry have signs of increased left ventricular afterload. METHODS: SPIROMICS is a multicenter observational study of COPD with extensive pulmonary phenotyping of participants with ≥20 pack-years smoking and nonsmoking controls. COPD and COPD severity were defined by standard spirometric criteria and symptomatic tobacco-exposed persons with preserved spirometry by ≥20 pack-years, normal spirometry, and COPD Assessment Test score >10. SPIROMICS HF selected all participants in SPIROMICS visit 5 at major sites. Its comprehensive speckle-tracking echocardiography, which included physiological perturbations of leg raise and low-intensity exercise, was harmonized prospectively with the Multi-Ethnic Study of Atherosclerosis Early Heart Failure and HeartSHARE (Combining Omics, Deep Phenotyping, and Electronic Health Records for Heart Failure Subtypes and Treatment Targets) studies. The cardiopulmonary magnetic resonance imaging protocol with gadolinium administration included myocardial fibrosis sequences, pulmonary angiography, time-resolved 3-dimensional cine magnetic resonance imaging (4-dimensional flow) of venous return, and metronome-paced tachypnea to induce dynamic hyperinflation. Coronary artery calcium was assessed on computed tomography scans. The Kansas City Cardiomyopathy Questionnaire was administered. RESULTS: Of the final sample of 753 participants, 57% had COPD (15% mild, 27% moderate, and 15% severe), 18% had symptomatic tobacco-exposed persons with preserved spirometry, 16% were smoking controls, and 8% were nonsmoking controls. Reproducibility of the main measures from speckle-tracking echocardiography (intraclass correlation coefficient, 0.83–0.99), exercise echocardiography (intraclass correlation coefficient, 0.71–0.99) and magnetic resonance imaging (intraclass correlation coefficient, 0.57–0.99) were good-to-excellent, including in severe COPD. CONCLUSIONS: SPIROMICS HF aims to characterize and understand cardiopulmonary interactions in COPD and COPD-related phenotypes to inform targeted treatments for combined cardiopulmonary failure.
Longitudinal Outcomes in Pi*MZ Alpha-1 Antitrypsin–Deficient Individuals with Tobacco Smoking History from the SPIROMICS Cohort
Barjaktarević, Igor , Hixson, Roxana, Zhuang, Zian , Buhr, Russell G. , Tejwani, Vickram , Barr, R. Graham, Bateman, Lori A. , Bhatt, Surya P. , Bleecker, Eugene R. , Cooper, Christopher B., Fortis, Spyridon , Hansel, Nadia N. , Hoffman, Eric A. , Martinez, Fernando J., Meyers, Deborah A., Paine, Robert, Pirozzi, C.S. , Sandhaus, Robert A. , Tashkin, Donald P., Wells, J. Michael , Woodruff, Prescott G. , Ortega, Victor E. , Drummond, M Bradley , Fortis, Spyridon , Hoffman, Eric A , Wells, J Michael , Barjaktarevic, Igor , Buhr, Russell G , Bhatt, Surya P , Barr, R. Graham, Curtis, Jeffrey L. , Drummond, Michael , Ghosh, Auyon , Han, MeiLan King , Ohar, Jill , Meyers, Deborah A. , Strange, Charlie

Annals of the American Thoracic Society | March 11, 2025 | Volume: 22 | Issue: 7 | Pages: 998-1008

10.1513/annalsats.202411-1209oc Get It

Abstract Rationale Reliable data about the natural history of lung function decline in alpha-1 antitrypsin (AAT)-deficient Pi*MZ heterozygotes is largely missing. Objectives We hypothesized that, in adults with a tobacco smoking history, lung function deteriorates faster in Pi*MZ compared with the Pi*MM genotype. Methods We identified 1,856 Pi*MM and 79 Pi*MZ participants with ⩾20 pack-years tobacco smoking history from the SPIROMICS (Subpopulations and Intermediate Outcomes Measures in COPD Study) cohort by DNA sequencing and followed them over a median of 4.8 years, comparing radiographic and clinical characteristics between the two groups over time using regression models. Results Adjusted for age, sex, race, smoking pack-year history, and smoking status, Pi*MZ participants had a lower baseline percent predicted forced expiratory volume in 1 second (FEV1) (65.4% vs. 75.1%; difference 95% confidence interval [CI], −15.4% to −3.9%), more radiographic emphysema (&lt;−950 Hounsfield units%, 12.9% vs. 7.8%; difference 95% CI, 2.8% to 7.5%), and nonsignificantly lower lung density. In the longitudinal analysis, the FEV1 annual rate of decline was similar in both groups over the course of the study (−34.5 ml/yr vs. −34.6 ml/yr for Pi*MZ and Pi*MM; difference 95% CI, −16.9 to 17.1 ml/yr). There were no significant differences between Pi*MZ and Pi*MM individuals in the annualized change in lung density, emphysema, patient-reported outcomes, exacerbations, or survival. The proportion with faster FEV1 decline (annual loss ⩾40 ml) was similar in Pi*MZ and Pi*MM groups. In both groups, faster FEV1 decline was associated with more air trapping and small airway disease at baseline. In Pi*MZ only, faster decline was associated with higher blood eosinophil counts (310 vs. 220 cells/μl; difference 95% CI, 30 to 140 cells/μl). In the subgroup analysis limited to a small number of currently smoking participants, no significant differences in longitudinal outcomes were found. Conclusions Despite a lower FEV1 and more emphysema at enrollment, the longitudinal analysis did not demonstrate significantly greater lung function decline or lung density loss in Pi*MZ compared with Pi*MM participants with tobacco smoking history. Limited sample size and duration of longitudinal follow-up constrain generalizability of our findings, thus prohibiting the conclusion that longitudinal trajectories did not differ between these groups. However, our results may suggest that earlier life events could be responsible for more extensive lung disease at enrollment in Pi*MZ compared with Pi*MM tobacco-exposed individuals.
The Effect of Chronic Altitude Exposure on Chronic Obstructive Pulmonary Disease Outcomes in the SPIROMICS Cohort: An Observational Cohort Study
Suri, Rajat , Markovic, Daniela , Woo, Han, Arjomandi, Mehrdad , Bowler, Russell P. , Criner, Gerard J. , Curtis, Jeffrey L. , Dransfield, Mark T. , Fortis, Spyridon , Hoffman, Eric A. , Kaufman, Joel D. , Ortega, Victor E. , Paine, Robert, Soler, Xavier , Woodruff, Prescott G. , Hansel, Nadia N. , Cooper, Christopher B. , Bowler, Russell P , Criner, Gerard , Curtis, Jeffrey L , Dransfield, Mark T , Drummond, M Bradley , Fortis, Spyridon , Han, MeiLan King , Hoffman, Eric A , Kaner, Robert J. , Kaufman, Joel D , Krishnan, Jerry A , Martinez, Fernando , Ohar, Jill , Woodruff, Prescott G , Hansel, Nadia N , Cooper, Christopher B , Tashkin, Donald , Buhr, Russell G , Barjaktarevic, Igor , Barr, R. Graham , Drummond, Michael , Martínez, Fernando J. , Tashkin, Donald P. , Buhr, Russell G. , Barjaktarević, Igor

American Journal of Respiratory and Critical Care Medicine | March 20, 2024 | Volume: 210 | Issue: 10 | Pages: 1210-1218

10.1164/rccm.202310-1965oc Get It

Abstract Rationale Individuals with chronic obstructive pulmonary disease (COPD) have airflow obstruction and maldistribution of ventilation. For those living at high altitude, any gas exchange abnormality is compounded by reduced partial pressures of inspired oxygen. Objectives Does residence at higher altitude exposure affect COPD outcomes, including lung function, imaging characteristics, symptoms, health status, functional exercise capacity, exacerbations, and mortality? Methods From the SPIROMICS (Subpopulation and Intermediate Outcome Measures in COPD Study) cohort, we identified individuals with COPD living below 1,000 ft (305 m) elevation (n = 1,367) versus above 4,000 ft (1,219 m) elevation (n = 288). Multivariable regression models were used to evaluate associations of exposure to high altitude with COPD-related outcomes. Measurements and Main Results Living at higher altitude was associated with reduced functional exercise capacity as defined by 6-minute-walk distance (−32.3 m [95% confidence interval, −49.8 to −14.8 m]). There were no differences in patient-reported outcomes as defined by symptoms (COPD Assessment Test and modified Medical Research Council dyspnea scale), or health status (St. George’s Respiratory Questionnaire). Higher altitude was not associated with a different rate of FEV1 decline. Higher altitude was associated with lower odds of severe exacerbations (incidence rate ratio, 0.65 [95% confidence interval, 0.46 to 0.90]). There were no differences in small airway disease, air trapping, or emphysema. In longitudinal analyses, higher altitude was associated with increased mortality (hazard ratio, 1.25 [95% confidence interval, 1.0 to 1.55]); however, this association was no longer significant when accounting for air pollution. Conclusions Long-term altitude exposure is associated with reduced functional exercise capacity in individuals with COPD, but this did not translate into differences in symptoms or health status. In addition, long-term high-altitude exposure did not affect progression of disease as defined by longitudinal changes in spirometry. Clinical trial registered with www.clinicaltrials.gov (NCT 01969344).
A Metabolomic Severity Score for Airflow Obstruction and Emphysema
Godbole, Suneeta , Pratte, Katherine , Hill, Andrew , Hastie, Annette T. , Peters, Stephen P. , Gregory, Andrew , Ortega, Victor E. , DeMeo, Dawn L. , Bhatt, Surya P. , Wells, J. Michael , Barjaktarević, Igor , Stringer, Kathleen A. , Comellas, Alejandro P. , O’Neal, Wanda K. , Kechris, Katerina , Hill, Andrew , Gregory, Andrew , Barjaktarevic, Igor , Stringer, Kathleen A , Kechris, Katerina , O'Neal, Wanda K , Comellas, Alejandro P , Bhatt, Surya P , Wells, J Michael , Labaki, Wassim W. , Moll, Matthew , Cho, Michael H. , Bowler, Russell P.

Metabolites | April 19, 2022 | Volume: 12 | Issue: 5 | Pages: 368

10.3390/metabo12050368 Get It

Chronic obstructive pulmonary disease (COPD) is a disease with marked metabolic disturbance. Previous studies have shown the association between single metabolites and lung function for COPD, but whether a combination of metabolites could predict phenotype is unknown. We developed metabolomic severity scores using plasma metabolomics from the Metabolon platform from two US cohorts of ever-smokers: the Subpopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS) (n = 648; training/testing cohort; 72% non-Hispanic, white; average age 63 years) and the COPDGene Study (n = 1120; validation cohort; 92% non-Hispanic, white; average age 67 years). Separate adaptive LASSO (adaLASSO) models were used to model forced expiratory volume at one second (FEV1) and MESA-adjusted lung density using 762 metabolites common between studies. Metabolite coefficients selected by the adaLASSO procedure were used to create a metabolomic severity score (metSS) for each outcome. A total of 132 metabolites were selected to create a metSS for FEV1. The metSS-only models explained 64.8% and 31.7% of the variability in FEV1 in the training and validation cohorts, respectively. For MESA-adjusted lung density, 129 metabolites were selected, and metSS-only models explained 59.0% of the variability in the training cohort and 17.4% in the validation cohort. Regression models including both clinical covariates and the metSS explained more variability than either the clinical covariate or metSS-only models (53.4% vs. 46.4% and 31.6%) in the validation dataset. The metabolomic pathways for arginine biosynthesis; aminoacyl-tRNA biosynthesis; and glycine, serine, and threonine pathway were enriched by adaLASSO metabolites for FEV1. This is the first demonstration of a respiratory metabolomic severity score, which shows how a metSS can add explanation of variance to clinical predictors of FEV1 and MESA-adjusted lung density. The advantage of a comprehensive metSS is that it explains more disease than individual metabolites and can account for substantial collinearity among classes of metabolites. Future studies should be performed to determine whether metSSs are similar in younger, and more racially and ethnically diverse populations as well as whether a metabolomic severity score can predict disease development in individuals who do not yet have COPD.