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Hunninghake, Gary M.

https://orcid.org/0000-0001-9782-2841

Mayo Clinic

Brigham and Women's Hospital

Citations 5

Association of a Polygenic Risk Score with Diagnosis and Outcomes in Idiopathic Pulmonary Fibrosis
Kalra, S. , Grilli, Christopher, Coombes, Brandon J. , Armasu, Sebastian M. , Upjohn, D, Egan, Jan B. , Chen, Qingwen , Tern, Courtney , Zhang, Chengyue, Rose, Jonathan A. , Putman, Rachel, McDermott, Greg, Hsieh, Yuli Lily , Bublitz, Michele L., Carmona, Eva M. , Klee, Eric W, Lazaridis, K, Peljto, Anna L. , Schwartz, D A, Silverman, Edwin K. , Olson, Janet, Walker, T, Zamora, Ana C., Zein, Joe , Ortega, V E, Cohort, Tapestry, McDermott, Gregory C , Kalra, Sean S , Grilli, Christopher B , Armasu, Sebastian , Upjohn, David P , Hsieh, Yuli L , Lasky-Su, Jessica , Silverman, Edwin K , Allen, Richard J , Walker, T'Nita, Wain, Louise V , Zamora, Ana, Zein, Joe G, Hunninghake, Gary M , Moll, Matthew , Cho, Michael H , Carmona, Eva M , McDermott, Gregory , Coombes, Brandon J , Putman, Rachel K. , Kn, Lazaridis, Lasky‐Su, Jessica , Dudbridge, Frank , Allen, Richard J. , Olson, JA, Hunninghake, Gary M. , Ali, Ahmad Hafiz , Sekulić, Aleksandar , Athreya, Arjun P. , Clermont, Blake J, N, Brittany, Burnap, Graddy, Courtney B., Cahn, Elliot, Klee, Eric W. , Sicotte, Hugues , Ekpoh, Idara U., Frank, Jacob A., Bruflat, Jamie K., Kemppainen, Jennifer L., Samadder, Jewel, Presutti, John J, Leitzke, Jon W, Lazaridis, Konstantinos N. , Tree, Kristine M, Jones, Leila A, Bandel, Lorelei A. , Karow, Mary E., Peterson, Melanie M., Bublitz, Michelle L. , Morales-Rosado, Joel, Erwin, Nate P., Larson, Nicholas B. , Olson, Rory, Vierkant, Robert A., Pignolo, Robert J. , Safgren, Stephanie, Bagaria, Sanjay P. , Tian, Shulan , Kaggal, Suneetha, Walker, T'Nita S., Wilson, Tammy A., McAllister, Tammy M., Tan-Arroyo, Jennifer, Luehrs, Tony, Ortega, Victor E. , Chen, Wenan , Cho, Michael H.

American Journal of Respiratory and Critical Care Medicine | July 2, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/ajrccm/aamag271 Get It

Abstract Rationale Idiopathic Pulmonary Fibrosis (IPF) is characterized by chronic progressive pulmonary fibrosis and high mortality. Genetic markers, summarized into a polygenic risk score (PRS), associate with IPF in well-phenotyped research cohorts. Objectives To evaluate the performance of the PRS using real-world data from routinely captured electronic healthcare records. Methods We conducted an observational study evaluating the association of a PRS for IPF with electronic healthcare record diagnosis of IPF as well as lung transplant-free survival in four independent cohorts; the Mass General Brigham Biobank (MGBB), Mayo Clinic Biobank (MCBB), Mayo Clinic Tapestry Cohort (Tapestry), and U.K. Biobank (UKBB). We used multivariable logistic regression and multivariable Cox proportional hazards models adjusting for age, gender, and principal components of ancestry. The cohorts then underwent fixed and random effects meta-analysis. Measurements and Main Results Of 37,709; 44,195; 43,202; and 447,422 participants from MGBB, MCBB, Tapestry and UKBB respectively, 1,015 (2.7%) 2,879 (6.5%), 1,310 (3.0%), and 2,742 (0.6%) participants had an IPF diagnosis. Meta-analysis demonstrated a high-risk PRS associated with IPF diagnosis, OR 2.88 (95%CI 2.41-3.44) compared to all other individuals. A high-risk PRS also associated with the composite endpoint of mortality or lung transplant among those with an IPF diagnosis, HR 1.23(95%CI 1.11-1.35) compared to all other individuals. Conclusions A PRS can identify those at risk for an IPF diagnosis and mortality in biobank-scale data, which may have implications for clinical decisions. Further work is necessary to evaluate the utility of adding genetics in clinical settings.
Combining Pirfenidone With Mycophenolate Mofetil for Systemic Sclerosis–Related Interstitial Lung Disease (Scleroderma Lung Study III ): An Investigator‐Initiated, Multicenter, Randomized, Double‐Blind, Pl
Khanna, Dinesh , Spino, Cathie , Kleerup, Eric C., Harui, Airi, Ibrahim, Grace, Kim, Grace Hyun J. , Huang, Suiyuan, McLain, Richard, Tu, Yi‐Hsuan, Steen, Virginia , Weigt, S. Samuel , Lee, Joyce , Fischer, Aryeh , Scholand, Mary Beth , Gordon, Jessica , Dellaripa, Paul F. , Rosas, Iván O. , Hunninghake, Gary M. , Trojanowski, Marcin A. , Dematte, Jane E. , Hsu, Vivien , Domsic, Robyn T. , Raghu, Ganesh , Boente, R. , Roth, Michael D. , Investigators, the Scleroderma Lung Study III, Kim, Grace Hyun J , Nagaraja, Vivek , Silver, Richard M. , Gordon, Jessica K , Dellaripa, Paul F , Domsic, Robyn T , Mayes, Maureen D , Boente, Ryan D , Roth, Michael D , Khanna, Dinesh , Lee, Joyce S , Hunninghake, Gary M , Tashkin, Donald P. , Bernstein, Elana J. , Goldin, Jonathan , Nagaraja, Vivek , Simms, Robert W. , Mayes, Maureen D. , Investigators, the Scleroderma Lung Study III

ACR Open Rheumatology | November 26, 2025 | Volume: 7 | Issue: 12 | Pages: No page available

10.1002/acr2.70126 Get It

Objective Mycophenolate mofetil (MMF) can stabilize or improve lung function in systemic sclerosis–related interstitial lung disease (SSc‐ILD). We hypothesized that combining MMF with pirfenidone (PFD) would produce a significantly more rapid and/or greater improvement in lung function. Methods A randomized (1:1), double‐blind, placebo (PLA)‐controlled phase 2 trial was conducted in SSc‐ILD in which patients received PFD or PLA (801 mg three times daily) along with MMF (1,500 mg twice daily) for 18 months. The primary outcome was change in percent predicted forced vital capacity (FVC‐%). Linear mixed‐effects models assessed treatment differences in a modified intention‐to‐treat population. Results Only fifty‐one of 150 intended subjects (34%) were randomized (MMF+PLA, n = 24; MMF+PFD, n = 27). The FVC‐% improved from baseline to 18 months by 2.24 ± 1.35 (least‐squares mean [LSM] ± SEM) in the MMF+PLA group and 2.09 ± 1.28 in the MMF+PFD group (LSM treatment difference −0.14; P = 0.93). Median time to achieve a ≥3% improvement in FVC‐% was numerically faster in the MMF+PFD versus MMF+PLA group (12.3 vs 17.8 months, respectively), but the difference was not significant ( P = 0.33). For secondary outcomes, only the change over 18 months in the Patient‐Reported Outcomes Measurement Information System 29‐item physical function score, favoring MMF+PFD, reached statistical significance ( P = 0.04). Although other related patient‐reported outcomes (PROs) numerically favored the MMF+PFD group, as did quantitative high‐resolution computed tomography measures of ILD, the differences between groups did not reach statistical significance. Early withdrawals from study medication and adverse events of special interest were numerically greater with MMF+PFD (n = 8 vs 2 and n = 20 vs 7, respectively). Conclusion In this underpowered study, there was no statistically significant treatment difference in overall change in FVC‐% between groups. MMF+PFD was not as well tolerated as MMF+PLA.
Associations of Prepandemic Lung Function and Structure with COVID-19 Outcomes: The C4R Study
Balte, Pallavi , Sun, Yifei , Allen, Nori, Arynchyn, Alexander , Bowler, Russell P. , Elkind, Mitchell S, Garcia‐Bedoya, Olga , Garudadri, Suresh , Hansel, Nadia N. , Hermann, E.A. , Hoffman, Eric A. , Kaplan, Robert C. , Laine, Andrew F. , Lynch, David A. , Matsushita, Kunihiro , McKleroy, William , Naik, Sneha N. , O'Driscoll, O., Rusk, A.M., Salvatore, Mary , Smith, Benjamin M. , Sotres‐Alvarez, Daniela , Umans, Jason G. , Washko, George R. , Woodruff, Prescott G. , Ortega, Victor E. , Oelsner, Elizabeth C. , Balte, Pallavi P , Bowler, Russell P , San Jose Estepar, Raul , Hoffman, Eric A , Humphries, Stephen M , Krishnan, Jerry A , Podolanczuk, Anna J , Rusk, Annie, Wenzel, Sally E , Oelsner, Elizabeth C , Kim, John S. , Allen, Nori, Angelini, Elsa D. , Barr, R. Graham , Blaha, Michael Joseph , Carr, J. Jeffrey , Cole, Shelley A. , Couper, David , Demmer, Ryan T. , Doyle, Margaret F. , Estépar, Raúl San Jośe , Humphries, Stephen M. , Hunninghake, Gary M. , Lee, Joyce , Make, Barry J. , Min, Yuan‐I , O’Connor, George T. , Oren, Eyal , Podolanczuk, Anna J. , Post, Wendy S. , Pottinger, Tess D. , Regan, Elizabeth Anne , Schwartz, David A. , Vasan, Ramachandran S. , Wenzel, Sally E. , Xanthakis, Vanessa

American Journal of Respiratory and Critical Care Medicine | April 16, 2025 | Volume: 211 | Issue: 7 | Pages: 1196-1210

10.1164/rccm.202408-1656oc Get It

Abstract Rationale Increased risk of coronavirus disease (COVID-19) hospitalization and death has been reported among patients with clinical lung disease. Objectives To test the association of objective measures of prepandemic lung function and structure with COVID-19 outcomes in U.S. adults. Methods Prepandemic obstruction (FEV1/FVC < 0.70) and restriction (FEV1/FVC ⩾ 0.7, FVC < 80%) were defined based on the most recent spirometry exam conducted in 11 prospective U.S. general population–based cohorts. Severe obstruction was classified by FEV1 < 50%. Percentage emphysema, percentage high-attenuation areas, and interstitial lung abnormalities were defined on computed tomography in a subset. Incident COVID-19 was ascertained via questionnaires, serosurvey, and medical records from 2020 to 2023 and classified as severe (hospitalized or fatal) or nonsevere. Cause-specific hazard models were adjusted for sociodemographics, anthropometry, smoking, comorbidities, and COVID-19 vaccination status. Measurements and Main Results Among 29,323 participants (mean age, 67 yr), there were 748 severe incident COVID-19 cases over median follow-up of 17.3 months from March 1, 2020. Greater hazards of severe COVID-19 were associated with severe obstruction (vs. normal; adjusted hazard ratio [aHR], 2.11; 95% confidence interval [CI], 1.02–1.27), restriction (vs. normal; aHR, 1.40; 95% CI, 1.12–1.76), and percentage emphysema (highest vs. lowest quartile; aHR, 1.64; 95% CI, 1.03–2.61), but not greater high-attenuation areas or interstitial lung abnormalities. COVID-19 vaccination provided greater absolute risk reduction in these groups. Results were similar in participants without smoking, obesity, or clinical cardiopulmonary disease. Conclusions Prepandemic severe spirometric obstruction, spirometric restriction, and greater percentage emphysema lung on computed tomography were associated with risk of severe COVID-19. These findings support enhanced COVID-19 risk mitigation for individuals with impaired lung health and warrant further mechanistic studies on interactions of lung function, structure, and vulnerability to acute respiratory illnesses.
A Polygenic Risk Score for Idiopathic Pulmonary Fibrosis and Interstitial Lung Abnormalities
Peljto, Anna L. , Xu, Hanfei , Debban, Catherine L., Chen, Xianfeng , Menon, Aravind , Putman, Rachel K. , Saferali, Aabida , Nishino, Mizuki , Hatabu, Hiroto , Hobbs, Brian D. , McDermott, Gregory C , Sparks, Jeffrey A. , Allen, Richard J. , Raby, Benjamin A. , Chun, Sung , Silverman, Edwin K. , Zamora, Ana, Ortega, Victor E. , Bleecker, Eugene R. , Meyers, Deborah A. , Rotter, Jerome I. , Fingerlin, Tasha E. , Hunninghake, Gary M. , Peljto, Anna L , Menon, Aravind , Zamora, Ana C., Garcia, Christine K , Sparks, Jeffrey A , McDermott, Gregory , Rotter, Jerome I , Hobbs, Brian D , Allen, Richard J , Hunninghake, Gary M , Moll, Matthew , Kim, John S. , Ghosh, Auyon , Hecker, Julian , Wain, Louise V , Tobin, Martin D. , Barr, R. Graham , Kaner, Robert J. , Rich, Stephen S. , Manichaikul, Ani , Dupuis, Josée , O’Connor, George T. , Schwartz, David A. , Cho, Michael H.

American Journal of Respiratory and Critical Care Medicine | July 31, 2023 | Volume: 208 | Issue: 7 | Pages: 791-801

10.1164/rccm.202212-2257oc Get It

Abstract Rationale In addition to rare genetic variants and the MUC5B locus, common genetic variants contribute to idiopathic pulmonary fibrosis (IPF) risk. The predictive power of common variants outside the MUC5B locus for IPF and interstitial lung abnormalities (ILAs) is unknown. Objectives We tested the predictive value of IPF polygenic risk scores (PRSs) with and without the MUC5B region on IPF, ILA, and ILA progression. Methods We developed PRSs that included (PRS-M5B) and excluded (PRS-NO-M5B) the MUC5B region (500-kb window around rs35705950-T) using an IPF genome-wide association study. We assessed PRS associations with area under the receiver operating characteristic curve (AUC) metrics for IPF, ILA, and ILA progression. Measurements and Main Results We included 14,650 participants (1,970 IPF; 1,068 ILA) from six multi-ancestry population-based and case–control cohorts. In cases excluded from genome-wide association study, the PRS-M5B (odds ratio [OR] per SD of the score, 3.1; P = 7.1 × 10−95) and PRS-NO-M5B (OR per SD, 2.8; P = 2.5 × 10−87) were associated with IPF. Participants in the top PRS-NO-M5B quintile had ∼sevenfold odds for IPF compared with those in the first quintile. A clinical model predicted IPF (AUC, 0.61); rs35705950-T and PRS-NO-M5B demonstrated higher AUCs (0.73 and 0.7, respectively), and adding both genetic predictors to a clinical model yielded the highest performance (AUC, 0.81). The PRS-NO-M5B was associated with ILA (OR, 1.25) and ILA progression (OR, 1.16) in European ancestry participants. Conclusions A common genetic variant risk score complements the MUC5B variant to identify individuals at high risk of interstitial lung abnormalities and pulmonary fibrosis.