{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,13]],"date-time":"2026-08-13T04:30:36Z","timestamp":1786595436850,"version":"build-2736575974"},"reference-count":33,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,8,13]],"date-time":"2026-08-13T00:00:00Z","timestamp":1786579200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Physiol."],"abstract":"<jats:sec>\n                    <jats:title>Rationale<\/jats:title>\n                    <jats:p>\n                      Hyperpolarized\n                      <jats:sup>129<\/jats:sup>\n                      XeMRI can be used to quantify ventilation heterogeneity. The radio-frequency bias correction method has been shown to preserve the physiological ventilation gradient in healthy individuals. In this study, we tested the hypothesis that idiopathic pulmonary fibrosis (IPF) and obese asthma would have worsened gravity-dependent and gravity-independent ventilation distribution gradients.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      We analyzed 3-dimensional HPXeMRI ventilation images from our databank using both the conventional N4ITK and the RF bias correction methods. We divided the lung regions equally into apical\/middle\/basal compartments (gravity independent) and anterior\/middle\/posterior compartments (gravity dependent). We averaged the ventilation signals within each compartment and calculated ventilation differences (\u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im1\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      ) between basal and apical compartments (\u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im2\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>B-A<\/jats:sub>\n                      ) and between posterior and anterior compartments (\u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im3\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>P-A<\/jats:sub>\n                      ).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      We included 10 younger (age: 23\u00a0\u00b1\u00a03 years), 10 older healthy subjects (age: 62\u00a0\u00b1\u00a07 years), 30 patients with idiopathic pulmonary fibrosis (IPF)\u00a0(age:\u00a074\u00a0\u00b1\u00a06\u00a0years) and 10 obese asthma patients (age: 40\u00a0\u00b1\u00a010 years). Younger and older healthy subjects had greater ventilation in the basal compartment (\u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im4\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>B-A<\/jats:sub>\n                      =0.20\u00a0\u00b1\u00a00.17 and 0.11\u00a0\u00b1\u00a00.15 respectively) and the posterior compartment (\u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im5\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>P-A<\/jats:sub>\n                      =0.08\u00a0\u00b1\u00a00.06 and 0.13\u00a0\u00b1\u00a00.16 respectively). Twenty-five IPF patients had positive \u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im6\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>B-A<\/jats:sub>\n                      (0.17\u00a0\u00b1\u00a00.08) and \u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im7\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>P-A<\/jats:sub>\n                      (0.11\u00a0\u00b1\u00a00.07). Five patients had negative \u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im8\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>P-A<\/jats:sub>\n                      (-0.17\u00a0\u00b1\u00a00.09, p&amp;lt;0.0001) with three also having negative \u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im9\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>B-A<\/jats:sub>\n                      (-0.04\u00a0\u00b1\u00a00.01, p=0.049). Six obese asthma patients had positive \u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im10\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>P-A<\/jats:sub>\n                      (0.13\u00a0\u00b1\u00a00.08). Four patients had negative \u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im11\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>P-A<\/jats:sub>\n                      (-0.11\u00a0\u00b1\u00a00.15, p=0.017) with two also having negative \u0394\n                      <jats:inline-formula>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"im12\">\n                          <mml:mover accent=\"true\">\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:inline-formula>\n                      <jats:sub>B-A<\/jats:sub>\n                      (-0.17 and -0.09).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>With the RF depolarization bias correction method, we showed physiological ventilation gradients in healthy subjects and detected abnormal (inverse) ventilation gradients in a subgroup of patients with IPF and obese asthma, despite low ventilation defect percentage (VDP), and mild or no spirometry abnormalities. The abnormal ventilation gradients may reflect the heterogeneity of the disease that may be associated with different treatment response and prognosis. These will need to be explored in future studies with a different design including larger populations.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fphys.2026.1835158","type":"journal-article","created":{"date-parts":[[2026,8,13]],"date-time":"2026-08-13T04:23:45Z","timestamp":1786595025000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Quantifying gravity-dependent and gravity-independent ventilation distribution by hyperpolarized 129Xe MRI in restrictive and airway diseases"],"prefix":"10.3389","volume":"17","author":[{"given":"Kunyu (Kimi)","family":"Du","sequence":"first","affiliation":[{"name":"Department of Biomedical Engineering, Duke University","place":["Durham, NC, United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Mummy","sequence":"additional","affiliation":[{"name":"Department of Radiology, Duke University Medical Center","place":["Durham, NC, United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Robert","family":"Tighe","sequence":"additional","affiliation":[{"name":"Department of Medicine, Duke University Medical Center","place":["Durham, NC, United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Loretta","family":"Que","sequence":"additional","affiliation":[{"name":"Department of Medicine, Duke University Medical Center","place":["Durham, NC, United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bastiaan","family":"Driehuys","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Duke University","place":["Durham, NC, United States"]},{"name":"Department of Radiology, Duke University Medical Center","place":["Durham, NC, United States"]},{"name":"Department of Medical Physics, Duke University","place":["Durham, NC, United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuh-Chin T.","family":"Huang","sequence":"additional","affiliation":[{"name":"Department of Medicine, Duke University Medical Center","place":["Durham, NC, United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,8,13]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"219","DOI":"10.1164\/ajrccm\/143.2.219","article-title":"Mechanisms of gas-exchange impairment in idiopathic pulmonary fibrosis","volume":"143","author":"Agusti","year":"1991","journal-title":"Am. Rev. Respir. Dis."},{"key":"B2","doi-asserted-by":"publisher","first-page":"519","DOI":"10.1172\/jci104505","article-title":"Regional pulmonary function studied with xenon 133","volume":"41","author":"Ball","year":"1962","journal-title":"J. Clin. Invest."},{"key":"B3","doi-asserted-by":"publisher","first-page":"220272","DOI":"10.1183\/20734735.0272-2022","article-title":"Lung functional imaging","volume":"19","author":"Bayat","year":"2023","journal-title":"Breathe (Sheff)"},{"key":"B4","doi-asserted-by":"publisher","first-page":"648","DOI":"10.1164\/ajrccm.156.2.9606016","article-title":"Increase in pulmonary ventilation-perfusion inequality with age in healthy individuals","volume":"156","author":"Cardus","year":"1997","journal-title":"Am. J. Respir. Crit. Care Med."},{"key":"B5","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1016\/j.resp.2004.07.014","article-title":"Distribution of ventilation in young and elderly adults determined by electrical impedance tomography","volume":"143","author":"Frerichs","year":"2004","journal-title":"Respir. Physiol. Neurobiol."},{"key":"B6","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6579\/ad5ef7","article-title":"Sex differences in chest electrical impedance tomography findings","volume":"45","author":"Frerichs","year":"2024","journal-title":"Physiol. Meas."},{"key":"B7","doi-asserted-by":"publisher","first-page":"420","DOI":"10.1093\/bja\/aem036","article-title":"Distribution of blood flow and ventilation in the lung: gravity is not the only factor","volume":"98","author":"Galvin","year":"2007","journal-title":"Br. J. Anaesth."},{"key":"B8","doi-asserted-by":"publisher","first-page":"375","DOI":"10.1002\/j.2040-4603.2011.tb00323.x","article-title":"Spatial distribution of ventilation and perfusion: mechanisms and regulation","volume":"1","author":"Glenny","year":"2011","journal-title":"Compr. Physiol."},{"key":"B9","doi-asserted-by":"publisher","first-page":"1521","DOI":"10.1016\/j.acra.2016.07.014","article-title":"Using hyperpolarized (129)Xe MRI to quantify the pulmonary ventilation distribution","volume":"23","author":"He","year":"2016","journal-title":"Acad. Radiol."},{"key":"B10","first-page":"39","article-title":"Ventilation-perfusion relationships in interstitial lung disease","volume":"68","author":"Jernudd-Wilhelmsson","year":"1986","journal-title":"Eur. J. Respir. Dis."},{"key":"B11","doi-asserted-by":"publisher","DOI":"10.3389\/fmed.2023.1160292","article-title":"Functional imaging for assessing regional lung ventilation in preclinical and clinical research","volume":"10","author":"Karmali","year":"2023","journal-title":"Front. Med. (Lausanne)"},{"key":"B12","doi-asserted-by":"publisher","first-page":"576","DOI":"10.7326\/0003-4819-76-3-413","article-title":"The effect of age on the distribution of ventilation and perfusion in the lung","volume":"108","author":"Kronenberg","year":"1973","journal-title":"Am. Rev. Respir. Dis."},{"key":"B13","doi-asserted-by":"publisher","first-page":"416","DOI":"10.1152\/jappl.1978.44.3.416","article-title":"Continuous distributions of specific ventilation recovered from inert gas washout","volume":"44","author":"Lewis","year":"1978","journal-title":"J. Appl. Physiol. Respir. Environ. Exerc Physiol."},{"key":"B14","doi-asserted-by":"publisher","first-page":"802","DOI":"10.1002\/mrm.29254","article-title":"Bias field correction in hyperpolarized (129) Xe ventilation MRI using templates derived by RF-depolarization mapping","volume":"88","author":"Lu","year":"2022","journal-title":"Magn. Reson. Med."},{"key":"B15","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1148\/radiol.2021204149","article-title":"Hyperpolarized (129)Xe MRI and spectroscopy of gas-exchange abnormalities in nonspecific interstitial pneumonia","volume":"301","author":"Mummy","year":"2021","journal-title":"Radiology"},{"key":"B16","doi-asserted-by":"publisher","first-page":"367","DOI":"10.1002\/mrm.27721","article-title":"Mapping and correcting hyperpolarized magnetization decay with radial keyhole imaging","volume":"82","author":"Niedbalski","year":"2019","journal-title":"Magn. Reson. Med."},{"key":"B17","doi-asserted-by":"publisher","first-page":"974","DOI":"10.1016\/j.ijrobp.2010.07.025","article-title":"Lung density changes after stereotactic radiotherapy: a quantitative analysis in 50 patients","volume":"81","author":"Palma","year":"2011","journal-title":"Int. J. Radiat. Oncol. Biol. Phys."},{"key":"B18","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmr.2023.107387","article-title":"Hyperpolarized (129)Xe MRI at low field: Current status and future directions","volume":"348","author":"Perron","year":"2023","journal-title":"J. Magn. Reson."},{"key":"B19","doi-asserted-by":"publisher","first-page":"240190","DOI":"10.1183\/16000617.0190-2024","article-title":"Ventilation in the obese: physiological insights and management","volume":"34","author":"Rabec","year":"2025","journal-title":"Eur. Respir. Rev."},{"key":"B20","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1513\/annalsats.201905-413rl","article-title":"(129)Xenon gas exchange magnetic resonance imaging as a potential prognostic marker for progression of idiopathic pulmonary fibrosis","volume":"17","author":"Rankine","year":"2020","journal-title":"Ann. Am. Thorac. Soc"},{"key":"B21","doi-asserted-by":"publisher","first-page":"190","DOI":"10.1002\/cmr.a.21352","article-title":"Optimizing 3D noncartesian gridding reconstruction for hyperpolarized 129Xe MRI\u2014focus on preclinical applications","volume":"44","author":"Robertson","year":"2015","journal-title":"Concepts Magn. Reson. Part A"},{"key":"B22","doi-asserted-by":"publisher","first-page":"88","DOI":"10.1164\/ajrccm\/144.1.88","article-title":"Ventilation-perfusion mismatch after methacholine challenge in patients with mild bronchial asthma","volume":"144","author":"Rodriguez-Roisin","year":"1991","journal-title":"Am. Rev. Respir. Dis."},{"key":"B23","doi-asserted-by":"publisher","first-page":"253","DOI":"10.2147\/ciia.2006.1.3.253","article-title":"Effect of aging on respiratory system physiology and immunology","volume":"1","author":"Sharma","year":"2006","journal-title":"Clin. Interv Aging"},{"key":"B24","doi-asserted-by":"publisher","DOI":"10.1259\/bjr.20210207","article-title":"Lung MRI with hyperpolarised gases: current & future clinical perspectives","volume":"95","author":"Stewart","year":"2022","journal-title":"Br. J. Radiol."},{"key":"B25","doi-asserted-by":"publisher","first-page":"99","DOI":"10.1109\/tmi.2003.820029","article-title":"Accurate template-based correction of brain MRI intensity distortion with application to dementia and aging","volume":"23","author":"Studholme","year":"2004","journal-title":"IEEE Trans. Med. Imaging"},{"key":"B26","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1164\/ajrccm.175.2.197","article-title":"Aging, the aging lung, and senile emphysema are different","volume":"175","author":"Teramoto","year":"2007","journal-title":"Am. J. Respir. Crit. Care Med."},{"key":"B27","doi-asserted-by":"publisher","first-page":"1310","DOI":"10.1109\/tmi.2010.2046908","article-title":"N4ITK: improved N3 bias correction","volume":"29","author":"Tustison","year":"2010","journal-title":"IEEE Trans. Med. Imaging"},{"key":"B28","doi-asserted-by":"publisher","first-page":"813","DOI":"10.1152\/japplphysiol.01133.2007","article-title":"The difference in ventilation heterogeneity between asthmatic and healthy subjects quantified using hyperpolarized 3He MRI","volume":"106","author":"Tzeng","year":"2009","journal-title":"J. Appl. Physiol. (1985)"},{"key":"B29","doi-asserted-by":"publisher","DOI":"10.1259\/bjro.20180035","article-title":"CT-based ventilation imaging in radiation oncology","volume":"1","author":"Vinogradskiy","year":"2019","journal-title":"BJR Open"},{"key":"B30","doi-asserted-by":"publisher","first-page":"256","DOI":"10.1378\/chest.69.2_supplement.256-a","article-title":"Distribution of ventilation-perfusion ratios in patients with interstitial lung disease","volume":"69","author":"Wagner","year":"1976","journal-title":"Chest"},{"key":"B31","doi-asserted-by":"publisher","first-page":"511","DOI":"10.1164\/ajrccm\/136.3.605","article-title":"Ventilation-perfusion inequality in asymptomatic asthma","volume":"118","author":"Wagner","year":"1978","journal-title":"Am. Rev. Respir. Dis."},{"key":"B32","doi-asserted-by":"publisher","first-page":"605","DOI":"10.1164\/ajrccm\/136.3.605","article-title":"Ventilation-perfusion inequality in chronic asthma","volume":"136","author":"Wagner","year":"1987","journal-title":"Am. Rev. Respir. Dis."},{"key":"B33","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1152\/advan.00042.2011","article-title":"A web-based course of lectures in respiratory physiology","volume":"35","author":"West","year":"2011","journal-title":"Adv. Physiol. Educ."}],"container-title":["Frontiers in Physiology"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fphys.2026.1835158\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,13]],"date-time":"2026-08-13T04:23:46Z","timestamp":1786595026000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fphys.2026.1835158\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8,13]]},"references-count":33,"alternative-id":["10.3389\/fphys.2026.1835158"],"URL":"https:\/\/doi.org\/10.3389\/fphys.2026.1835158","relation":{},"ISSN":["1664-042X"],"issn-type":[{"value":"1664-042X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8,13]]},"article-number":"1835158"}}