Cohort for Seahorse assays displayed heterogeneity which causes high deviation between patients per group in Fig. 5B and 5C. For illustration, ECAR data, OCR data and corresponding basal glycolysis and compensatory glycolysis is shown for all 18 patients (N = 7 controls “GLR”, N = 6 secondary fibrosis “GLE” [sec. Fib] and N = 5 IPF “GLE” [IPF]). For more information on tissue background, see Table 1.
Cohort for Seahorse assays displayed heterogeneity which causes high deviation between patients per group in Fig. 5E. For illustration, ECAR data, OCR data, and corresponding ATP rates, divided in glycoATP and mitoATP, are shown for all 18 patients (N = 7 controls “GLR”, N = 6 secondary fibrosis “GLE” [sec. Fib], and N = 5 IPF “GLE” [IPF]). For more information on tissue background, see Supplementary Table 1.
References
1.Lederer DJ, Martinez FJ. Idiopathic Pulmonary Fibrosis. N Engl J Med. 2018;378:1811–23.
2.Richeldi L, du Bois RM, Raghu G, Azuma A, Brown KK, Costabel U, Cottin V, Flaherty KR, Hansell DM, Inoue Y, Kim DS, Kolb M, Nicholson AG, Noble PW, Selman M, Taniguchi H, Brun M, Le Maulf F, Girard M, Stowasser S, Schlenker-Herceg R, Disse B, Collard HR, INPULSIS Trial Investigators. Efficacy and safety of nintedanib in idiopathic pulmonary fibrosis. N Engl J Med. 2014;370:2071–82.
3.Martinez FJ, Chisholm A, Collard HR, Flaherty KR, Myers J, Raghu G, Walsh SLF, White ES, Richeldi L. The diagnosis of idiopathic pulmonary fibrosis: current and future approaches. Lancet Respir Med. 2017;5:61–71.
4.Barkauskas CE, Cronce MJ, Rackley CR, Bowie EJ, Keene DR, Stripp BR, Randell SH, Noble PW, Hogan BLM. Type 2 alveolar cells are stem cells in adult lung. J Clin Invest. 2013;123:3025–36.
5.Rock JR, Hogan BLM. Epithelial Progenitor Cells in Lung Development, Maintenance, Repair, and Disease. Annu Rev Cell Dev Biol. 2011;27:493–512.
6.Adams TS, Schupp JC, Poli S, Ayaub EA, Neumark N, Ahangari F, Chu SG, Raby BA, DeIuliis G, Januszyk M, Duan Q, Arnett HA, Siddiqui A, Washko GR, Homer R, Yan X, Rosas IO, Kaminski N. Single-cell RNA-seq reveals ectopic and aberrant lung-resident cell populations in idiopathic pulmonary fibrosis. Sci Adv. 2020;6:eaba1983.
7.Habermann AC, Gutierrez AJ, Bui LT, Yahn SL, Winters NI, Calvi CL, Peter L, Chung M-I, Taylor CJ, Jetter C, Raju L, Roberson J, Ding G, Wood L, Sucre JMS, Richmond BW, Serezani AP, McDonnell WJ, Mallal SB, Bacchetta MJ, Loyd JE, Shaver CM, Ware LB, Bremner R, Walia R, Blackwell TS, Banovich NE, Kropski JA. Single-cell RNA sequencing reveals profibrotic roles of distinct epithelial and mesenchymal lineages in pulmonary fibrosis. Sci Adv. 2020;6:eaba1972.
8.Schupp JC, Adams TS, Cosme C, Raredon MSB, Yuan Y, Omote N, Poli S, Chioccioli M, Rose K-A, Manning EP, Sauler M, DeIuliis G, Ahangari F, Neumark N, Habermann AC, Gutierrez AJ, Bui LT, Lafyatis R, Pierce RW, Meyer KB, Nawijn MC, Teichmann SA, Banovich NE, Kropski JA, Niklason LE, Pe’er D, Yan X, Homer RJ, Rosas IO, Kaminski N. Integrated Single-Cell Atlas of Endothelial Cells of the Human Lung. Circulation. 2021;144:286–302.
9.Schipke J, Panpeng S, Wrede C, Hegermann J, Ruwisch J, Werlein C, Jonigk D, Shin H-O, Schupp J, Mühlfeld C, Knudsen L. On the Ultrastructure of Aberrant Basaloid Cells in Idiopathic Pulmonary Fibrosis. Am J Respir Cell Mol Biol. 2024;71:746–50.
10.Willis BC, Borok Z. TGF-β-induced EMT: mechanisms and implications for fibrotic lung disease. Am J Physiology-Lung Cell Mol Physiol. 2007;293:L525–34.
11.Weichert N, Kaltenborn E, Hector A, Woischnik M, Schams A, Holzinger A, Kern S, Griese M. Some ABCA3 mutations elevate ER stress and initiate apoptosis of lung epithelial cells. Respir Res. 2011;12:4.
12.Lunding LP, Krause D, Stichtenoth G, Stamme C, Lauterbach N, Hegermann J, Ochs M, Schuster B, Sedlacek R, Saftig P, Schwudke D, Wegmann M, Damme M. LAMP3 deficiency affects surfactant homeostasis in mice. PLoS Genet. 2021;17:e1009619.
13.Gonzalez RF, Allen L, Gonzales L, Ballard PL, Dobbs LG. HT-II-280, a biomarker specific to the apical plasma membrane of human lung alveolar type II cells. J Histochem Cytochem. 2010;58:891–901.
14.Toth A, Kannan P, Snowball J, Kofron M, Wayman JA, Bridges JP, Miraldi ER, Swarr D, Zacharias WJ. Alveolar epithelial progenitor cells require Nkx2-1 to maintain progenitor-specific epigenomic state during lung homeostasis and regeneration. Nat Commun. 2023;14:8452.
15.Fehrenbach H, Richter J, Schnabel PA. Improved preservation of phospholipid-rich multilamellar bodies in conventionally embedded mammalian lung tissue—an electron spectroscopic study. J Microsc. 1991;162:91–104.
16.Vanhecke D, Nyengaard JR, Haenni B, Schipke J, Ochs M. Ultrastructural analysis of lamellar bodies in type II alveolar epithelial cells in the human lung. Am J Physiology-Lung Cell Mol Physiol. 2025;328:L113–9.
17.Dobbs LG, Gonzalez RF, Allen L, Froh DK. HTI56, an integral membrane protein specific to human alveolar type I cells. J Histochem Cytochem. 1999;47:129–37.
18.Barkauskas CE, Chung M-I, Fioret B, Gao X, Katsura H, Hogan BLM. Lung organoids: current uses and future promise. Development. 2017;144:986–97.
19.Zhang Y, Wang J. Cellular and Molecular Mechanisms in Idiopathic Pulmonary Fibrosis. Adv Respiratory Med. 2023;91:26–48.
20.Wang J, Chao J. Epithelial Cell Dysfunction in Pulmonary Fibrosis: Mechanisms, Interactions, and Emerging Therapeutic Targets. Pharmaceuticals (Basel). 2025;18:812.
21.Callaway DA, Penkala IJ, Zhou S, Knowlton JJ, Cardenas-Diaz F, Babu A, Morley MP, Lopes M, Garcia BA, Morrisey EE. 2024. TGF-β controls alveolar type 1 epithelial cell plasticity and alveolar matrisome gene transcription in mice. J Clin Invest 134.
22.Jain R, Barkauskas CE, Takeda N, Bowie EJ, Aghajanian H, Wang Q, Padmanabhan A, Manderfield LJ, Gupta M, Li D, Li L, Trivedi CM, Hogan BLM, Epstein JA. Plasticity of Hopx + type I alveolar cells to regenerate type II cells in the lung. Nat Commun. 2015;6:6727.
23.Roque W, Romero F. Cellular metabolomics of pulmonary fibrosis, from amino acids to lipids. Am J Physiol Cell Physiol. 2021;320:C689–95.
24.Newton DA, Lottes RG, Ryan RM, Spyropoulos DD, Baatz JE. Dysfunctional lactate metabolism in human alveolar type II cells from idiopathic pulmonary fibrosis lung explant tissue. Respir Res. 2021;22:278.
25.Sun Z, Ji Z, He W, Duan R, Qu J, Yu G. Lactate accumulation induced by Akt2-PDK1 signaling promotes pulmonary fibrosis. FASEB J. 2024;38:e23426.
26.Dye BR, Hill DR, Ferguson MAH, Tsai Y-H, Nagy MS, Dyal R, Wells JM, Mayhew CN, Nattiv R, Klein OD, White ES, Deutsch GH, Spence JR. vitro generation Hum pluripotent stem cell derived lung organoids Elife. 2015;4:e05098.
27.Katsura H, Sontake V, Tata A, Kobayashi Y, Edwards CE, Heaton BE, Konkimalla A, Asakura T, Mikami Y, Fritch EJ, Lee PJ, Heaton NS, Boucher RC, Randell SH, Baric RS, Tata PR. Human Lung Stem Cell-Based Alveolospheres Provide Insights into SARS-CoV-2-Mediated Interferon Responses and Pneumocyte Dysfunction. Cell Stem Cell. 2020;27:890–e9048.
28.Nikolić MZ, Caritg O, Jeng Q, Johnson J-A, Sun D, Howell KJ, Brady JL, Laresgoiti U, Allen G, Butler R, Zilbauer M, Giangreco A, Rawlins EL. Human embryonic lung epithelial tips are multipotent progenitors that can be expanded in vitro as long-term self-renewing organoids. Elife. 2017;6:e26575.
29.Sachs N, Papaspyropoulos A, Zomer-van Ommen DD, Heo I, Böttinger L, Klay D, Weeber F, Huelsz-Prince G, Iakobachvili N, Amatngalim GD, de Ligt J, van Hoeck A, Proost N, Viveen MC, Lyubimova A, Teeven L, Derakhshan S, Korving J, Begthel H, Dekkers JF, Kumawat K, Ramos E, van Oosterhout MF, Offerhaus GJ, Wiener DJ, Olimpio EP, Dijkstra KK, Smit EF, van der Linden M, Jaksani S, van de Ven M, Jonkers J, Rios AC, Voest EE, van Moorsel CH, van der Ent CK, Cuppen E, van Oudenaarden A, Coenjaerts FE, Meyaard L, Bont LJ, Peters PJ, Tans SJ, van Zon JS, Boj SF, Vries RG, Beekman JM, Clevers H. Long-term expanding human airway organoids for disease modeling. EMBO J. 2019;38:e100300.
30.Ebisudani T, Sugimoto S, Haga K, Mitsuishi A, Takai-Todaka R, Fujii M, Toshimitsu K, Hamamoto J, Sugihara K, Hishida T, Asamura H, Fukunaga K, Yasuda H, Katayama K, Sato T. Direct derivation of human alveolospheres for SARS-CoV-2 infection modeling and drug screening. Cell Rep. 2021;35:109218.
31.Kühl L, Graichen P, von Daacke N, Mende A, Wygrecka M, Potaczek DP, Miethe S, Garn H. 2023. Human Lung Organoids—A Novel Experimental and Precision Medicine Approach. Cells 12:2067.
32.Kathiriya JJ, Wang C, Zhou M, Brumwell A, Cassandras M, Le Saux CJ, Cohen M, Alysandratos K-D, Wang B, Wolters P, Matthay M, Kotton DN, Chapman HA, Peng T. Human alveolar type 2 epithelium transdifferentiates into metaplastic KRT5 + basal cells. Nat Cell Biol. 2022;24:10–23.
33.Konishi S, Tata A, Tata PR. Defined conditions for long-term expansion of murine and human alveolar epithelial stem cells in three-dimensional cultures. STAR Protocols. 2022;3:101447.
34.Ludikhuize MC, Meerlo M, Burgering BMT, Rodríguez Colman MJ. Protocol to profile the bioenergetics of organoids using Seahorse. STAR Protocols. 2021;2:100386.
35.Bueno M, Calyeca J, Rojas M, Mora AL. Mitochondria dysfunction and metabolic reprogramming as drivers of idiopathic pulmonary fibrosis. Redox Biol. 2020;33:101509.
36.Dai T, Liang Y, Li X, Zhao J, Li G, Li Q, Xu L, Zhao J. Targeting alveolar epithelial cell metabolism in pulmonary fibrosis: Pioneering an emerging therapeutic strategy. Front Cell Dev Biol. 2025;13:1608750.
37.Yang L, Gilbertsen A, Xia H, Benyumov A, Smith K, Herrera J, Racila E, Bitterman PB, Henke CA. 2023. Hypoxia enhances IPF mesenchymal progenitor cell fibrogenicity via the lactate/GPR81/HIF1α pathway. JCI Insight [Internet] 8. Available from: https://insight.jci.org/articles/view/163820
38.Wang Z, Wei D, Bin E, Li J, Jiang K, Lv T, Mao X, Wang F, Dai H, Tang N. Enhanced glycolysis-mediated energy production in alveolar stem cells is required for alveolar regeneration. Cell Stem Cell. 2023;30:1028–e10427.
39.Choi HK, Bang G, Shin JH, Shin MH, Woo A, Kim SY, Lee SH, Kim EY, Shim HS, Suh YJ, Kim HE, Lee JG, Choi J, Lee JH, Kim CH, Park MS. Regenerative Capacity of Alveolar Type 2 Cells Is Proportionally Reduced Following Disease Progression in Idiopathic Pulmonary Fibrosis-Derived Organoid Cultures. Tuberc Respir Dis (Seoul). 2025;88:130–7.
40.Valdoz JC, Franks NA, Cribbs CG, Jacobs DJ, Dodson EL, Knight CJ, Poulson PD, Garfield SR, Johnson BC, Hemeyer BM, Sudo MT, Saunooke JA, Kartchner BC, Saxton A, Vallecillo-Zuniga ML, Santos M, Chamberlain B, Christensen KA, Nordin GP, Narayanan AS, Raghu G, Van Ry PM. Soluble ECM promotes organotypic formation in lung alveolar model. Biomaterials. 2022;283:121464.
41.Zacharias WJ, Frank DB, Zepp JA, Morley MP, Alkhaleel FA, Kong J, Zhou S, Cantu E, Morrisey EE. Regeneration of the lung alveolus by an evolutionarily conserved epithelial progenitor. Nature. 2018;555:251–5.
42.Nabhan AN, Brownfield DG, Harbury PB, Krasnow MA, Desai TJ. Single-cell Wnt signaling niches maintain stemness of alveolar type 2 cells. Science. 2018;359:1118–23.
43.Han S, Lee M, Shin Y, Giovanni R, Chakrabarty RP, Herrerias MM, Dada LA, Flozak AS, Reyfman PA, Khuder B, Reczek CR, Gao L, Lopéz-Barneo J, Gottardi CJ, Budinger GRS, Chandel NS. Mitochondrial integrated stress response controls lung epithelial cell fate. Nature. 2023;620:890–7.
44.Katzen J, Beers MF. Contributions of alveolar epithelial cell quality control to pulmonary fibrosis. J Clin Invest. 2020;130:5088–99.
45.van Riet S, van Schadewijk A, Khedoe PPSJ, Limpens RWAL, Bárcena M, Stolk J, Hiemstra PS, van der Does AM. Organoid-based expansion of patient-derived primary alveolar type 2 cells for establishment of alveolus epithelial Lung-Chip cultures. Am J Physiol Lung Cell Mol Physiol. 2022;322:L526–38.
46.Suezawa T, Kanagaki S, Moriguchi K, Masui A, Nakao K, Toyomoto M, Tamai K, Mikawa R, Hirai T, Murakami K, Hagiwara M, Gotoh S. Disease modeling of pulmonary fibrosis using human pluripotent stem cell-derived alveolar organoids. Stem Cell Rep. 2021;16:2973–87.