Single-cell and spatial transcriptomics identify a macrophage population associated with skeletal muscle fibrosis
Open accessPublished version of a preprint
Abstract
Macrophages are essential for skeletal muscle homeostasis, but how their dysregulation contributes to the development of fibrosis in muscle disease remains unclear. Here, we used single-cell transcriptomics to determine the molecular attributes of dystrophic and healthy muscle macrophages. We identified six clusters and unexpectedly found that none corresponded to traditional definitions of M1 or M2 macrophages. Rather, the predominant macrophage signature in dystrophic muscle was characterized by high expression of fibrotic factors, galectin-3 (gal-3) and osteopontin ( Spp1 ). Spatial transcriptomics, computational inferences of intercellular communication, and in vitro assays indicated that macrophage-derived Spp1 regulates stromal progenitor differentiation. Gal-3 + macrophages were chronically activated in dystrophic muscle, and adoptive transfer assays showed that the gal-3 + phenotype was the dominant molecular program induced within the dystrophic milieu. Gal-3 + macrophages were also elevated in multiple human myopathies. These studies advance our understanding of macrophages in muscular dystrophy by defining their transcriptional programs and reveal Spp1 as a major regulator of macrophage and stromal progenitor interactions.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The LAM phenotype is not unique to the fibrotic liver, also being identified in other tissues in the context of sterile injury as well as in macrophages surrounding the bile duct in the healthy liver.
“Interestingly, this phenotype is not unique to the fibrotic liver, also being identified in other tissues in the context of sterile injury (32, 33, 38, 110–121) as well as in macrophages surrounding the bile duct in the healthy liver (62).”
From Targeting macrophages in liver fibrosis (2026) · cites this paper as [112]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Subramanian, A., Tamayo, P., Mootha, V. K., Mukherjee, S., Ebert, B. L., Gillette, M. A., Paulovich, A., Pomeroy, S. L., Golub, T. R., Lander, E. S., et al. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0506580102 · Cited by 53,625 · see citing works
Integrated analysis of multimodal single-cell data
Hao, Y., Hao, S., Andersen-Nissen, E., Mauck, W. M., Zheng, S., Butler, A., Lee, M. J., Wilk, A. J., Darby, C., Zagar, M., et al. (2020) · doi:10.1101/2020.10.12.335331 · Cited by 15,508 · see citing works
The Molecular Signatures Database Hallmark Gene Set Collection
Liberzon, A., Birger, C., Thorvaldsdóttir, H., Ghandi, M., Mesirov, J. P., & Tamayo, P. (2015) · Cell Systems · doi:10.1016/j.cels.2015.12.004 · Cited by 13,807 · see citing works
A Unique Microglia Type Associated with Restricting Development of Alzheimer’s Disease
Keren-Shaul, H., Spinrad, A., Weiner, A., Matcovitch-Natan, O., Dvir-Szternfeld, R., Ulland, T. K., David, E., Baruch, K., Lara-Astaiso, D., Toth, B., et al. (2017) · Cell · doi:10.1016/j.cell.2017.05.018 · Cited by 5,493 · see citing works
Hafemeister, C., & Satija, R. (2019) · Genome Biology · doi:10.1186/s13059-019-1874-1 · Cited by 4,479 · cited 2× · see citing works
“Briefly, merged Seurat objects were normalized, and highly variable genes (features) and scaling were performed with SCTransform (80).”
MethodMerad, M., Sathe, P., Helft, J., Miller, J., & Mortha, A. (2013) · Annual Review of Immunology · doi:10.1146/annurev-immunol-020711-074950 · Cited by 2,309 · see citing works
Arnold, L., Henry, A., Poron, F., Baba-Amer, Y., van Rooijen, N., Plonquet, A., Gherardi, R. K., & Chazaud, B. (2007) · The Journal of Experimental Medicine · doi:10.1084/jem.20070075 · Cited by 2,002 · see citing works
Muscle injury activates resident fibro/adipogenic progenitors that facilitate myogenesis
Joe, A. W. B., Yi, L., Natarajan, A., Le Grand, F., So, L., Wang, J., Rudnicki, M. A., & Rossi, F. M. V. (2010) · Nature Cell Biology · doi:10.1038/ncb2015 · Cited by 1,690 · see citing works
Schneider, V. A., Graves-Lindsay, T., Howe, K., Bouk, N., Chen, H.-C., Kitts, P. A., Murphy, T. D., Pruitt, K. D., Thibaud-Nissen, F., Albracht, D., et al. (2017) · Genome Research · doi:10.1101/gr.213611.116 · Cited by 1,193 · see citing works
Regulatory interactions between muscle and the immune system during muscle regeneration
Tidball, J. G., & Villalta, S. A. (2010) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00735.2009 · Cited by 1,105 · cited 2× · see citing works
“The subsequent transition to M2 macrophages in the regenerative phase promotes muscle stem cell differentiation and the resolution of inflammation (3, 7).”
BackgroundSelf-citationAberrant repair and fibrosis development in skeletal muscle
Mann, C. J., Perdiguero, E., Kharraz, Y., Aguilar, S., Pessina, P., Serrano, A. L., & Muñoz-Cánoves, P. (2011) · Skeletal Muscle · doi:10.1186/2044-5040-1-21 · Cited by 853 · see citing works
Microglia Heterogeneity in the Single-Cell Era
Masuda, T., Sankowski, R., Staszewski, O., & Prinz, M. (2020) · Cell Reports · doi:10.1016/j.celrep.2020.01.010 · Cited by 784 · see citing works
Single cell RNA sequencing of human microglia uncovers a subset associated with Alzheimer’s disease
Olah, M., Menon, V., Habib, N., Taga, M. F., Ma, Y., Yung, C. J., Cimpean, M., Khairallah, A., Coronas-Samano, G., Sankowski, R., et al. (2020) · Nature Communications · doi:10.1038/s41467-020-19737-2 · Cited by 722 · see citing works
Fibrosis and adipogenesis originate from a common mesenchymal progenitor in skeletal muscle
Uezumi, A., Ito, T., Morikawa, D., Shimizu, N., Yoneda, T., Segawa, M., Yamaguchi, M., Ogawa, R., Matev, M. M., Miyagoe-Suzuki, Y., et al. (2011) · Journal of Cell Science · doi:10.1242/jcs.086629 · Cited by 680 · see citing works
Villalta, S. A., Nguyen, H. X., Deng, B., Gotoh, T., & Tidball, J. G. (2008) · Human Molecular Genetics · doi:10.1093/hmg/ddn376 · Cited by 512 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 75
- [1]L. C. Davies, S. J. Jenkins, J. E. Allen, P. R. Taylor, Tissue-resident macrophages. Nat. Immunol. 14, 986– 995 (2013). 24048120 PMC4045180
- [2]Y. Okabe, Molecular control of the identity of tissue-resident macrophages. Int. Immunol. 30, 485– 491 (2018). 30371831
- [4]D. M. Mosser, J. P. Edwards, Exploring the full spectrum of macrophage activation. Nat. Rev. Immunol. 8, 958– 969 (2008). 19029990 PMC2724991
- [5]M. Saclier, H. Yacoub-Youssef, A. L. Mackey, L. Arnold, H. Ardjoune, M. Magnan, F. Sailhan, J. Chelly, G. K. Pavlath, R. Mounier, M. Kjaer, B. Chazaud, Differentially activated macrophages orchestrate myogenic precursor cell fate during human skeletal muscle regeneration. Stem Cells 31, 384– 396 (2013). 23169615
- [6]M. L. Novak, E. M. Weinheimer-Haus, T. J. Koh, Macrophage activation and skeletal muscle healing following traumatic injury. J. Pathol. 232, 344– 355 (2014). 24255005 PMC4019602
- [8]M. Koenig, E. P. Hoffman, C. J. Bertelson, A. P. Monaco, C. Feener, L. M. Kunkel, Complete cloning of the Duchenne muscular dystrophy (DMD) cDNA and preliminary genomic organization of the DMD gene in normal and affected individuals. Cell 50, 509– 517 (1987). 3607877
- [9]S. Dadgar, Z. Wang, H. Johnston, A. Kesari, K. Nagaraju, Y. W. Chen, D. A. Hill, T. A. Partridge, M. Giri, R. J. Freishtat, J. Nazarian, J. Xuan, Y. Wang, E. P. Hoffman, Asynchronous remodeling is a driver of failed regeneration in Duchenne muscular dystrophy. J. Cell Biol. 207, 139– 158 (2014). 25313409 PMC4195829
- [11]G. Juban, M. Saclier, H. Yacoub-Youssef, A. Kernou, L. Arnold, C. Boisson, S. Ben Larbi, M. Magnan, S. Cuvellier, M. Theret, B. J. Petrof, I. Desguerre, J. Gondin, R. Mounier, B. Chazaud, AMPK activation regulates LTBP4-dependent TGF-β1 secretion by pro-inflammatory macrophages and controls fibrosis in Duchenne muscular dystrophy. Cell Rep. 25, 2163– 2176.e6 (2018). 30463013
- [12]M. Wehling-Henricks, M. C. Jordan, T. Gotoh, W. W. Grody, K. P. Roos, J. G. Tidball, Arginine metabolism by macrophages promotes cardiac and muscle fibrosis in mdx muscular dystrophy. PLOS ONE 5, e10763 (2010). 20505827 PMC2874011
- [13]B. Vidal, A. L. Serrano, M. Tjwa, M. Suelves, E. Ardite, R. De Mori, B. Baeza-Raja, M. Martinez de Lagran, P. Lafuste, V. Ruiz-Bonilla, M. Jardi, R. Gherardi, C. Christov, M. Dierssen, P. Carmeliet, J. L. Degen, M. Dewerchin, P. Munoz-Canoves, Fibrinogen drives dystrophic muscle fibrosis via a TGFβ/alternative macrophage activation pathway. Genes Dev. 22, 1747– 1752 (2008). 18593877 PMC2492661
- [14]G. J. Schaaf, T. J. M. van Gestel, E. Brusse, R. M. Verdijk, I. F. M. de Coo, P. A. van Doorn, A. T. van der Ploeg, W. W. M. Pijnappel, Lack of robust satellite cell activation and muscle regeneration during the progression of Pompe disease. Acta Neuropathol. Commun. 3, 65 (2015). 26510925 PMC4625612
- [15]J. H. Baek, G. M. Many, F. J. Evesson, V. R. Kelley, Dysferlinopathy promotes an intramuscle expansion of macrophages with a cyto-destructive phenotype. Am. J. Pathol. 187, 1245– 1257 (2017). 28412297
- [16]T. A. Wynn, T. R. Ramalingam, Mechanisms of fibrosis: Therapeutic translation for fibrotic disease. Nat. Med. 18, 1028– 1040 (2012). 22772564 PMC3405917
- [19]D. R. Lemos, F. Babaeijandaghi, M. Low, C.-K. Chang, S. T. Lee, D. Fiore, R.-H. Zhang, A. Natarajan, S. A. Nedospasov, F. M. V. Rossi, Nilotinib reduces muscle fibrosis in chronic muscle injury by promoting TNF-mediated apoptosis of fibro/adipogenic progenitors. Nat. Med. 21, 786– 794 (2015). 26053624
- [20]P. Bernasconi, E. Torchiana, P. Confalonieri, R. Brugnoni, R. Barresi, M. Mora, F. Cornelio, L. Morandi, R. Mantegazza, Expression of transforming growth factor-β1 in dystrophic patient muscles correlates with fibrosis. Pathogenetic role of a fibrogenic cytokine. J. Clin. Invest. 96, 1137– 1144 (1995). 7635950 PMC185304
- [21]M. Scatena, L. Liaw, C. M. Giachelli, Osteopontin: A multifunctional molecule regulating chronic inflammation and vascular disease. Arterioscler. Thromb. Vasc. Biol. 27, 2302– 2309 (2007). 17717292
- [22]S. A. Vetrone, E. Montecino-Rodriguez, E. Kudryashova, I. Kramerova, E. P. Hoffman, S. D. Liu, M. C. Miceli, M. J. Spencer, Osteopontin promotes fibrosis in dystrophic mouse muscle by modulating immune cell subsets and intramuscular TGF-β. J. Clin. Invest. 119, 1583– 1594 (2009). 19451692 PMC2689112
- [23]J. Capote, I. Kramerova, L. Martinez, S. Vetrone, E. R. Barton, H. L. Sweeney, M. C. Miceli, M. J. Spencer, Osteopontin ablation ameliorates muscular dystrophy by shifting macrophages to a pro-regenerative phenotype. J. Cell Biol. 213, 275– 288 (2016). 27091452 PMC5084275
- [24]L. C. Li, J. Li, J. Gao, Functions of galectin-3 and its role in fibrotic diseases. J. Pharmacol. Exp. Ther. 351, 336– 343 (2014). 25194021
- [25]P. Zahradka, Novel role for osteopontin in cardiac fibrosis. Circ. Res. 102, 270– 272 (2008). 18276921
- [26]M. Wehling, M. J. Spencer, J. G. Tidball, A nitric oxide synthase transgene ameliorates muscular dystrophy in mdx mice. J. Cell Biol. 155, 123– 131 (2001). 11581289 PMC2150800
- [27]X. Wang, A. A. Sathe, G. R. Smith, F. Ruf-Zamojski, V. Nair, K. J. Lavine, C. Xing, S. C. Sealfon, L. Zhou, Heterogeneous origins and functions of mouse skeletal muscle-resident macrophages. Proc. Natl. Acad. Sci. U.S.A. 117, 20729– 20740 (2020). 32796104 PMC7456122
- [28]L. Calvier, M. Miana, P. Reboul, V. Cachofeiro, E. Martinez-Martinez, R. A. de Boer, F. Poirier, P. Lacolley, F. Zannad, P. Rossignol, N. Lopez-Andres, Galectin-3 mediates aldosterone-induced vascular fibrosis. Arterioscler. Thromb. Vasc. Biol. 33, 67– 75 (2013). 23117656
- [29]E. Martinez-Martinez, L. Calvier, A. Fernandez-Celis, E. Rousseau, R. Jurado-Lopez, L. V. Rossoni, F. Jaisser, F. Zannad, P. Rossignol, V. Cachofeiro, N. Lopez-Andres, Galectin-3 blockade inhibits cardiac inflammation and fibrosis in experimental hyperaldosteronism and hypertension. Hypertension 66, 767– 775 (2015). 26238446
- [30]I. Kramerova, C. Kumagai-Cresse, N. Ermolova, E. Mokhonova, M. Marinov, J. Capote, D. Becerra, M. Quattrocelli, R. H. Crosbie, E. Welch, E. M. McNally, M. J. Spencer, Spp1 (osteopontin) promotes TGFβ processing in fibroblasts of dystrophin-deficient muscles through matrix metalloproteinases. Hum. Mol. Genet. 28, 3431– 3442 (2019). 31411676 PMC7345878
- [31]S. Gordon, J. Hamann, H. H. Lin, M. Stacey, F4/80 and the related adhesion-GPCRs. Eur. J. Immunol. 41, 2472– 2476 (2011). 21952799
- [32]S. A. Dick, A. Wong, H. Hamidzada, S. Nejat, R. Nechanitzky, S. Vohra, B. Mueller, R. Zaman, C. Kantores, L. Aronoff, A. Momen, D. Nechanitzky, W. Y. Li, P. Ramachandran, S. Q. Crome, B. Becher, M. I. Cybulsky, F. Billia, S. Keshavjee, S. Mital, C. S. Robbins, T. W. Mak, S. Epelman, Three tissue resident macrophage subsets coexist across organs with conserved origins and life cycles. Sci. Immunol. 7, eabf7777 (2022). 34995099
- [33]A. Crotti, H. R. Sait, K. M. McAvoy, K. Estrada, A. Ergun, S. Szak, G. Marsh, L. Jandreski, M. Peterson, T. L. Reynolds, I. Dalkilic-Liddle, A. Cameron, E. Cahir-McFarland, R. M. Ransohoff, BIN1 favors the spreading of tau via extracellular vesicles. Sci. Rep. 9, 9477 (2019). 31263146 PMC6603165
- [34]C. P. Hans, N. Sharma, S. Sen, S. Zeng, R. Dev, Y. Jiang, A. Mahajan, T. Joshi, Transcriptomics analysis reveals new insights into the roles of Notch1 signaling on macrophage polarization. Sci. Rep. 9, 7999 (2019). 31142802 PMC6541629
- [35]M. Giannandrea, W. C. Parks, Diverse functions of matrix metalloproteinases during fibrosis. Dis. Model. Mech. 7, 193– 203 (2014). 24713275 PMC3917240
- [36]S. Jin, C. F. Guerrero-Juarez, L. Zhang, I. Chang, R. Ramos, C. H. Kuan, P. Myung, M. V. Plikus, Q. Nie, Inference and analysis of cell-cell communication using CellChat. Nat. Commun. 12, 1088 (2021). 33597522 PMC7889871
- [37]S. N. Oprescu, F. Yue, J. Qiu, L. F. Brito, S. Kuang, Temporal dynamics and heterogeneity of cell populations during skeletal muscle regeneration. iScience 23, 100993 (2020). 32248062 PMC7125354
- [38]D. W. McKellar, L. D. Walter, L. T. Song, M. Mantri, M. F. Z. Wang, I. De Vlaminck, B. D. Cosgrove, Large-scale integration of single-cell transcriptomic data captures transitional progenitor states in mouse skeletal muscle regeneration. Commun. Biol. 4, 1280 (2021). 34773081 PMC8589952
- [39]J. M. Kastenschmidt, G. Coulis, P. K. Farahat, P. Pham, R. Rios, T. T. Cristal, A. H. Mannaa, R. E. Ayer, R. Yahia, A. A. Deshpande, B. S. Hughes, A. K. Savage, C. R. Giesige, S. Q. Harper, R. M. Locksley, T. Mozaffar, S. A. Villalta, A stromal progenitor and ILC2 niche promotes muscle eosinophilia and fibrosis-associated gene expression. Cell Rep. 35, 108997 (2021). 33852849 PMC8127948
- [40]H. Khalil, O. Kanisicak, R. J. Vagnozzi, A. K. Johansen, B. D. Maliken, V. Prasad, J. G. Boyer, M. J. Brody, T. Schips, K. K. Kilian, R. N. Correll, K. Kawasaki, K. Nagata, J. D. Molkentin, Cell-specific ablation of Hsp47 defines the collagen-producing cells in the injured heart. JCI Insight 4, e128722 (2019). 31393098 PMC6693833
- [41]S. W. Lee, J. Y. Won, W. J. Kim, J. Lee, K. H. Kim, S. W. Youn, J. Y. Kim, E. J. Lee, Y. J. Kim, K. W. Kim, H. S. Kim, Snail as a potential target molecule in cardiac fibrosis: Paracrine action of endothelial cells on fibroblasts through snail and CTGF axis. Mol. Ther. 21, 1767– 1777 (2013). 23760445 PMC3953993
- [42]S. A. Dick, J. A. Macklin, S. Nejat, A. Momen, X. Clemente-Casares, M. G. Althagafi, J. Chen, C. Kantores, S. Hosseinzadeh, L. Aronoff, A. Wong, R. Zaman, I. Barbu, R. Besla, K. J. Lavine, B. Razani, F. Ginhoux, M. Husain, M. I. Cybulsky, C. S. Robbins, S. Epelman, Self-renewing resident cardiac macrophages limit adverse remodeling following myocardial infarction. Nat. Immunol. 20, 29– 39 (2019). 30538339 PMC6565365
- [43]M. P. Emont, C. Jacobs, A. L. Essene, D. Pant, D. Tenen, G. Colleluori, A. Di Vincenzo, A. M. Jorgensen, H. Dashti, A. Stefek, E. McGonagle, S. Strobel, S. Laber, S. Agrawal, G. P. Westcott, A. Kar, M. L. Veregge, A. Gulko, H. Srinivasan, Z. Kramer, E. De Filippis, E. Merkel, J. Ducie, C. G. Boyd, W. Gourash, A. Courcoulas, S. J. Lin, B. T. Lee, D. Morris, A. Tobias, A. V. Khera, M. Claussnitzer, T. H. Pers, A. Giordano, O. Ashenberg, A. Regev, L. T. Tsai, E. D. Rosen, A single-cell atlas of human and mouse white adipose tissue. Nature 603, 926– 933 (2022). 35296864 PMC9504827
- [45]A. Patsalos, L. Halasz, M. A. Medina-Serpas, W. K. Berger, B. Daniel, P. Tzerpos, M. Kiss, G. Nagy, C. Fischer, Z. Simandi, T. Varga, L. Nagy, A growth factor-expressing macrophage subpopulation orchestrates regenerative inflammation via GDF-15. J. Exp. Med. 219, e20210420 (2022). 34846534 PMC8635277
- [46]T. Varga, R. Mounier, A. Patsalos, P. Gogolak, M. Peloquin, A. Horvath, A. Pap, B. Daniel, G. Nagy, E. Pintye, S. Poliska, S. Cuvellier, S. B. Larbi, B. E. Sansbury, M. Spite, C. W. Brown, B. Chazaud, L. Nagy, Macrophage PPARγ, a lipid activated transcription factor controls the growth factor GDF3 and skeletal muscle regeneration. Immunity 45, 1038– 1051 (2016). 27836432 PMC5142832
- [47]K. K. Saleh, H. Xi, C. Switzler, E. Skuratovsky, M. A. Romero, P. Chien, D. Gibbs, L. Gane, M. R. Hicks, M. J. Spencer, A. D. Pyle, Single cell sequencing maps skeletal muscle cellular diversity as disease severity increases in dystrophic mouse models. iScience 25, 105415 (2022). 36388984 PMC9646951
- [48]Y. Matsui, N. Jia, H. Okamoto, S. Kon, H. Onozuka, M. Akino, L. Liu, J. Morimoto, S. R. Rittling, D. Denhardt, A. Kitabatake, T. Uede, Role of osteopontin in cardiac fibrosis and remodeling in angiotensin II-induced cardiac hypertrophy. Hypertension 43, 1195– 1201 (2004). 15123578
- [49]I. Abdelaziz Mohamed, A. P. Gadeau, A. Hasan, N. Abdulrahman, F. Mraiche, Osteopontin: A promising therapeutic target in cardiac fibrosis. Cell 8, (2019). PMC6952988 31816901
- [50]R. J. Slack, R. Mills, A. C. Mackinnon, The therapeutic potential of galectin-3 inhibition in fibrotic disease. Int. J. Biochem. Cell Biol. 130, 105881 (2021). 33181315
- [51]F. Takahashi, K. Takahashi, T. Okazaki, K. Maeda, H. Ienaga, M. Maeda, S. Kon, T. Uede, Y. Fukuchi, Role of osteopontin in the pathogenesis of bleomycin-induced pulmonary fibrosis. Am. J. Respir. Cell Mol. Biol. 24, 264– 271 (2001). 11245625
- [52]T. Wolak, H. Kim, Y. Ren, J. Kim, N. D. Vaziri, S. B. Nicholas, Osteopontin modulates angiotensin II-induced inflammation, oxidative stress, and fibrosis of the kidney. Kidney Int. 76, 32– 43 (2009). 19357716
- [53]N. Takada, M. Takasugi, Y. Nonaka, T. Kamiya, K. Takemura, J. Satoh, S. Ito, K. Fujimoto, S. Uematsu, K. Yoshida, T. Morita, H. Nakamura, A. Uezumi, N. Ohtani, Galectin-3 promotes the adipogenic differentiation of PDGFRα+ cells and ectopic fat formation in regenerating muscle. Development 149, dev199443 (2022). 35029658
- [54]N. C. Henderson, A. C. Mackinnon, S. L. Farnworth, F. Poirier, F. P. Russo, J. P. Iredale, C. Haslett, K. J. Simpson, T. Sethi, Galectin-3 regulates myofibroblast activation and hepatic fibrosis. Proc. Natl. Acad. Sci. U.S.A. 103, 5060– 5065 (2006). 16549783 PMC1458794
- [55]Y. Lenga, A. Koh, A. S. Perera, C. A. McCulloch, J. Sodek, R. Zohar, Osteopontin expression is required for myofibroblast differentiation. Circ. Res. 102, 319– 327 (2008). 18079410
- [56]C. Jaquenod De Giusti, A. E. Ure, L. Rivadeneyra, M. Schattner, R. M. Gomez, Macrophages and galectin 3 play critical roles in CVB3-induced murine acute myocarditis and chronic fibrosis. J. Mol. Cell. Cardiol. 85, 58– 70 (2015). 26002282
- [57]J.-D. Lin, H. Nishi, J. Poles, X. Niu, C. McCauley, K. Rahman, E. J. Brown, S. T. Yeung, N. Vozhilla, A. Weinstock, S. A. Ramsey, E. A. Fisher, P. Loke, Single-cell analysis of fate-mapped macrophages reveals heterogeneity, including stem-like properties, during atherosclerosis progression and regression. JCI Insight 4, e124574 (2019). 30830865 PMC6478411
- [58]E. G. O'Koren, C. Yu, M. Klingeborn, A. Y. W. Wong, C. L. Prigge, R. Mathew, J. Kalnitsky, R. A. Msallam, A. Silvin, J. N. Kay, C. Bowes Rickman, V. Y. Arshavsky, F. Ginhoux, M. Merad, D. R. Saban, Microglial function is distinct in different anatomical locations during retinal homeostasis and degeneration. Immunity 50, 723– 737.e7 (2019). 30850344 PMC6592635
- [59]F. O. Quenum Zangbede, A. Chauhan, J. Sharma, B. B. Mishra, Galectin-3 in M2 macrophages plays a protective role in resolution of neuropathology in brain parasitic infection by regulating neutrophil turnover. J. Neurosci. 38, 6737– 6750 (2018). 29946038 PMC6067078
- [60]D. C. Humphries, R. Mills, R. Dobie, N. C. Henderson, T. Sethi, A. C. Mackinnon, Selective myeloid depletion of galectin-3 offers protection against acute and chronic lung injury. Front. Pharmacol. 12, 715986 (2021). 34526900 PMC8435800
- [61]D. K. Wasgewatte Wijesinghe, E. J. Mackie, C. N. Pagel, Normal inflammation and regeneration of muscle following injury require osteopontin from both muscle and non-muscle cells. Skelet. Muscle 9, 6 (2019). 30808406 PMC6390361
- [62]K. Uaesoontrachoon, D. K. Wasgewatte Wijesinghe, E. J. Mackie, C. N. Pagel, Osteopontin deficiency delays inflammatory infiltration and the onset of muscle regeneration in a mouse model of muscle injury. Dis. Model. Mech. 6, 197– 205 (2013). 22917925 PMC3529351
- [63]D. G. Cerri, L. C. Rodrigues, V. M. Alves, J. Machado, V. A. F. Bastos, I. D. Carmo Kettelhut, L. C. Alberici, M. C. R. Costa, S. R. Stowell, R. D. Cummings, M. Dias-Baruffi, Endogenous galectin-3 is required for skeletal muscle repair. Glycobiology 31, 1295– 1307 (2021). 34224566
- [64]T. A. Wynn, Common and unique mechanisms regulate fibrosis in various fibroproliferative diseases. J. Clin. Invest. 117, 524– 529 (2007). 17332879 PMC1804380
- [65]F. Babaeijandaghi, R. Cheng, N. Kajabadi, H. Soliman, C. K. Chang, J. Smandych, L. W. Tung, R. Long, A. Ghassemi, F. M. V. Rossi, Metabolic reprogramming of skeletal muscle by resident macrophages points to CSF1R inhibitors as muscular dystrophy therapeutics. Sci. Transl. Med. 14, eabg7504 (2022). 35767650
- [66]J. E. Heredia, L. Mukundan, F. M. Chen, A. A. Mueller, R. C. Deo, R. M. Locksley, T. A. Rando, A. Chawla, Type 2 innate signals stimulate fibro/adipogenic progenitors to facilitate muscle regeneration. Cell 153, 376– 388 (2013). 23582327 PMC3663598
- [67]R. Mounier, M. Theret, L. Arnold, S. Cuvellier, L. Bultot, O. Goransson, N. Sanz, A. Ferry, K. Sakamoto, M. Foretz, B. Viollet, B. Chazaud, AMPKα1 regulates macrophage skewing at the time of resolution of inflammation during skeletal muscle regeneration. Cell Metab. 18, 251– 264 (2013). 23931756
- [68]K. Mojumdar, F. Liang, C. Giordano, C. Lemaire, G. Danialou, T. Okazaki, J. Bourdon, M. Rafei, J. Galipeau, M. Divangahi, B. J. Petrof, Inflammatory monocytes promote progression of Duchenne muscular dystrophy and can be therapeutically targeted via CCR2. EMBO Mol. Med. 6, 1476– 1492 (2014). 25312642 PMC4237472
- [69]W. Zhao, X. Wang, R. M. Ransohoff, L. Zhou, CCR2 deficiency does not provide sustained improvement of muscular dystrophy in mdx5cv mice. FASEB J. 31, 35– 46 (2017). 27655900 PMC5161528
- [71]A. Nawaz, M. Bilal, S. Fujisaka, T. Kado, M. R. Aslam, S. Ahmed, K. Okabe, Y. Igarashi, Y. Watanabe, T. Kuwano, K. Tsuneyama, A. Nishimura, Y. Nishida, S. Yamamoto, M. Sasahara, J. Imura, H. Mori, M. M. Matzuk, F. Kudo, I. Manabe, A. Uezumi, T. Nakagawa, Y. Oishi, K. Tobe, Depletion of CD206+ M2-like macrophages induces fibro-adipogenic progenitors activation and muscle regeneration. Nat. Commun. 13, 7058 (2022). 36411280 PMC9678897
- [72]K. M. Jansen, G. K. Pavlath, Mannose receptor regulates myoblast motility and muscle growth. J. Cell Biol. 174, 403– 413 (2006). 16864654 PMC2064236
- [73]J. R. Fallon, E. M. McNally, Non-Glycanated biglycan and LTBP4: Leveraging the extracellular matrix for Duchenne muscular dystrophy therapeutics. Matrix Biol. 68-69, 616– 627 (2018). 29481844 PMC6015525
- [74]J. A. Larouche, E. C. Wallace, B. D. Spence, E. Buras, C. A. Aguilar, Spatiotemporal mapping of immune and stem cell dysregulation after volumetric muscle loss. JCI Insight 8, (2023). PMC10132146 36821376
- [75]B. Malecova, S. Gatto, U. Etxaniz, M. Passafaro, A. Cortez, C. Nicoletti, L. Giordani, A. Torcinaro, M. De Bardi, S. Bicciato, F. De Santa, L. Madaro, P. L. Puri, Dynamics of cellular states of fibro-adipogenic progenitors during myogenesis and muscular dystrophy. Nat. Commun. 9, 3670 (2018). 30202063 PMC6131350
- [76]R. S. Larson, T. A. Springer, Structure and function of leukocyte integrins. Immunol. Rev. 114, 181– 217 (1990). 2196220
- [77]A. Nalbandian, K. J. Llewellyn, M. Kitazawa, H. Z. Yin, M. Badadani, N. Khanlou, R. Edwards, C. Nguyen, J. Mukherjee, T. Mozaffar, G. Watts, J. Weiss, V. E. Kimonis, The homozygote VCP(R155H/R155H) mouse model exhibits accelerated human VCP-associated disease pathology. PLOS ONE 7, e46308 (2012). 23029473 PMC3460820
- [78]C. R. Giesige, L. M. Wallace, K. N. Heller, J. O. Eidahl, N. Y. Saad, A. M. Fowler, N. K. Pyne, M. Al-Kharsan, A. Rashnonejad, G. A. Chermahini, J. S. Domire, D. Mukweyi, S. E. Garwick-Coppens, S. M. Guckes, K. J. McLaughlin, K. Meyer, L. R. Rodino-Klapac, S. Q. Harper, AAV-mediated follistatin gene therapy improves functional outcomes in the TIC-DUX4 mouse model of FSHD. JCI Insight 3, e123538 (2018). 30429376 PMC6302942
- [79]T. Stuart, A. Butler, P. Hoffman, C. Hafemeister, E. Papalexi, W. M. Mauck 3rd, Y. Hao, M. Stoeckius, P. Smibert, R. Satija, Comprehensive integration of single-cell data. Cell 177, 1888– 1902.e21 (2019). 31178118 PMC6687398
- [83]C. Trapnell, L. Pachter, S. L. Salzberg, TopHat: Discovering splice junctions with RNA-Seq. Bioinformatics 25, 1105– 1111 (2009). 19289445 PMC2672628
- [84]A. Frankish, M. Diekhans, A. M. Ferreira, R. Johnson, I. Jungreis, J. Loveland, J. M. Mudge, C. Sisu, J. Wright, J. Armstrong, I. Barnes, A. Berry, A. Bignell, S. Carbonell Sala, J. Chrast, F. Cunningham, T. Di Domenico, S. Donaldson, I. T. Fiddes, C. Garcia Giron, J. M. Gonzalez, T. Grego, M. Hardy, T. Hourlier, T. Hunt, O. G. Izuogu, J. Lagarde, F. J. Martin, L. Martinez, S. Mohanan, P. Muir, F. C. P. Navarro, A. Parker, B. Pei, F. Pozo, M. Ruffier, B. M. Schmitt, E. Stapleton, M. M. Suner, I. Sycheva, B. Uszczynska-Ratajczak, J. Xu, A. Yates, D. Zerbino, Y. Zhang, B. Aken, J. S. Choudhary, M. Gerstein, R. Guigo, T. J. P. Hubbard, M. Kellis, B. Paten, A. Reymond, M. L. Tress, P. Flicek, GENCODE reference annotation for the human and mouse genomes. Nucleic Acids Res. 47, D766– D773 (2019). 30357393 PMC6323946
- [85]S. Anders, P. T. Pyl, W. Huber, HTSe–A Python framework to work with high-throughput sequencing data. Bioinformatics 31, 166– 169 (2015). 25260700 PMC4287950
Cited by
Sorted by citations
Uhlig, M., Billig, S., Wienhold, J., & Schumacher, D. (2025) · Cells · doi:10.3390/cells14050345 · Cited by 29 · see citing works
Targeting macrophages in liver fibrosis
González del Barrio, L., Ipsen, D. H., Pfister, D. R., Hancz, D., & Scott, C. L. (2026) · Frontiers in Immunology · doi:10.3389/fimmu.2026.1835489 · Cited by 3 · see citing works
- Authors
- Coulis, G., Jaime, D., Guerrero-Juarez, C., Kastenschmidt, J. M., Farahat, P. K., Nguyen, Q., Pervolarakis, N., McLinden, K., Thurlow, L., Movahedi, S., Hughes, B. S., Duarte, J., Sorn, A., Montoya, E., Mozaffar, I., Dragan, M., Othy, S., Joshi, T., Hans, C. P., Kimonis, V., MacLean, A. L., Nie, Q., Wallace, L. M., Harper, S. Q., Mozaffar, T., Hogarth, M. W., Bhattacharya, S., Jaiswal, J. K., Golann, D. R., Su, Q., Kessenbrock, K., Stec, M., Spencer, M. J., Zamudio, J. R., & Villalta, S. A.
- Affiliations
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA.
- University of California, Irvine (US)
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, IL, USA.
- University of California, Los Angeles (US)
- University of Missouri (US)
- University of Southern California (US)
- Nationwide Children's Hospital (US)
- Children's National (US)
- Regeneron (United States) (US)
- Corresponding author
- Villalta, S. Armando
- ORCID
- Coulis, Gerald
- Jaime, Diego
- Guerrero-Juarez, Christian
- Kastenschmidt, Jenna M.
- Farahat, Philip K.
- Nguyen, Quy
- Pervolarakis, Nicholas
- Thurlow, Lauren
- Hughes, Brandon S.
- Sorn, Andrew
- Montoya, Elizabeth
- Dragan, Morgan
- Othy, Shivashankar
- Joshi, Trupti
- Hans, Chetan P.
- Kimonis, Virginia
- MacLean, Adam L.
- Nie, Qing
- Wallace, Lindsay M.
- Harper, Scott Q.
- Mozaffar, Tahseen
- Hogarth, Marshall W.
- Bhattacharya, Surajit
- Jaiswal, Jyoti K.
- Kessenbrock, Kai
- Stec, Michael
- Spencer, Melissa J.
- Zamudio, Jesse R.
- Villalta, S. Armando
- Venue
- Science Advances
- Published
- 2023-07-07
- Volume
- 9
- Issue
- 27
- Pages
- eadd9984-eadd9984
- ISSN
- 2375-2548 (ISSN-L)
- PMC
- PMC10328414
- OpenAlex
- W4383499814
- Cited by
- 150
- References
- 15
- Citations by year
- 2026: 48 · 2025: 64 · 2024: 29 · 2023: 9
- FWCI
- 13.81
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by-nc
- Locations
- Science Advances (publishedVersion, cc-by-nc)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- PubMed Central (submittedVersion, cc-by-nc-nd)
- Funders
- National Science Foundation (GM007185, DMS11763272, 1650604)
- U.S. Department of Defense (MD190060)
- California Institute for Regenerative Medicine (DISC2-08824, DISC0-13765)
- Muscular Dystrophy Association (R01NS120060, U54 AR052646, MDA635862, W81XWH1910012)
- National Institutes of Health (594598, DGE-1650604, UL1TR001414, KL2TR001416, AR052646, U54-AR052646)
- National Cancer Institute (P30CA062203)
- National Institute of General Medical Sciences (GM 007185, R01GM143536, T32GM007185, R35GM143019)
- National Institute of Allergy and Infectious Diseases (T32AI060573, GM007185, R01AI168063)
- National Institute of Neurological Disorders and Stroke (U24NS107210, R21NS114918, R01NS117912, R01NS120060)
- National Institute of Arthritis and Musculoskeletal and Skin Diseases (U54AR052646, AR052646, R01AR055686, P50AR052646, T32AR065972, P30AR075047, R01AR078340)
- National Center for Advancing Translational Sciences
- Congressionally Directed Medical Research Programs
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Muscle Physiology and Disorders
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac Fibrosis and Remodeling
- Health Sciences › Medicine › Epidemiology › Inflammatory Myopathies and Dermatomyositis
- Keywords
- skeletal muscle fibrosis, muscular dystrophy, galectin-3, osteopontin, macrophage polarization, M1/M2 macrophages, intercellular communication, myopathy
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review