Macrophage-specific PPARγ controls alternative activation and improves insulin resistance
Open accessAbstract
Obesity and insulin resistance, the cardinal features of metabolic syndrome, are closely associated with a state of low-grade inflammation. In adipose tissue chronic overnutrition leads to macrophage infiltration, resulting in local inflammation that potentiates insulin resistance. For instance, transgenic expression of Mcp1 (also known as chemokine ligand 2, Ccl2) in adipose tissue increases macrophage infiltration, inflammation and insulin resistance. Conversely, disruption of Mcp1 or its receptor Ccr2 impairs migration of macrophages into adipose tissue, thereby lowering adipose tissue inflammation and improving insulin sensitivity. These findings together suggest a correlation between macrophage content in adipose tissue and insulin resistance. However, resident macrophages in tissues display tremendous heterogeneity in their activities and functions, primarily reflecting their local metabolic and immune microenvironment. While Mcp1 directs recruitment of pro-inflammatory classically activated macrophages to sites of tissue damage, resident macrophages, such as those present in the adipose tissue of lean mice, display the alternatively activated phenotype. Despite their higher capacity to repair tissue, the precise role of alternatively activated macrophages in obesity-induced insulin resistance remains unknown. Using mice with macrophage-specific deletion of the peroxisome proliferator activated receptor-gamma (PPARgamma), we show here that PPARgamma is required for maturation of alternatively activated macrophages. Disruption of PPARgamma in myeloid cells impairs alternative macrophage activation, and predisposes these animals to development of diet-induced obesity, insulin resistance, and glucose intolerance. Furthermore, gene expression profiling revealed that downregulation of oxidative phosphorylation gene expression in skeletal muscle and liver leads to decreased insulin sensitivity in these tissues. Together, our findings suggest that resident alternatively activated macrophages have a beneficial role in regulating nutrient homeostasis and suggest that macrophage polarization towards the alternative state might be a useful strategy for treating type 2 diabetes.
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?
STAT1 and IRF5 are involved in M1 polarization/maintenance; STAT6, IRF4, CREB-C/EBPβ, and PPARγ are involved in M2 polarization/maintenance.
“Specifically, STAT1 and IRF5 have been shown to be involved in polarization and maintenance of an M1 phenotype while STAT6, IRF4, CREB-C/EBPβ, and PPARγ are involved in polarization and maintenance of an M2 phenotype [23–30].”
From Macrophage polarization: an opportunity for improved outcomes in biomaterials and regenerative medicine (2012) · cites this paper as [29]
PPARγ deficient mice exhibit impaired M2 macrophage function and susceptibility to diet-induced inflammation and insulin resistance.
“Studies in PPARγ deficient mice exhibit impaired M2 macrophage function and susceptibility to diet-induced inflammation and insulin resistance [29,65–67].”
From Macrophage polarization: an opportunity for improved outcomes in biomaterials and regenerative medicine (2012) · cites this paper as [29]
In normal non-obese subjects, ATMs have a polarized M2 phenotype with increased STAT6 and PPARγ expression.
“In normal, non-obese subjects ATMs have a polarized M2 phenotype characterized by increased baseline STAT6 and PPARγ expression [29].”
From Macrophage polarization: an opportunity for improved outcomes in biomaterials and regenerative medicine (2012) · cites this paper as [29]
The PPARγ nuclear receptor appears necessary for maturation of alternatively activated macrophages.
“Importantly, the PPARγ nuclear receptor appears to be required for the maturation of alternatively activated macrophages (112, 113).”
From Insulin sensitivity: Modulation by nutrients and inflammation (2008) · cites this paper as [113]
These proinflammatory macrophages are implicated in the development of insulin resistance.
“Accordingly, because of their proinflammatory properties, these macrophages are implicated in the pathogenesis of insulin resistance (103, 105, 112, 113).”
From Insulin sensitivity: Modulation by nutrients and inflammation (2008) · cites this paper as [113]
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
Mootha, V. K., Lindgren, C. M., Eriksson, K.-F., Subramanian, A., Sihag, S., Lehar, J., Puigserver, P., Carlsson, E., Ridderstråle, M., Laurila, E., et al. (2003) · Nature Genetics · doi:10.1038/ng1180 · Cited by 10,197 · see citing works
Obesity is associated with macrophage accumulation in adipose tissue
Weisberg, S. P., McCann, D., Desai, M., Rosenbaum, M., Leibel, R. L., & Ferrante, A. W. (2003) · Journal of Clinical Investigation · doi:10.1172/jci200319246 · Cited by 10,041 · see citing works
Self-citationInflammation and metabolic disorders
Hotamisligil, G. S. (2006) · Nature · doi:10.1038/nature05485 · Cited by 9,199 · see citing works
Xu, H., Barnes, G. T., Yang, Q., Tan, G., Yang, D., Chou, C. J., Sole, J., Nichols, A., Ross, J. S., Tartaglia, L. A., et al. (2003) · Journal of Clinical Investigation · doi:10.1172/jci200319451 · Cited by 6,760 · see citing works
Alternative activation of macrophages
Gordon, S. (2003) · Nature Reviews Immunology · doi:10.1038/nri978 · Cited by 6,189 · see citing works
Monocyte and macrophage heterogeneity
Gordon, S., & Taylor, P. R. (2005) · Nature Reviews Immunology · doi:10.1038/nri1733 · Cited by 5,190 · see citing works
Inflammation and insulin resistance
Shoelson, S. E. (2006) · Journal of Clinical Investigation · doi:10.1172/jci29069 · Cited by 4,769 · see citing works
Obesity induces a phenotypic switch in adipose tissue macrophage polarization
Lumeng, C. N., Bodzin, J. L., & Saltiel, A. R. (2007) · Journal of Clinical Investigation · doi:10.1172/jci29881 · Cited by 4,664 · see citing works
Kim, H. J., Park, S. Y., Choi, Y. J., Han, S. J., Lee, K. W., & Kim, D. J. (2013) · Hormone Research in Paediatrics · doi:10.1159/000348848 · Cited by 3,061 · see citing works
Kanda, H. (2006) · Journal of Clinical Investigation · doi:10.1172/jci26498 · Cited by 2,682 · see citing works
Adipocytes as regulators of energy balance and glucose homeostasis
Rosen, E. D., & Spiegelman, B. M. (2006) · Nature · doi:10.1038/nature05483 · Cited by 2,170 · see citing works
Metabolic control through the PGC-1 family of transcription coactivators
Lin, J., Handschin, C., & Spiegelman, B. M. (2005) · Cell Metabolism · doi:10.1016/j.cmet.2005.05.004 · Cited by 2,130 · see citing works
Mitochondrial dysfunction in the elderly: possible role in insulin resistance
Petersen, K. F., Befroy, D., Dufour, S., Dziura, J., Ariyan, C., Rothman, D. L., DiPietro, L., Cline, G. W., & Shulman, G. I. (2003) · Science · doi:10.1126/science.1082889 · Cited by 2,107 · see citing works
Patti, M. E., Butte, A. J., Crunkhorn, S., Cusi, K., Berria, R., Kashyap, S., Miyazaki, Y., Kohane, I., Costello, M., Saccone, R., et al. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1032913100 · Cited by 1,952 · see citing works
PPARs and the complex journey to obesity
Evans, R. M., Barish, G. D., & Wang, Y.-X. (2004) · Nature Medicine · doi:10.1038/nm1025 · Cited by 1,621 · see citing works
CCR2 modulates inflammatory and metabolic effects of high-fat feeding
Weisberg, S. P., Hunter, D., Huber, R., Lemieux, J., Slaymaker, S., Vaddi, K., Charo, I., Leibel, R. L., & Jr., A. W. F. (2006) · Journal of Clinical Investigation · doi:10.1172/jci24335 · Cited by 1,497 · see citing works
Self-citationLehrke, M., & Lazar, M. A. (2005) · Cell · doi:10.1016/j.cell.2005.11.026 · Cited by 1,452 · see citing works
CCR2 modulates inflammatory and metabolic effects of high-fat feeding
Weisberg, S. P. (2006) · Journal of Clinical Investigation · doi:10.1172/jci24335c1 · Cited by 1,424 · see citing works
Oxidative metabolism and PGC-1β attenuate macrophage-mediated inflammation
Vats, D., Mukundan, L., Odegaard, J. I., Zhang, L., Smith, K. L., Morel, C. R., Greaves, D. R., Murray, P. J., & Chawla, A. (2006) · Cell Metabolism · doi:10.1016/j.cmet.2006.05.011 · Cited by 1,369 · see citing works
Self-citationTranscriptional regulatory circuits controlling mitochondrial biogenesis and function
Kelly, D. P., & Scarpulla, R. C. (2004) · Genes & Development · doi:10.1101/gad.1177604 · Cited by 1,243 · see citing works
Kamei, N., Tobe, K., Suzuki, R., Ohsugi, M., Watanabe, T., Kubota, N., Ohtsuka-Kowatari, N., Kumagai, K., Sakamoto, K. Q., Kobayashi, M., et al. (2006) · Journal of Biological Chemistry · doi:10.1074/jbc.m601284200 · Cited by 918 · see citing works
Interleukin-4-dependent production of PPAR-γ ligands in macrophages by 12/15-lipoxygenase
Huang, J. T., Welch, J. S., Ricote, M., Binder, C. J., Willson, T. M., Kelly, C., Witztum, J. L., Funk, C. D., Conrad, D. J., & Glass, C. K. (1999) · Nature · doi:10.1038/22572 · Cited by 854 · see citing works
Herbert, D. R., Hölscher, C., Mohrs, M., Arendse, B., Schwegmann, A., Radwanska, M., Leeto, M., Kirsch, R., Hall, P. D. L. Μ., Mossmann, H., et al. (2004) · Immunity · doi:10.1016/s1074-7613(04)00107-4 · Cited by 706 · see citing works
Self-citationHow Obesity Causes Diabetes: Not a Tall Tale
Lazar, M. A. (2005) · Science · doi:10.1126/science.1104342 · Cited by 570 · see citing works
Akiyama, T. E., Sakai, S., Lambert, G. C., Nicol, C. J. B., Matsusue, K., Pimprale, S., Lee, Y., Ricote, M., Glass, C. K., Brewer, H. B., et al. (2002) · Molecular and Cellular Biology · doi:10.1128/mcb.22.8.2607-2619.2002 · Cited by 368 · see citing works
Lumeng, C. N., Deyoung, S. M., & Saltiel, A. R. (2007) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00284.2006 · Cited by 359 · see citing works
Leishmania species: models of intracellular parasitism
Alexander, J. K., Satoskar, A. R., & Russell, D. G. (1999) · Journal of Cell Science · doi:10.1242/jcs.112.18.2993 · Cited by 348 · see citing works
Cutting Edge: Stat6-Dependent Substrate Depletion Regulates Nitric Oxide Production
Rutschman, R. L., Lang, R., Hesse, M., Ihle, J. N., Wynn, T. A., & Murray, P. J. (2001) · The Journal of Immunology · doi:10.4049/jimmunol.166.4.2173 · Cited by 324 · see citing works
Enhancer-Mediated Control of Macrophage-Specific Arginase I Expression
Pauleau, A., Rutschman, R. L., Lang, R., Pernis, A. B., Watowich, S. S., & Murray, P. J. (2004) · The Journal of Immunology · doi:10.4049/jimmunol.172.12.7565 · Cited by 243 · see citing works
Role of adiponectin in human skeletal muscle bioenergetics
Civitarese, A. E., Ukropcova, B., Carling, S., Hulver, M., DeFronzo, R. A., Mandarino, L., Ravussin, E., & Smith, S. R. (2006) · Cell Metabolism · doi:10.1016/j.cmet.2006.05.002 · Cited by 234 · see citing works
Hypomorphic mutation of PGC-1β causes mitochondrial dysfunction and liver insulin resistance.
Vianna, C. R., Huntgeburth, M., Coppari, R., Choi, C. S., Lin, J., Krauss, S., Barbatelli, G., Tzameli, I., Kim, Y.-B., Cinti, S., et al. (2006) · Cell Metabolism · doi:10.1016/j.cmet.2006.11.003 · Cited by 181 · see citing works
Hölscher, C., Arendse, B., Schwegmann, A., Myburgh, E., & Brombacher, F. (2006) · The Journal of Immunology · doi:10.4049/jimmunol.176.2.1115 · Cited by 110 · see citing works
Self-citationHypomorphic Mutation in PGC1β causes mitochondrial dysfunction and liver insulin resistance
Vianna, C. R., Huntgeburth, M., Coppari, R., Choi, C. S., J, L., S, K., Barbatelli, G., I, T., B, K. Y., Cinti, S., et al. (2006) · PubMed Central · doi:10.1016/j.cmet.2006.11.00
Flagged first, then by citations
Cited by
Sorted by citations
Macrophage plasticity and polarization: in vivo veritas
Sica, A., & Mantovani, A. (2012) · Journal of Clinical Investigation · doi:10.1172/jci59643 · Cited by 6,335 · see citing works
“Mice with macrophage-selective genetic inactivation of PPAR γ , PPAR δ , and KLF4 show inhibition of obesity-induced insulin resistance (19, 20, 24, 106, 110), although these results may be strain specific (112).”
InfluentialProtective and pathogenic functions of macrophage subsets
Murray, P. J., & Wynn, T. A. (2011) · Nature Reviews Immunology · doi:10.1038/nri3073 · Cited by 5,269 · see citing works
“These macrophages are induced by peroxisome proliferator activated receptor-γ (PPARγ) signalling and maintain adipocyte function, insulin sensitivity and glucose tolerance, which can prevent the development of diet-induced obesity and type 2 diabete”
BackgroundMacrophage biology in development, homeostasis and disease
Wynn, T. A., Chawla, A., & Pollard, J. W. (2013) · Nature · doi:10.1038/nature12034 · Cited by 4,684 · see citing works
Self-citationMacrophage plasticity and interaction with lymphocyte subsets: cancer as a paradigm
Biswas, S. K., & Mantovani, A. (2010) · Nature Immunology · doi:10.1038/ni.1937 · Cited by 3,840 · see citing works
Inflammatory Mechanisms in Obesity
Gregor, M. F., & Hotamisligil, G. S. (2011) · Annual Review of Immunology · doi:10.1146/annurev-immunol-031210-101322 · Cited by 3,754 · see citing works
Mechanisms of fibrosis: therapeutic translation for fibrotic disease
Wynn, T. A., & Ramalingam, T. R. (2012) · Nature Medicine · doi:10.1038/nm.2807 · Cited by 3,541 · see citing works
Alternative Activation of Macrophages: An Immunologic Functional Perspective
Martinez, F. O., Helming, L., & Gordon, S. (2009) · Annual Review of Immunology · doi:10.1146/annurev.immunol.021908.132532 · Cited by 2,745 · see citing works
Macrophages, inflammation, and insulin resistance
Olefsky, J. M., & Glass, C. K. (2010) · Annual Review of Physiology · doi:10.1146/annurev-physiol-021909-135846 · Cited by 2,733 · see citing works
Neuroinflammation in neurodegenerative disorders: the roles of microglia and astrocytes
Kwon, H. S., & Koh, S.-H. (2020) · Translational Neurodegeneration · doi:10.1186/s40035-020-00221-2 · Cited by 2,595 · see citing works
Evolution of inflammation in nonalcoholic fatty liver disease: The multiple parallel hits hypothesis
Tilg, H., & Moschen, A. R. (2010) · Hepatology · doi:10.1002/hep.24001 · Cited by 2,548 · see citing works
Yunna, C., Mengru, H., Lei, W., & Weidong, C. (2020) · European Journal of Pharmacology · doi:10.1016/j.ejphar.2020.173090 · Cited by 2,454 · see citing works
Macrophage plasticity and polarization in tissue repair and remodelling
Mantovani, A., Biswas, S. K., Galdiero, M. R., Sica, A., & Locati, M. (2013) · The Journal of Pathology · doi:10.1002/path.4133 · Cited by 2,384 · see citing works
What we talk about when we talk about fat
Rosen, E. D., & Spiegelman, B. M. (2014) · Cell · doi:10.1016/j.cell.2013.12.012 · Cited by 2,373 · see citing works
“Interestingly, M2 macrophages also express PPARg (Odegaard et al., 2007), aligning nicely with long-time reports that PPARg can promote insulin sensi-”
Inflammatory links between obesity and metabolic disease
Lumeng, C. N., & Saltiel, A. R. (2011) · Journal of Clinical Investigation · doi:10.1172/jci57132 · Cited by 2,319 · see citing works
Transcriptional regulation of macrophage polarization: enabling diversity with identity
Lawrence, T., & Natoli, G. (2011) · Nature Reviews Immunology · doi:10.1038/nri3088 · Cited by 2,284 · see citing works
“More recent studies have shown that PPARγ-deficient macrophages are resistant to M2 polarization and promote insulin resistanc”
BackgroundDifferential Roles of M1 and M2 Microglia in Neurodegenerative Diseases
Tang, Y., & Le, W. (2016) · Molecular Neurobiology · doi:10.1007/s12035-014-9070-5 · Cited by 2,190 · see citing works
Kigerl, K. A., Gensel, J. C., Ankeny, D. P., Alexander, J. K., Donnelly, D. J., & Popovich, P. G. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.3257-09.2009 · Cited by 2,130 · see citing works
“Peroxisome proliferatoractivated receptor agonists, used clinically to treat diabetes, also can promote M2 macrophage differentiation (Odegaard et al., 2007) and have been shown to be neuroprotective in preclinical models of SCI (McTigue et al., 2007).”
BackgroundDavies, L. C., Jenkins, S. J., Allen, J. E., & Taylor, P. R. (2013) · Nature Immunology · doi:10.1038/ni.2705 · Cited by 2,096 · see citing works
Feuerer, M., Herrero, L., Cipolletta, D., Naaz, A., Wong, J., Nayer, A., Lee, J., Goldfine, A. B., Benoist, C., Shoelson, S., et al. (2009) · Nature Medicine · doi:10.1038/nm.2002 · Cited by 2,145 · see citing works
The metabolic signature of macrophage responses
Viola, A., Munari, F., Sánchez-Rodríguez, R., Scolaro, T., & Castegna, A. (2019) · Frontiers in Immunology · doi:10.3389/fimmu.2019.01462 · Cited by 2,021 · see citing works
“Finally, M2d macrophages, also known as tumor-associated macrophages (TAMs), are induced by TLR ligands and A2 adenosine receptor (A2R) agonists, or by IL-6; they secrete high levels of IL-10, TGF-β, and VEGF and low IL12, TNF-α, and IL-1β, and contribute to tumor angiogenesis, growth and metastasis (25).”
BackgroundInfluentialFat and Beyond: The Diverse Biology of PPARγ
Tontonoz, P., & Spiegelman, B. M. (2008) · Annual Review of Biochemistry · doi:10.1146/annurev.biochem.77.061307.091829 · Cited by 2,085 · see citing works
PPARγ signaling and metabolism: the good, the bad and the future
Ahmadian, M., Suh, J. M., Hah, N., Liddle, C., Atkins, A. R., Downes, M., & Evans, R. M. (2013) · Nature Medicine · doi:10.1038/nm.3159 · Cited by 2,016 · see citing works
Molecular Mechanisms That Influence the Macrophage M1–M2 Polarization Balance
Wang, N., Liang, H., & Zen, K. (2014) · Frontiers in Immunology · doi:10.3389/fimmu.2014.00614 · Cited by 1,997 · see citing works
“Studies using PPARγ-deficient macrophages have shown the role of this nuclear receptor in promoting M2 activation to protect mice from insulin resistance (47).”
Adipose tissue inflammation and metabolic dysfunction in obesity
Kawai, T., Autieri, M. V., & Scalia, R. (2021) · American Journal of Physiology-Cell Physiology · doi:10.1152/ajpcell.00379.2020 · Cited by 1,947 · see citing works
Metabolic reprogramming in macrophages and dendritic cells in innate immunity
Kelly, B., & O'Neill, L. A. (2015) · Cell Research · doi:10.1038/cr.2015.68 · Cited by 1,876 · see citing works
The cellular and signaling networks linking the immune system and metabolism in disease
Osborn, O., & Olefsky, J. M. (2012) · Nature Medicine · doi:10.1038/nm.2627 · Cited by 1,551 · see citing works
“Macrophage-specific deletion of peroxisome proliferator–activated receptor-γ (PPAR-γ), a transcription factor that mediates anti-inflammatory and insulin-sensitizing effects, impairs AAM development, derepresses proinflammatory macrophage pathways and accentuates insulin resistance and glucose intoleranc”
BackgroundEosinophils Sustain Adipose Alternatively Activated Macrophages Associated with Glucose Homeostasis
Wu, D., Molofsky, A. B., Liang, H.-E., Ricardo-González, R. R., Jouihan, H. A., Bando, J. K., Chawla, A., & Locksley, R. M. (2011) · Science · doi:10.1126/science.1201475 · Cited by 1,361 · see citing works
Self-citationLipid-associated macrophages control metabolic homeostasis in a Trem2-dependent manner
Jaitin, D. A., Adlung, L., Thaiss, C. A., Weiner, A., Li, B., Descamps, H., Lundgren, P., Bleriot, C., Liu, Z., Deczkowska, A., et al. (2019) · Cell · doi:10.1016/j.cell.2019.05.054 · Cited by 1,377 · see citing works
“…(Boulenouar et al., 2017), dendritic cells and macrophages expressing the transcription factor PPARγ (Cipolletta et al., 2012; Macdougall et al., 2018; Odegaard et al., 2007), as well as macrophages forming “crown-like” structures around large adipocytes that are suggested to preserve tissue…”
BackgroundNormalization of obesity-associated insulin resistance through immunotherapy
Winer, S., Chan, Y., Paltser, G., Truong, D., Tsui, H., Bahrami, J., Dorfman, R., Wang, Y., Zielenski, J., Mastronardi, F., et al. (2009) · Nature Medicine · doi:10.1038/nm.2001 · Cited by 1,370 · see citing works
Macrophage-mediated inflammation in metabolic disease
Chawla, A., Nguyen, K. D., & Goh, Y. P. S. (2011) · Nature reviews. Immunology · doi:10.1038/nri3071 · Cited by 1,314 · see citing works
Self-citationMetabolic Instruction of Immunity
Buck, M. D., Sowell, R., Kaech, S. M., & Pearce, E. L. (2017) · Cell · doi:10.1016/j.cell.2017.04.004 · Cited by 1,232 · see citing works
“…decreases in insulin availability or responsiveness, may instigate a catabolic state that becomes unhinged where lipolysis and also ketosis pillages energy stores within subcutaneous adipose tissue and skeletal muscle culminating in a wasting disorder (Flint et al., 2016; Odegaard et al., 2007).”
Adapting to obesity with adipose tissue inflammation
Reilly, S. M., & Saltiel, A. R. (2017) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2017.90 · Cited by 1,204 · see citing works
Insulin sensitivity: Modulation by nutrients and inflammation
Schenk, S., Saberi, M., & Olefsky, J. M. (2008) · Journal of Clinical Investigation · doi:10.1172/jci34260 · Cited by 1,191 · see citing works
Clinical Update: Cardiovascular Disease in Diabetes Mellitus
Wang, C. C. L., Hess, C. N., Hiatt, W. R., & Goldfine, A. B. (2016) · Circulation · doi:10.1161/circulationaha.116.022194 · Cited by 1,183 · see citing works
Inflammation and insulin resistance
de Luca, C., & Olefsky, J. M. (2008) · FEBS Letters · doi:10.1016/j.febslet.2007.11.057 · Cited by 1,161 · see citing works
“The M2 classification involves cells that express arginase and the anti-inflammatory cytokine Il- 10 and have a high capacity to repair damaged tissue [ 52 ].”
BackgroundPPAR-γ is a major driver of the accumulation and phenotype of adipose tissue Treg cells
Cipolletta, D., Feuerer, M., Li, A., Kamei, N., Lee, J., Shoelson, S. E., Benoist, C., & Mathis, D. (2012) · Nature · doi:10.1038/nature11132 · Cited by 1,143 · see citing works
Macrophage death and defective inflammation resolution in atherosclerosis
Tabas, I. (2010) · Nature Reviews Immunology · doi:10.1038/nri2675 · Cited by 1,120 · see citing works
“, the transcription factors peroxisome proliferator-activated receptor-γ ( PPARγ ) and PPARδ”
BackgroundAnti-Inflammatory Therapy in Chronic Disease: Challenges and Opportunities
Tabas, I., & Glass, C. K. (2013) · Science · doi:10.1126/science.1230720 · Cited by 1,093 · see citing works
Macrophage Polarization in Inflammatory Diseases
Liu, Y., Zou, X., Chai, Y., & Yao, Y.-M. (2014) · International Journal of Biological Sciences · doi:10.7150/ijbs.8879 · Cited by 1,109 · see citing works
“Many key transcription factors are involved in macrophage polarization [12] , like signal transducer and activator of transcription (STATs)[13], interferon-regulatory factor (IRFs) [14, 15] , nuclear factor (NF)-κB [16] , activator protein (AP) 1 [17] , peroxisome proliferator-activated receptor (PPAR)-γ [18, 19] and…”
BackgroundGalli, S. J., Borregaard, N., & Wynn, T. A. (2011) · Nature Immunology · doi:10.1038/ni.2109 · Cited by 1,055 · see citing works
Alternatively activated macrophages produce catecholamines to sustain adaptive thermogenesis
Nguyen, K. D., Qiu, Y., Cui, X., Goh, Y. P. S., Mwangi, J., David, T., Mukundan, L., Brombacher, F., Locksley, R. M., & Chawla, A. (2011) · Nature · doi:10.1038/nature10653 · Cited by 1,038 · see citing works
Self-citationAdipose Tissue Remodeling: Its Role in Energy Metabolism and Metabolic Disorders
Choe, S. S., Huh, J. Y., Hwang, I. J., Kim, J. I., & Kim, J. B. (2016) · Frontiers in Endocrinology · doi:10.3389/fendo.2016.00030 · Cited by 1,206 · see citing works
“It appears that immune homeostasis is determined by crosstalk between elevated M1 and M2 ATMs despite the change in nutritional status (165).”
BackgroundAdipocyte Death, Adipose Tissue Remodeling, and Obesity Complications
Strissel, K. J., Stancheva, Z., Miyoshi, H., Perfield, J. W., DeFuria, J., Jick, Z., Greenberg, A. S., & Obin, M. S. (2007) · Diabetes · doi:10.2337/db07-0767 · Cited by 1,007 · see citing works
“Moreover, intervention strategies that shift the balance of these immune cell inputs toward a more anti-inflammatory (alternatively activated) set point may be effective in preventing or ameliorating inflammatory complications of obesity (12,40).”
BackgroundImplications of macrophage polarization in autoimmunity
Funes, S. C., Rios, M., Escobar‐Vera, J., & Kalergis, A. M. (2018) · Immunology · doi:10.1111/imm.12910 · Cited by 1,005 · see citing works
Obesity, inflammation, and atherosclerosis
Rocha, V. Z., & Libby, P. (2009) · Nature Reviews Cardiology · doi:10.1038/nrcardio.2009.55 · Cited by 994 · see citing works
Adipose tissue expandability, lipotoxicity and the Metabolic Syndrome — An allostatic perspective
Virtue, S., & Vidal-Puig, A. (2010) · Biochimica et Biophysica Acta (BBA) - Molecular and Cell Biology of Lipids · doi:10.1016/j.bbalip.2009.12.006 · Cited by 1,013 · see citing works
Overview of General and Discriminating Markers of Differential Microglia Phenotypes
Jurga, A. M., Paleczna, M., & Kuter, K. Z. (2020) · Frontiers in Cellular Neuroscience · doi:10.3389/fncel.2020.00198 · Cited by 1,000 · see citing works
“This pathway induces CD206 (also known as mannose receptor MRC1), FIZZ1 (also known as resistin-like α), or Ym1 (known as chitinase 3–like 3, CHI3L3), peroxisome proliferator-activated receptors gamma and delta (PPARγ, PPARδ), and ARG1 (Pauleau et al., 2004; Odegaard et al., 2007, 2008).”
BackgroundCommensal bacteria at the interface of host metabolism and the immune system
Brestoff, J. R., & Artis, D. (2013) · Nature Immunology · doi:10.1038/ni.2640 · Cited by 945 · see citing works
The role of macrophages in nonalcoholic fatty liver disease and nonalcoholic steatohepatitis
Kazankov, K., Jørgensen, S. M. D., Thomsen, K. L., Møller, H. J., Vilstrup, H., George, J., Schuppan, D., & Grønbæk, H. (2019) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-018-0082-x · Cited by 941 · see citing works
Metabolic Reprogramming of Macrophages
Freemerman, A. J., Johnson, A. R., Sacks, G. N., Milner, J. J., Kirk, E. L., Troester, M. A., Macintyre, A. N., Goraksha-Hicks, P., Rathmell, J. C., & Makowski, L. (2014) · Journal of Biological Chemistry · doi:10.1074/jbc.m113.522037 · Cited by 956 · see citing works
Mitochondria in the Regulation of Innate and Adaptive Immunity
Weinberg, S. E., Sena, L. A., & Chandel, N. S. (2015) · Immunity · doi:10.1016/j.immuni.2015.02.002 · Cited by 960 · see citing works
Transcriptional control of the inflammatory response
Medzhitov, R., & Horng, T. (2009) · Nature Reviews Immunology · doi:10.1038/nri2634 · Cited by 1,035 · see citing works
Brown, B. N., Ratner, B. D., Goodman, S. B., Amar, S., & Badylak, S. F. (2012) · Biomaterials · doi:10.1016/j.biomaterials.2012.02.034 · Cited by 926 · see citing works
“In normal, non-obese subjects ATMs have a polarized M2 phenotype characterized by increased baseline STAT6 and PPARg expression [29].”
BackgroundVarga, T., Czimmerer, Z., & Nagy, L. (2011) · Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease · doi:10.1016/j.bbadis.2011.02.014 · Cited by 933 · see citing works
Metabolic regulation of immune responses
Ganeshan, K., & Chawla, A. (2014) · Annual Review of Immunology · doi:10.1146/annurev-immunol-032713-120236 · Cited by 926 · see citing works
Self-citationLumeng, C. N.-K., DelProposto, J. B., Westcott, D. J., & Saltiel, A. R. (2008) · Diabetes · doi:10.2337/db08-0872 · Cited by 919 · see citing works
“The importance of this M1/M2a balance in glucose metabolism has been illustrated in macrophage-specific Pparg / mice that have deficient M2a polarization, increased adipose tissue inflammation, and worse insulin resistance (11,12).”
BackgroundKalinkovich, A., & Livshits, G. (2017) · Ageing Research Reviews · doi:10.1016/j.arr.2016.09.008 · Cited by 882 · see citing works
Heterogeneity of Microglial Activation in the Innate Immune Response in the Brain
Colton, C. A. (2009) · Journal of Neuroimmune Pharmacology · doi:10.1007/s11481-009-9164-4 · Cited by 878 · see citing works
“Increased mRNA expression is found for IL-10, TGF-β, CD23 (the low-affinity IgE receptor, FcεRII), insulin growth factor 1 (IGF-1), nerve growth factor (NGF), and peroxisome proliferation activation receptor gamma (PPAR-γ; Brodie et al. 1998; Table 2 Identifying features of microglial activation states Activation stat…”
BackgroundInfluentialAlternative M2 Activation of Kupffer Cells by PPARδ Ameliorates Obesity-Induced Insulin Resistance
Odegaard, J. I., Ricardo-González, R. R., Eagle, A. R., Vats, D., Morel, C. R., Goforth, M. H., Subramanian, V., Mukundan, L., Ferrante, A. W., & Chawla, A. (2008) · Cell Metabolism · doi:10.1016/j.cmet.2008.04.003 · Cited by 840 · see citing works
“Hematopoietic PPARd Protects against Diet-Induced Obesity We recently demonstrated that alternatively activated ATMs protect against diet-induced obesity (Odegaard et al., 2007a), prompting us to evaluate changes in adiposity in PPARd / chimeric animals.”
BackgroundMethodResultInfluentialSelf-citationObesity, inflammation and the immune system
de Heredia, F. P., Gómez-Martínez, S., & Marcos, A. (2012) · Proceedings of the Nutrition Society · doi:10.1017/s0029665112000092 · Cited by 845 · see citing works
New insights into the multidimensional concept of macrophage ontogeny, activation and function
Ginhoux, F., Schultze, J. L., Murray, P. J., Ochando, J., & Biswas, S. K. (2015) · Nature Immunology · doi:10.1038/ni.3324 · Cited by 832 · see citing works
Metabolic Syndrome and Insulin Resistance: Underlying Causes and Modification by Exercise Training
Roberts, C. K., Hevener, A. L., & Barnard, R. J. (2012) · Comprehensive physiology · doi:10.1002/cphy.c110062 · Cited by 919 · see citing works
Kratz, M., Coats, B. R., Hisert, K. B., Hagman, D. K., Mutskov, V. J., Peris, E., Schoenfelt, K. Q., Kuzma, J. N., Larson, I. A., Billing, P. S., et al. (2014) · Cell Metabolism · doi:10.1016/j.cmet.2014.08.010 · Cited by 821 · see citing works
“In contrast, Th2 mediators (e.g., IL-4) drive the M2 phenotype, which activates expression of immunosuppressive factors and peroxisome proliferator-activated receptor gamma (PPARg) that promote tissue remodeling and helps resolve inflammation (Odegaard et al., 2007).”
BackgroundInfluentialIntegration of metabolism and inflammation by lipid-activated nuclear receptors
Bensinger, S. J., & Tontonoz, P. (2008) · Nature · doi:10.1038/nature07202 · Cited by 813 · see citing works
Obesity, Inflammation, and Cancer
Deng, T., Lyon, C. J., Bergin, S. M., Caligiuri, M. A., & Hsueh, W. A. (2016) · Annual Review of Pathology Mechanisms of Disease · doi:10.1146/annurev-pathol-012615-044359 · Cited by 801 · see citing works
Inflammatory mechanisms in the regulation of insulin resistance
Tilg, H., & Moschen, A. R. (2008) · Molecular Medicine · doi:10.2119/2007-00119.tilg · Cited by 779 · see citing works
“This obesity-induced phenotypic switch in adipose tissue macrophage polarization has been recently demonstrated as being orchestrated by PPARγ (86).”
BackgroundKrüppel-like factor 4 regulates macrophage polarization
Liao, X., Sharma, N., Kapadia, F., Zhou, G., Lu, Y., Hong, H., Paruchuri, K., Mahabeleshwar, G. H., Dalmas, E., Venteclef, N., et al. (2011) · Journal of Clinical Investigation · doi:10.1172/jci45444 · Cited by 778 · see citing works
“Sequence analysis revealed two consensus KLF-binding sites (CACCC) within a previously identified IL-4–responsive enhancer region of the Arg1 promoter (13, 30) (Figure 2E and Supplemental Figure 4C).”
BackgroundMethodResultInfluentialMacrophage activation and its role in repair and pathology after spinal cord injury
Gensel, J. C., & Zhang, B. (2015) · Brain Research · doi:10.1016/j.brainres.2014.12.045 · Cited by 774 · see citing works
“Animals with a functional deletion of PPARγ in myeloid lineage cells also fail to generate woundhealing responses (Odegaard et al., 2007).”
BackgroundMauer, J., Chaurasia, B., Goldau, J., Vogt, M. C., Ruud, J., Nguyen, K. D., Theurich, S., Hausen, A. C., Schmitz, J., Brönneke, H. S., et al. (2014) · Nature Immunology · doi:10.1038/ni.2865 · Cited by 727 · see citing works
Self-citationMacrophages, Immunity, and Metabolic Disease
McNelis, J., & Olefsky, J. M. (2014) · Immunity · doi:10.1016/j.immuni.2014.05.010 · Cited by 728 · see citing works
“AAMs predominantly make up the tissueresident macrophages dispersed throughout lean adipose and support adipose homeostasis (Odegaard et al., 2007).”
BackgroundInfluentialThe role of Peroxisome Proliferator-Activated Receptors (PPAR) in immune responses
Christofides, A., Konstantinidou, E., Jani, C., & Boussiotis, V. (2020) · Metabolism: Clinical and Experimental · doi:10.1016/j.metabol.2020.154338 · Cited by 654 · see citing works
Dyken, S. J. V., & Locksley, R. M. (2013) · Annual Review of Immunology · doi:10.1146/annurev-immunol-032712-095906 · Cited by 714 · see citing works
“These factors antagonize the program of anaerobic glycolysis induced within CAMs by hypoxia-inducible transcription factor (HIF)-1α and instead promote a program of aerobic metabolism characterized by β-oxidation of fatty acids.”
InfluentialRegulatory Mechanisms for Adipose Tissue M1 and M2 Macrophages in Diet-Induced Obese Mice
Fujisaka, S., Usui, I., Bukhari, A., Ikutani, M., Oya, T., Kanatani, Y., Tsuneyama, K., Nagai, Y., Takatsu, K., Urakaze, M., et al. (2009) · Diabetes · doi:10.2337/db08-1475 · Cited by 715 · see citing works
Mechanisms of insulin resistance in obesity
Ye, J. (2013) · Frontiers of Medicine · doi:10.1007/s11684-013-0262-6 · Cited by 699 · see citing works
“An increase in M1 and decrease in M2 were found in adipose tissue of obese mice [34,36].”
Understanding the glucoregulatory mechanisms of metformin in type 2 diabetes mellitus
Foretz, M., Guigas, B., & Viollet, B. (2019) · Nature Reviews Endocrinology · doi:10.1038/s41574-019-0242-2 · Cited by 686 · see citing works
Macrophage polarization in pathology
Sica, A., Erreni, M., Allavena, P., & Porta, C. (2015) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-015-1995-y · Cited by 673 · see citing works
“In line with the established association between M1 inflammation and insulin resistance, genetic ablation of key transcription factors guiding M2 macrophage polarization [21] demonstrated that myeloid-specific disruption of PPARc, PPARd, and Krüppel-like factor 4 (KLF4) predisposes to development of diet-induced obesi…”
BackgroundKang, K., Reilly, S. M., Karabacak, V., Gangl, M. R., Fitzgerald, K., Hatano, B., & Lee, C.-H. (2008) · Cell Metabolism · doi:10.1016/j.cmet.2008.04.002 · Cited by 699 · see citing works
“in PPARd / macrophages (Figure 1) but remain intact in PPARg / macrophages (Odegaard et al., 2007).”
BackgroundInfluentialTargeting adipose tissue in the treatment of obesity-associated diabetes
Kusminski, C. M., Bickel, P. E., & Scherer, P. E. (2016) · Nature Reviews Drug Discovery · doi:10.1038/nrd.2016.75 · Cited by 678 · see citing works
Lee, B.-C., & Lee, J. (2013) · Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease · doi:10.1016/j.bbadis.2013.05.017 · Cited by 697 · see citing works
Chiu, I. M., Morimoto, E. T. A., Goodarzi, H., Liao, J. T., O’Keeffe, S., Phatnani, H. P., Muratet, M., Carroll, M. C., Levy, S., Tavazoie, S., et al. (2013) · Cell Reports · doi:10.1016/j.celrep.2013.06.018 · Cited by 651 · see citing works
“In inflammatory conditions, M2 macrophages are involved in wound healing and regulation of insulin resistance (Odegaard et al., 2007).”
Regulation of metabolism by the innate immune system
Lackey, D. E., & Olefsky, J. M. (2016) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2015.189 · Cited by 667 · see citing works
Neuroinflammation after traumatic brain injury: Opportunities for therapeutic intervention
Kumar, A., & Loane, D. J. (2012) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2012.06.008 · Cited by 684 · see citing works
“Notably, PPARc receptor agonist are used clinically for the treatment of type 2 diabetes, and PPARc modulates macrophage M2 alternative activation states thereby improving resistance to insulin (Odegaard et al., 2007).”
Type 2 cytokines: mechanisms and therapeutic strategies
Wynn, T. A. (2015) · Nature reviews. Immunology · doi:10.1038/nri3831 · Cited by 671 · see citing works
Possible involvement of the M2 anti‐inflammatory macrophage phenotype in growth of human gliomas
Komohara, Y., Ohnishi, K., Kuratsu, J., & Takeya, M. (2008) · The Journal of Pathology · doi:10.1002/path.2370 · Cited by 738 · see citing works
“Obesity changes adipose tissue macrophages from an M2 phenotype to an M1 phenotype, and M1 macrophages play a prominent role in obesity-induced insulin resistance of adipocytes [10,11].”
BackgroundPPARs at the crossroads of lipid signaling and inflammation
Wahli, W., & Michalik, L. (2012) · Trends in Endocrinology and Metabolism · doi:10.1016/j.tem.2012.05.001 · Cited by 677 · see citing works
Macrophage phenotypes in atherosclerosis
Colin, S., Chinetti‐Gbaguidi, G., & Staels, B. (2014) · Immunological Reviews · doi:10.1111/imr.12218 · Cited by 657 · see citing works
“A macrophage-specific deletion of PPARc impaired alternative activation of mouse macrophages (108).”
BackgroundAlternative macrophage activation and metabolism
Odegaard, J. I., & Chawla, A. (2011) · Annual Review of Pathology: Mechanisms of Disease · doi:10.1146/annurev-pathol-011110-130138 · Cited by 640 · see citing works
“Not surprisingly, these approaches identified activation of STAT6, IL-4’s well-studied transcriptional effector, as the critical initiating event in macrophage alternative activation (66); however, PPARγ and PPARδ (see sidebar), the body’s fatty acid sensors, were identified as responsible for sustaining it (Figure 5)…”
InfluentialSelf-citationAlternatively activated microglia and macrophages in the central nervous system
Franco, R., & Fernández‐Suárez, D. (2015) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2015.05.003 · Cited by 650 · see citing works
Chhor, V., Charpentier, T. L., Lebon, S., Oré, M. V., Lara‐Celador, I., Josserand, J., Degos, V., Jacotot, E. D., Hagberg, H., Sävman, K., et al. (2013) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2013.02.005 · Cited by 647 · see citing works
Pleiotropic actions of insulin resistance and inflammation in metabolic homeostasis
Odegaard, J. I., & Chawla, A. (2013) · Science · doi:10.1126/science.1230721 · Cited by 643 · see citing works
Self-citationMacrophages: Their role, activation and polarization in pulmonary diseases
Arora, S., Dev, K., Agarwal, B., Das, P., & Syed, M. A. (2017) · Immunobiology · doi:10.1016/j.imbio.2017.11.001 · Cited by 640 · see citing works
JNK Expression by Macrophages Promotes Obesity-Induced Insulin Resistance and Inflammation
Han, M. S., Jung, D. Y., Morel, C., Lakhani, S. A., Kim, J. K., Flavell, R. A., & Davis, R. J. (2012) · Science · doi:10.1126/science.1227568 · Cited by 635 · see citing works
Self-citationThe TSC-mTOR pathway regulates macrophage polarization
Byles, V., Covarrubias, A. J., Ben‐Sahra, I., Lamming, D. W., Sabatini, D. M., Manning, B. D., & Horng, T. (2013) · Nature Communications · doi:10.1038/ncomms3834 · Cited by 628 · see citing works
“Additionally, activation of the nuclear receptors PPAR γ and PPAR δ is necessary for full implementation of the M2 program 4, 5 .”
Targeting macrophages in cancer immunotherapy
Duan, Z., & Luo, Y. (2021) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-021-00506-6 · Cited by 634 · see citing works
PPARγ and the global map of adipogenesis and beyond
Lefterova, M. I., Haakonsson, A. K., Lazar, M. A., & Mandrup, S. (2014) · Trends in Endocrinology and Metabolism · doi:10.1016/j.tem.2014.04.001 · Cited by 629 · see citing works
Takeda, N., O'Dea, E. L., Doedens, A. L., Kim, J., Weidemann, A., Stockmann, C., Asagiri, M., Simon, M. C., Hoffmann, A., & Johnson, R. S. (2010) · Genes & Development · doi:10.1101/gad.1881410 · Cited by 621 · see citing works
Distribution of macrophage polarization markers in human atherosclerosis
Stöger, J. L., Gijbels, M. J., van der Velden, S., Manca, M., van der Loos, C. M., Biessen, E. A. L., Daemen, M. J. A. P., Lutgens, E., & de Winther, M. P. J. (2012) · Atherosclerosis · doi:10.1016/j.atherosclerosis.2012.09.013 · Cited by 622 · see citing works
“Notably, adipose tissue macrophages assist healthy metabolism under lean conditions through their anti-inflammatory M2 properties [30].”
Metabolic Regulation of Macrophage Polarization in Cancer
Mehla, K., & Singh, P. K. (2019) · Trends in cancer · doi:10.1016/j.trecan.2019.10.007 · Cited by 622 · see citing works
Transcriptional Control of Mitochondrial Biogenesis and Function
Hock, M. B., & Kralli, A. (2009) · Annual Review of Physiology · doi:10.1146/annurev.physiol.010908.163119 · Cited by 616 · see citing works
“PPARγ and PPARδ promote oxidative metabolism and mitochondrial biogenesis during alternative activation in macrophages (60, 61).”
BackgroundDixon, L. J., Barnes, M., Tang, H., Pritchard, M. T., & Nagy, L. E. (2013) · Comprehensive Physiology · doi:10.1002/cphy.c120026 · Cited by 628 · see citing works
- Authors
- Odegaard, J. I., Ricardo-Gonzalez, R. R., Goforth, M. H., Morel, C. R., Subramanian, V., Mukundan, L., Eagle, A. R., Vats, D., Brombacher, F., Ferrante, A. W., & Chawla, A.
- Affiliations
- Stanford Medicine (US)
- Columbia University Irving Medical Center (US)
- University of Cape Town (ZA)
- Corresponding author
- Chawla, Ajay
- Venue
- Nature
- Published
- 2007-05-21
- Volume
- 447
- Issue
- 7148
- Pages
- 1116-1120
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC2587297
- OpenAlex
- W2167485774
- Cited by
- 2,107
- References
- 32
- Citations by year
- 2026: 91 · 2025: 67 · 2024: 98 · 2023: 101 · 2022: 103 · 2021: 139 · 2020: 131 · 2019: 118 · 2018: 117 · 2017: 126 · 2016: 110 · 2015: 132 · 2014: 124 · 2013: 151 · 2012: 125
- FWCI
- 36.07
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- National Heart, Lung, and Blood Institute (R01HL076746)
- National Institute of Allergy and Infectious Diseases (F31AI066402, T32AI007290)
- National Institute of Diabetes and Digestive and Kidney Diseases (K08DK062386, R01DK076760, R01DK066525)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Peroxisome Proliferator-Activated Receptors
- Health Sciences › Medicine › Epidemiology › Adipokines, Inflammation, and Metabolic Diseases
- Life Sciences › Immunology and Microbiology › Immunology › Immune cells in cancer
- Keywords
- PPARγ, macrophage polarization, alternative activation, insulin resistance, obesity, adipose tissue inflammation, CCR2, diet-induced obesity, impaired glucose tolerance, oxidative phosphorylation, skeletal muscle, liver, type 2 diabetes, myeloid cells, nutrient homeostasis
- MeSH terms
- Adipose Tissue, Animals, Cell Line, Dietary Fats, Glucose, Homeostasis, Insulin, Insulin Resistance, Macrophage Activation, Macrophages, Male, Mice, Inbred BALB C, Organ Size, Weight Gain, Leishmaniasis, Cutaneous, Leishmania major, Mice, Knockout, Genetic Predisposition to Disease, PPAR gamma, Mice, Adiponectin
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