Microglial PD-1 stimulation by astrocytic PD-L1 suppresses neuroinflammation and Alzheimer’s disease pathology
Open accessAbstract
Chronic neuroinflammation is a pathogenic component of Alzheimer’s disease (AD) that may limit the ability of the brain to clear amyloid deposits and cellular debris. Tight control of the immune system is therefore key to sustain the ability of the brain to repair itself during homeostasis and disease. The immune‐cell checkpoint receptor/ligand pair PD‐1/PD‐L1, known for their inhibitory immune function, is expressed also in the brain. Here, we report upregulated expression of PD‐L1 and PD‐1 in astrocytes and microglia, respectively, surrounding amyloid plaques in AD patients and in the APP/PS1 AD mouse model. We observed juxtamembrane shedding of PD‐L1 from astrocytes, which may mediate ectodomain signaling to PD‐1‐expressing microglia. Deletion of microglial PD‐1 evoked an inflammatory response and compromised amyloid‐β peptide (Aβ) uptake. APP/PS1 mice deficient for PD‐1 exhibited increased deposition of Aβ, reduced microglial Aβ uptake, and decreased expression of the Aβ receptor CD36 on microglia. Therefore, ineffective immune regulation by the PD‐1/PD‐L1 axis contributes to Aβ plaque deposition during chronic neuroinflammation in AD. Neuroinflammation, a hallmark of Alzheimer’s disease (AD), is involved in beta‐amyloid peptide (Aβ) plaque deposition and clearance. Here, the PD‐1/PD‐L1 axis is found as an important pathway for regulating the immune system in the brain, sustaining microglial Aβ uptake and reducing chronic neuroinflammation. The immune‐checkpoint receptor/ligand pair PD‐1/PD‐L1 sustains phagocytic function of microglia to prevent Aβ plaque deposition in APP/PS mouse models and patient tissues.
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?
A majority of Alzheimer's disease risk genes identified through genome-wide association studies are highly expressed in microglia, suggesting a key role in microglial dysfunction.
“A majority of AD risk genes identified through genome-wide association studies are highly expressed in microglia, the brain’s innate immune cells, suggesting a key role in microglial dysfunction (Kummer et al., 2021; Penney et al., 2020; Teipel et al., 2022).”
From A novel molecular class that recruits HDAC/MECP2 complexes to PU.1 motifs reduces neuroinflammation (2023) · cites this paper as Kummer et al., 2021
The Results section ('PD-1 regulates microglial Aβ uptake and inflammation'; page unavailable) links altered microglial gene expression to inflammatory pathways, supporting a role for microglial dysfunction in AD pathology. It does not say that a majority of GWAS-identified AD risk genes are highly expressed in microglia; searches for 'genome-wide association studies' and 'GWAS risk genes' found no such passage. (LLM, conf=0.82)
Experimental — accuracy not yet measured
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
clusterProfiler: an R Package for Comparing Biological Themes Among Gene Clusters
Yu, G., Wang, L.-G., Han, Y., & He, Q.-Y. (2012) · OMICS: A Journal of Integrative Biology · doi:10.1089/omi.2011.0118 · Cited by 36,259 · see citing works
PD-1 and PD-L1 Immune Checkpoint Blockade to Treat Breast Cancer
Hartkopf, A. D., Taran, F., Wallwiener, M., Walter, C. B., Krämer, B., Grischke, E., & Brucker, S. Y. (2016) · Breast Care · doi:10.1159/000453569 · Cited by 30,989 · see citing works
Differential expression analysis for sequence count data
Anders, S., & Huber, W. (2010) · Genome Biology · doi:10.1186/gb-2010-11-10-r106 · Cited by 15,581 · see citing works
Adverse Renal Effects of Immune Checkpoint Inhibitors: A Narrative Review
Wanchoo, R., Karam, S., Uppal, N. N., Barta, V. S., Deray, G., Devoe, C., Launay‐Vacher, V., Jhaveri, K. D., & on behalf of Cancer and Kidney International Network Workgroup on Immune Checkpoint Inhibitors (2017) · American Journal of Nephrology · doi:10.1159/000455014 · Cited by 15,314 · see citing works
Polazzi, E., Mengoni, I., Caprini, M., Peña‐Altamira, E., Kurtys, E., & Monti, B. (2012) · Neurosignals · doi:10.1159/000337115 · Cited by 9,023 · see citing works
Bindea, G., Mlecnik, B., Hackl, H., Charoentong, P., Tosolini, M., Kirilovsky, A., Fridman, W.-H., Pagès, F., Trajanoski, Z., & Galon, J. (2009) · Bioinformatics · doi:10.1093/bioinformatics/btp101 · Cited by 6,280 · see citing works
Neuroinflammation in Alzheimer's disease
Heneka, M. T., Carson, M. J., Khoury, J. E., Landreth, G. E., Brosseron, F., Feinstein, D. L., Jacobs, A. H., Wyss-Coray, T., Vitorica, J., Ransohoff, R. M., et al. (2015) · The Lancet Neurology · doi:10.1016/s1474-4422(15)70016-5 · Cited by 6,226 · see citing works
Self-citationMorris water maze: procedures for assessing spatial and related forms of learning and memory
Vorhees, C. V., & Williams, M. T. (2006) · Nature Protocols · doi:10.1038/nprot.2006.116 · Cited by 4,629 · see citing works
Maere, S., Heymans, K., & Kuiper, M. (2005) · Bioinform. · doi:10.1093/bioinformatics/bti551 · Cited by 4,251 · see citing works
Wherry, E. J. (2011) · Nature Immunology · doi:10.1038/ni.2035 · Cited by 4,062 · cited 1× · see citing works
“This anergy phenomenon has been observed in T cells and can be overcome by disrupting PD-L1/PD-1 interaction (Tsushima et al , 2007; Wherry, 2011).”
Microglia: Active sensor and versatile effector cells in the normal and pathologic brain
Hanisch, U.-K., & Kettenmann, H. (2007) · Nature Neuroscience · doi:10.1038/nn1997 · Cited by 3,676 · see citing works
Complement and microglia mediate early synapse loss in Alzheimer mouse models
Hong, S., Beja-Glasser, V. F., Nfonoyim, B. M., Frouin, A., Li, S., Ramakrishnan, S., Merry, K. M., Shi, Q., Rosenthal, A., Barres, B. A., et al. (2016) · Science · doi:10.1126/science.aad8373 · Cited by 3,343 · cited 1× · see citing works
“…context, PD-1 not only regulates the inflammatory response mediated by inflammatory cytokines, e.g., IL-1 b , in AD (Heneka et al , 2013; Sheedy et al , 2013), but also modulates the complement system, which has recently been discussed to be critical for synaptic loss in AD (Hong et al , 2016).”
NLRP3 is activated in Alzheimer’s disease and contributes to pathology in APP/PS1 mice
Heneka, M. T., Kummer, M. P., Stutz, A., Delekate, A., Schwartz, S., Vieira-Saecker, A., Griep, A., Axt, D., Remus, A., Tzeng, T.-C., et al. (2013) · Nature · doi:10.1038/nature11729 · Cited by 2,898 · see citing works
Self-citationNishimura, H., Nose, M., Hiai, H., Minato, N., & Honjo, T. (1999) · Immunity · doi:10.1016/s1074-7613(00)80089-8 · Cited by 2,749 · see citing works
Jung, S., Aliberti, J., Graemmel, P., Sunshine, M. J., Kreutzberg, G. W., Sher, A., & Littman, D. R. (2000) · Molecular and Cellular Biology · doi:10.1128/mcb.20.11.4106-4114.2000 · Cited by 2,632 · see citing works
The PD‐1 pathway in tolerance and autoimmunity
Francisco, L. M., Sage, P. T., & Sharpe, A. H. (2010) · Immunological Reviews · doi:10.1111/j.1600-065x.2010.00923.x · Cited by 2,300 · see citing works
Enrichment Map: A Network-Based Method for Gene-Set Enrichment Visualization and Interpretation
Merico, D., Isserlin, R., Stueker, O., Emili, A., & Bader, G. D. (2010) · PLoS ONE · doi:10.1371/journal.pone.0013984 · Cited by 2,235 · see citing works
Statistical analysis of real-time PCR data
Yuan, J. S., Reed, A., Chen, F., & Stewart, C. N. (2006) · BMC Bioinformatics · doi:10.1186/1471-2105-7-85 · Cited by 2,192 · see citing works
Wolfe, M. S., Xia, W., Ostaszewski, B. L., Diehl, T. S., Kimberly, W. T., & Selkoe, D. J. (1999) · Nature · doi:10.1038/19077 · Cited by 1,913 · see citing works
Autoimmune Dilated Cardiomyopathy in PD-1 Receptor-Deficient Mice
Nishimura, H., Okazaki, T., Tanaka, Y., Nakatani, K., Hara, M., Matsumori, A., Sasayama, S., Mizoguchi, A., Hiai, H., Minato, N., et al. (2001) · Science · doi:10.1126/science.291.5502.319 · Cited by 1,868 · see citing works
Chemnitz, J. M., Parry, R. V., Nichols, K. E., June, C. H., & Riley, J. L. (2004) · The Journal of Immunology · doi:10.4049/jimmunol.173.2.945 · Cited by 1,246 · see citing works
Edwards, D. R., Handsley, M. M., & Pennington, C. (2008) · Molecular Aspects of Medicine · doi:10.1016/j.mam.2008.08.001 · Cited by 1,165 · see citing works
Sheedy, F. J., Grebe, A., Rayner, K. J., Kalantari, P., Ramkhelawon, B., Carpenter, S. B., Becker, C. E., Ediriweera, H. N., Mullick, A. E., Golenbock, D. T., et al. (2013) · Nature Immunology · doi:10.1038/ni.2639 · Cited by 935 · see citing works
Okazaki, T., Maeda, A., Nishimura, H., Kurosaki, T., & Honjo, T. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.231486598 · Cited by 849 · see citing works
Co-expression of multiple transgenes in mouse CNS: a comparison of strategies
Jankowsky, J. L., Slunt, H. H., Ratovitski, T., Jenkins, N. A., Copeland, N. G., & Borchelt, D. (2001) · Biomolecular Engineering · doi:10.1016/s1389-0344(01)00067-3 · Cited by 819 · see citing works
A learning deficit related to age and β-amyloid plaques in a mouse model of Alzheimer's disease
Chen, G., Chen, K. S., Knox, J., Inglis, J., Bernard, A., Martin, S. J., Justice, A., McConlogue, L., Games, D., Freedman, S. B., et al. (2000) · Nature · doi:10.1038/35050103 · Cited by 740 · see citing works
Holtman, I. R., Raj, D. D., Miller, J. A., Schaafsma, W., Yin, Z., Brouwer, N., Wes, P. D., Möller, T., Orre, M., Kamphuis, W., et al. (2015) · Acta Neuropathologica Communications · doi:10.1186/s40478-015-0203-5 · Cited by 619 · see citing works
High‐yield isolation of murine microglia by mild trypsinization
Saura, J., Tusell, J. M., & Serratosa, J. (2003) · Glia · doi:10.1002/glia.10274 · Cited by 595 · see citing works
Dynamics of the Microglial/Amyloid Interaction Indicate a Role in Plaque Maintenance
Bolmont, T., Haiss, F., Eicke, D., Radde, R., Mathis, C. A., Klunk, W. E., Kohsaka, S., Jucker, M., & Calhoun, M. E. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.4814-07.2008 · Cited by 526 · see citing works
A Cell Surface Receptor Complex for Fibrillar β-Amyloid Mediates Microglial Activation
Bamberger, M. E., Harris, M. E., McDonald, D. R., Husemann, J., & Landreth, G. E. (2003) · The Journal of Neuroscience · doi:10.1523/jneurosci.23-07-02665.2003 · Cited by 501 · see citing works
CD36 Mediates the Innate Host Response to β-Amyloid
El Khoury, J. B., Moore, K. J., Means, T. K., Leung, J., Terada, K., Toft, M., Freeman, M. W., & Luster, A. D. (2003) · The Journal of Experimental Medicine · doi:10.1084/jem.20021546 · Cited by 483 · see citing works
Establishment of NOD- Pdcd1 -/- mice as an efficient animal model of type I diabetes
Wang, J., Yoshida, T., Nakaki, F., Hiai, H., Okazaki, T., & Honjo, T. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0505497102 · Cited by 436 · see citing works
Baruch, K., Deczkowska, A., Rosenzweig, N., Tsitsou-Kampeli, A., Sharif, A. M., Matcovitch-Natan, O., Kertser, A., David, E., Amit, I., & Schwartz, M. (2016) · Nature Medicine · doi:10.1038/nm.4022 · Cited by 425 · see citing works
Reiß, K., & Säftig, P. (2008) · Seminars in Cell and Developmental Biology · doi:10.1016/j.semcdb.2008.11.002 · Cited by 424 · see citing works
Nitration of Tyrosine 10 Critically Enhances Amyloid β Aggregation and Plaque Formation
Kummer, M. P., Hermes, M., Delekarte, A., Hammerschmidt, T., Kumar, S., Terwel, D., Walter, J., Pape, H.-C., König, S., Roeber, S., et al. (2011) · Neuron · doi:10.1016/j.neuron.2011.07.001 · Cited by 336 · see citing works
Yamanaka, M., Ishikawa, T., Griep, A., Axt, D., Kummer, M. P., & Heneka, M. T. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.1569-12.2012 · Cited by 326 · see citing works
PD-1 promotes immune exhaustion by inducing antiviral T cell motility paralysis
Zinselmeyer, B. H., Heydari, S., Sacristán, C., Nayak, D., Cammer, M., Herz, J., Cheng, X., Davis, S. J., Dustin, M. L., & McGavern, D. B. (2013) · The Journal of Experimental Medicine · doi:10.1084/jem.20121416 · Cited by 260 · see citing works
Interaction between B7-H1 and PD-1 determines initiation and reversal of T-cell anergy
Tsushima, F., Yao, S., Shin, T., Flies, A. S., Flies, S. J., Xu, H., Tamada, K., Pardoll, D. M., & Chen, L. (2007) · Blood · doi:10.1182/blood-2006-11-060087 · Cited by 237 · see citing works
Wang, Z., Zhang, C., Liu, X., Wang, Z., Sun, L., Li, G., Liang, J., Hu, H., Liu, Y., Zhang, W., et al. (2016) · OncoImmunology · doi:10.1080/2162402x.2016.1196310 · Cited by 191 · see citing works
Terwel, D., Steffensen, K. R., Verghese, P. B., Kummer, M. P., Gustafsson, J.-Å., Holtzman, D. M., & Heneka, M. T. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.6546-10.2011 · Cited by 181 · see citing works
WordCloud: a Cytoscape plugin to create a visual semantic summary of networks
Oesper, L., Merico, D., Isserlin, R., & Bader, G. D. (2011) · Source Code for Biology and Medicine · doi:10.1186/1751-0473-6-7 · Cited by 175 · see citing works
Yao, A., Liu, F., Chen, K., Tang, L. V., Liu, L., Zhang, K., Yu, C., Bian, G., Guo, H., Zheng, J., et al. (2014) · Neurotherapeutics · doi:10.1007/s13311-013-0254-x · Cited by 163 · see citing works
Bailly, C., Thuru, X., & Quesnel, B. (2021) · Cancers · doi:10.3390/cancers13123034 · Cited by 120 · see citing works
GGA1 Is Expressed in the Human Brain and Affects the Generation of Amyloid β-Peptide
Wahle, T., Thal, D. R., Sastre, M., Rentmeister, A., Bogdanović, N., Famulok, M., Heneka, M. T., & Walter, J. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.1982-06.2006 · Cited by 86 · see citing works
Ren, X. S., Akiyoshi, K., Vandenbark, A. A., Hurn, P. D., & Offner, H. (2011) · Stroke · doi:10.1161/strokeaha.111.613182 · Cited by 82 · see citing works
Glial cells suppress postencephalitic CD8 + T lymphocytes through PD‐L1
Schachtele, S. J., Hu, S., Sheng, W. S., Mutnal, M. B., & Lokensgard, J. R. (2014) · Glia · doi:10.1002/glia.22701 · Cited by 77 · see citing works
Immunoregulatory role of B7-H1 in chronicity of inflammatory responses.
Dong, H., & Chen, X. (2006) · PubMed · Cited by 76 · see citing works
Jäger, S., Leuchtenberger, S., Martin, A. M., Czirr, E., Wesselowski, J., Dieckmann, M., Waldron, E., Korth, C., Koo, E. H., Heneka, M. T., et al. (2009) · Journal of Neurochemistry · doi:10.1111/j.1471-4159.2009.06420.x · Cited by 73 · see citing works
Midbrain microglia mediate a specific immunosuppressive response under inflammatory conditions
Abellanas, M. A., Zamarbide, M., Basurco, L., Luquin, E., García‐Granero, M., Clavero, P., Martín‐Úriz, P. S., Vilas‐Zornoza, A., Mengual, E., Hervás‐Stubbs, S., et al. (2019) · Journal of Neuroinflammation · doi:10.1186/s12974-019-1628-8 · Cited by 64 · see citing works
Latta‐Mahieu, M., Elmer, B. M., Bretteville, A., Wang, Y., Lopez‐Grancha, M., Goniot, P., Moindrot, N., Ferrari, P., Blanc, V., Schussler, N., et al. (2017) · Glia · doi:10.1002/glia.23260 · Cited by 63 · see citing works
The Microglia-activating Potential of Thrombin
Hanisch, U., van Rossum, D., Xie, Y., Gast, K., Misselwitz, R., Auriola, S. O. K., Goldsteins, G., Koıstınaho, J., Kettenmann, H., & Möller, T. (2004) · Journal of Biological Chemistry · doi:10.1074/jbc.m408318200 · Cited by 56 · see citing works
PD-L1 (B7-H1) regulation in zones of axonal degeneration
Lipp, M., Brandt, C., Dehghani, F., Kwidzinski, E., & Bechmann, I. (2007) · Neuroscience Letters · doi:10.1016/j.neulet.2007.07.053 · Cited by 23 · see citing works
Kroner, A., Schwab, N., Ip, C. W., Sommer, C., Wessig, C., Wiendl, H., & Martini, R. (2008) · Neurobiology of Disease · doi:10.1016/j.nbd.2008.09.021 · Cited by 13 · see citing works
Flagged first, then by citations
2 of the 55 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
An exhausted-like microglial population accumulates in aged and APOE4 genotype Alzheimer’s brains
Millet, A., Ledo, J. H., & Tavazoie, S. F. (2024) · Immunity · doi:10.1016/j.immuni.2023.12.001 · Cited by 132 · see citing works
PD-L1: From cancer immunotherapy to therapeutic implications in multiple disorders
Lee, D., Cho, M., Kim, E., Seo, Y., & Cha, J. (2024) · Molecular Therapy · doi:10.1016/j.ymthe.2024.09.026 · Cited by 124 · see citing works
Inflammasome assembly in neurodegenerative diseases
Singh, J., Habean, M. L., & Panicker, N. (2023) · Trends in Neurosciences · doi:10.1016/j.tins.2023.07.009 · Cited by 83 · see citing works
Linnerbauer, M., Beyer, T., Nirschl, L., Farrenkopf, D., Lößlein, L., Vandrey, O., Peter, A., Tsaktanis, T., Kébir, H., Laplaud, D. A., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-40982-8 · Cited by 81 · see citing works
PD-1/PD-L Axis in Neuroinflammation: New Insights
Manenti, S., Orrico, M., Masciocchi, S., Mandelli, A., Finardi, A., & Furlan, R. (2022) · Frontiers in Neurology · doi:10.3389/fneur.2022.877936 · Cited by 65 · see citing works
Salminen, A. (2024) · Journal of Molecular Medicine · doi:10.1007/s00109-024-02444-6 · Cited by 61 · see citing works
Chandra, S., Di Meco, A., Dodiya, H. B., Popovic, J., Cuddy, L. K., Weigle, I. Q., Zhang, X., Sadleir, K., Sisodia, S. S., & Vassar, R. (2023) · Molecular Neurodegeneration · doi:10.1186/s13024-023-00635-2 · Cited by 58 · see citing works
Kumari, S., Dhapola, R., Sharma, P., Singh, S. K., & HariKrishnaReddy, D. (2023) · Ageing Research Reviews · doi:10.1016/j.arr.2023.102098 · Cited by 57 · see citing works
Targetability of the neurovascular unit in inflammatory diseases of the central nervous system
Smith, B. C., Tinkey, R. A., Shaw, B. C., & Williams, J. L. (2022) · Immunological Reviews · doi:10.1111/imr.13121 · Cited by 53 · see citing works
Adaptive immune changes associate with clinical progression of Alzheimer’s disease
van Olst, L., Kamermans, A., Halters, S., van der Pol, S. M. A., Rodríguez, E., Verberk, I. M. W., Verberk, S. G. S., Wessels, D. W. R., Rodriguez-Mogeda, C., Verhoeff, J., et al. (2024) · Molecular Neurodegeneration · doi:10.1186/s13024-024-00726-8 · Cited by 52 · see citing works
Labib, D., Wang, Z., Prakash, P. S., Zimmer, M., Smith, M. D., Frazel, P. W., Barbar, L., Sapar, M. L., Calabresi, P. A., Peng, J., et al. (2022) · Frontiers in Molecular Neuroscience · doi:10.3389/fnmol.2022.870085 · Cited by 42 · see citing works
Sarazin, M., Lagarde, J., Haddad, I. E., de Souza, L. D., Bellier, B., Potier, M.-C., Bottlaender, M., & Dorothée, G. (2024) · Nature Aging · doi:10.1038/s43587-024-00630-2 · Cited by 34 · see citing works
INPP5D modulates TREM2 loss-of-function phenotypes in a β-amyloidosis mouse model
Iguchi, A., Takatori, S., Kimura, S., Muneto, H., Wang, K., Etani, H., Ito, G., Sato, H., Hori, Y., Sasaki, J., et al. (2023) · iScience · doi:10.1016/j.isci.2023.106375 · Cited by 37 · see citing works
Evans, J. A., Mendonca, P., & Soliman, K. F. A. (2023) · Brain Sciences · doi:10.3390/brainsci13081144 · Cited by 37 · see citing works
Microglia–T cell conversations in brain cancer progression
Mirzaei, R., & Yong, V. W. (2022) · Trends in Molecular Medicine · doi:10.1016/j.molmed.2022.08.006 · Cited by 35 · see citing works
Immune modulation to treat Alzheimer’s disease
Duggan, M. R., Morgan, D., Price, B. R., Rajbanshi, B., Martín‐Peña, A., Tansey, M. G., & Walker, K. A. (2025) · Molecular Neurodegeneration · doi:10.1186/s13024-025-00828-x · Cited by 39 · see citing works
Vinnakota, J. M., Adams, R. C., Athanassopoulos, D., Schmidt, D., Biavasco, F., Zähringer, A., Erny, D., Schwabenland, M., Langenbach, M., Wenger, V., et al. (2024) · Science Translational Medicine · doi:10.1126/scitranslmed.adj9672 · Cited by 34 · see citing works
A novel molecular class that recruits HDAC/MECP2 complexes to PU.1 motifs reduces neuroinflammation
Ralvenius, W. T., Mungenast, A. E., Woolf, H., Huston, M. M., Gillingham, T. Z., Godin, S. K., Penney, J., Cam, H. P., Gao, F., Fernandez, C. G., et al. (2023) · Journal of Experimental Medicine · doi:10.1084/jem.20222105 · Cited by 31 · see citing works
“A majority of AD risk genes identified through genome-wide association studies are highly expressed in microglia, the brain ’ s innate immune cells, suggesting a key role in microglial dysfunction (Kummer et al., 2021; Penney et al., 2020; Teipel et al., 2022).”
Glial polarization in neurological diseases: Molecular mechanisms and therapeutic opportunities
Liu, Y., Wu, L., Peng, W., & Mao, X. (2024) · Ageing Research Reviews · doi:10.1016/j.arr.2024.102638 · Cited by 31 · see citing works
Smith, B. C., Tinkey, R. A., Brock, O. D., Mariam, A., Habean, M. L., Dutta, R., & Williams, J. L. (2023) · Journal of Neuroinflammation · doi:10.1186/s12974-023-02917-4 · Cited by 27 · see citing works
Immune dysfunction in Alzheimer disease
Butovsky, O., Rosenzweig, N., Kleemann, K. L., Jorfi, M., Kuchroo, V. K., Tanzi, R. E., & Weiner, H. L. (2025) · Nature reviews. Neuroscience · doi:10.1038/s41583-025-00997-0 · Cited by 34 · see citing works
Wang, K., Yang, R., Li, J., Wang, H., Wan, L., & He, J. (2025) · Frontiers in Pharmacology · doi:10.3389/fphar.2025.1591438 · Cited by 27 · see citing works
Hepatic acetyl-CoA metabolism modulates neuroinflammation and depression susceptibility via acetate
Cao, Y., Zhao, Y., Deng, T., Zhou, Q., Hu, G., Hu, Z., Jiang, Y.-Y., Yang, X., Wang, F., Wu, P.-F., et al. (2025) · Cell Metabolism · doi:10.1016/j.cmet.2025.08.010 · Cited by 24 · see citing works
Immune regulation in neurovascular units after traumatic brain injury
Wang, Z., & Chen, G. (2023) · Neurobiology of Disease · doi:10.1016/j.nbd.2023.106060 · Cited by 24 · see citing works
Mladinich, M. C., Himmler, G. E., Conde, J. N., Gorbunova, E. E., Schutt, W. R., Sarkar, S., Tsirka, S.-A. E., Kim, H. K., & Mackow, E. R. (2024) · Journal of Virology · doi:10.1128/jvi.00560-24 · Cited by 22 · see citing works
Gopalakrishna, P. K., Nassir, C. M. N. C. M., Anandan, S., Hussan, F., Dandala, K. C. R., Sura, S., Jagadeesan, S., Moklas, M. A. M., Vishnumukkala, T., & Hein, Z. M. (2026) · Cellular and Molecular Neurobiology · doi:10.1007/s10571-026-01671-4 · Cited by 22 · see citing works
Ghareghani, M., & Rivest, S. (2023) · International Journal of Molecular Sciences · doi:10.3390/ijms241310905 · Cited by 19 · see citing works
PD-1/PD-L1 axis is involved in the interaction between microglial polarization and glioma
Wang, X., Guo, W., Chen, Y.-F., Hong, C., Ji, J., Zhang, X.-Y., Dong, Y., & Sun, X. (2024) · International Immunopharmacology · doi:10.1016/j.intimp.2024.112074 · Cited by 18 · see citing works
Immune checkpoint inhibition perturbs neuro-immune homeostasis and impairs cognitive function
Ifejeokwu, O. V., Do, A. H., El-Khatib, S. M., Ho, N., Zavala, A., Othy, S., & Acharya, M. M. (2025) · Journal of Experimental & Clinical Cancer Research · doi:10.1186/s13046-025-03442-3 · Cited by 20 · see citing works
The role of inhibitory immune checkpoint receptors in the pathogenesis of Alzheimer’s disease
Salminen, A. (2024) · Journal of Molecular Medicine · doi:10.1007/s00109-024-02504-x · Cited by 16 · see citing works
Pan, A. L., Audrain, M., Sakakibara, E., Joshi, R., Zhu, X., Wang, Q., Wang, M., Beckmann, N. D., Schadt, E. E., Gandy, S., et al. (2022) · Cells · doi:10.3390/cells11233880 · Cited by 16 · see citing works
Chronological versus immunological aging: Immune rejuvenation to arrest cognitive decline
Basurco, L., Abellanas, M. A., Purnapatre, M., Antonello, P., & Schwartz, M. (2024) · Neuron · doi:10.1016/j.neuron.2024.12.004 · Cited by 15 · see citing works
Lin, S., Zhan, Y., Wang, R., & Pei, J. (2025) · Frontiers in Immunology · doi:10.3389/fimmu.2025.1616899 · Cited by 14 · see citing works
Chen, Y., & Colonna, M. (2022) · Current Opinion in Immunology · doi:10.1016/j.coi.2022.102233 · Cited by 13 · see citing works
Zou, Y., Wang, C., Li, H., Zhong, M., Lin, J., Hu, Y., Chen, Z., & Gan, C. (2024) · Frontiers in Pharmacology · doi:10.3389/fphar.2024.1500105 · Cited by 13 · see citing works
Cheng, Y., Chen, B., Bian, G., Ding, Y., & Chen, L.-W. (2022) · Molecular Neurobiology · doi:10.1007/s12035-022-02758-x · Cited by 13 · see citing works
Zheng, Y., Zhang, Q., Zhou, X., Yao, L., Zhu, Q., & Fu, Z. (2023) · Scientific Reports · doi:10.1038/s41598-023-49206-x · Cited by 12 · see citing works
PD-1 immunology in the kidneys: a growing relationship
Chen, R., Lin, Q., Tang, H., Dai, X., Jiang, L., Cui, N., & Li, X. (2024) · Frontiers in Immunology · doi:10.3389/fimmu.2024.1458209 · Cited by 12 · see citing works
Contextualizing the Role of Osteopontin in the Inflammatory Responses of Alzheimer’s Disease
Lalwani, R. C., Volmar, C., Wahlestedt, C., Webster, K. A., & Shehadeh, L. A. (2023) · Biomedicines · doi:10.3390/biomedicines11123232 · Cited by 11 · see citing works
Emerging functions and therapeutic targets of IL‐38 in central nervous system diseases
Gao, Y., Cai, L., Wu, Y., Jiang, M., Zhang, Y., Ren, W., Song, Y., Li, L., Lei, Z., Wu, Y., et al. (2024) · CNS Neuroscience & Therapeutics · doi:10.1111/cns.14550 · Cited by 10 · see citing works
PD-L1/PD-1 pathway: a potential neuroimmune target for pain relief
Deng, D., Zhang, T., Ma, L., Zhao, W., Huang, S., Wang, K., Shu, S., & Chen, X. (2024) · Cell & Bioscience · doi:10.1186/s13578-024-01227-3 · Cited by 9 · see citing works
Wang, K., Er, J., Zhang, Y., Song, C., Yu, Y., Gao, R., Xu, H., Dong, X., Yuan, L., Liu, Q., et al. (2024) · CNS Neuroscience & Therapeutics · doi:10.1111/cns.14893 · Cited by 10 · see citing works
Interrogation of human microglial phagocytosis by CRISPR genome editing
Chang, J. C.-Y., Wang, C., & Lin, S. (2023) · Frontiers in Immunology · doi:10.3389/fimmu.2023.1169725 · Cited by 9 · see citing works
Gruol, D. L., Calderon, D., Huitrón‐Reséndiz, S., Cates‐Gatto, C., & Roberts, A. J. (2023) · Cells · doi:10.3390/cells12182306 · Cited by 9 · see citing works
Chen, Z., Li, W., Meng, B., Xu, C., Huang, Y., Li, G., Wen, Z., Liu, J., & Mao, Z. (2024) · iScience · doi:10.1016/j.isci.2024.110243 · Cited by 8 · see citing works
Wei, Q., Li, J., Zhao, C., Su, M., Na, L., Wu, Z. B., Liu, F., Cui, L., Hu, W., & Zhao, Y. (2024) · CNS Neuroscience & Therapeutics · doi:10.1111/cns.14811 · Cited by 8 · see citing works
The role of the hypothalamus in the development of cancer cachexia
Stagikas, D., Simos, Y. V., Lakkas, L. S., Filis, P., Peschos, D., & Tsamis, K. I. (2025) · Physiology & Behavior · doi:10.1016/j.physbeh.2025.114909 · Cited by 9 · see citing works
Recent advances in Alzheimer’s disease pathogenesis and therapeutics from an immune perspective
Nguyen, T.-D., Dang, L. N., Jang, J.-H., & Park, S. (2023) · Journal of Pharmaceutical Investigation · doi:10.1007/s40005-023-00631-0 · Cited by 8 · see citing works
PD-1 Attenuates Neuropathic Pain by Ameliorating NLRP3 Inflammasome-Mediated Microglia Pyroptosis
Deng, D., Ma, L., Shen, J., Huang, L., Zhang, T., Yang, X., Huang, S., Zhao, W., Zhou, Y., Fan, S., et al. (2025) · Molecular Neurobiology · doi:10.1007/s12035-025-05225-5 · Cited by 7 · see citing works
Zuo, Z., Xiao, Z., Zhang, L., Deng, S., He, X., Mu, Y., Wang, P., Feng, Y., Wang, Z., Li, S., et al. (2025) · Biomaterials · doi:10.1016/j.biomaterials.2025.123574 · Cited by 7 · see citing works
Gopukumar, S. T., Dwivedi, D., Gowri, K., Karpakavalli, M., Nair, C., Singh, D., & Das, U. (2025) · Medicine in Drug Discovery · doi:10.1016/j.medidd.2025.100237 · Cited by 8 · see citing works
N6-methyladenosine participates in mouse hippocampus neurodegeneration via PD-1/PD-L1 pathway
Hu, W., Xie, H., Zeng, Y., Pei, P., Zhan, X., Wang, S., & Wang, Z. (2023) · Frontiers in Neuroscience · doi:10.3389/fnins.2023.1145092 · Cited by 7 · see citing works
The role of the gut microbiome in the regulation of astrocytes in Alzheimer's disease
Chandra, S., & Vassar, R. J. (2024) · Neurotherapeutics · doi:10.1016/j.neurot.2024.e00425 · Cited by 7 · see citing works
The immune landscape of high-grade brain tumor after treatment with immune checkpoint blockade
Park, J. H., Kang, I., & Lee, H. K. (2022) · Frontiers in Immunology · doi:10.3389/fimmu.2022.1044544 · Cited by 7 · see citing works
Deciphering T Cell Dynamics in Alzheimer's Disease Pathogenesis: Insights and Implications
Yang, Q., Qiu, Y., Ni, J., Li, H., & Qing, H. (2025) · Current Neuropharmacology · doi:10.2174/011570159x350611250303044527 · Cited by 6 · see citing works
Moadab, A., Khorramdelazad, H., Javar, M. T. A., Rostami‐Nejad, M., Mirzaie, S., Hatami, S., Mahdavi, N., Ghaffari, S., & Yazdian, F. A. (2025) · Journal of Neuroimmune Pharmacology · doi:10.1007/s11481-025-10206-5 · Cited by 6 · see citing works
Zou, Y., Jiang, J., Li, Y., Ding, X., Tong, Q., Shi, Y., Xiao, L., & Chen, L. (2025) · Advanced Science · doi:10.1002/advs.202400747 · Cited by 6 · see citing works
Missorting of plasma miRNAs in aging and Alzheimer's disease
Čarná, M., Novotný, J., Dragišić, N., Slavík, H., Sheardová, K., Geda, Y. E., Vyhnálek, M., Laczó, J., Hort, J., Mao, Z., et al. (2023) · Journal of Neurochemistry · doi:10.1111/jnc.15801 · Cited by 6 · see citing works
Morioka, N., Nakamura, Y., Hisaoka‐Nakashima, K., & Nakata, Y. (2024) · Biochemical Pharmacology · doi:10.1016/j.bcp.2024.116058 · Cited by 6 · see citing works
Foley, K. E., Weekman, E. M., Krick, K. E., Johnson, S. N., Sudduth, T. L., & Wilcock, D. M. (2024) · Journal of Neuroscience · doi:10.1523/jneurosci.1456-24.2024 · Cited by 5 · see citing works
Cheng, F., Yan, B., Gao, H., Liao, P., Zhang, W., Jia, Z., Chen, F., & Lei, P. (2025) · International Journal of Surgery · doi:10.1097/js9.0000000000002954 · Cited by 5 · see citing works
Yoon, J.-Y., Ha, H., Lee, H. W., Kim, S.-Y., Yu, Y. M., & Chun, H. (2025) · Molecular Psychiatry · doi:10.1038/s41380-025-03413-2 · Cited by 5 · see citing works
Panda, S. P., Reddy, P. H., Gorla, U. S., & Prasanth, D. (2022) · Molecular Biology Reports · doi:10.1007/s11033-022-08113-6 · Cited by 5 · see citing works
Distinct forebrain regions define a dichotomous astrocytic profile in multiple system atrophy
Schneider, Y., Gauer, C., Andert, M., Hoffmann, A., Riemenschneider, M. J., Krebs, W., Chalmers, N., Lötzsch, C., Naumann, U. J., Xiang, W., et al. (2024) · Acta Neuropathologica Communications · doi:10.1186/s40478-023-01699-3 · Cited by 6 · see citing works
Zeng, X., Fan, L., Qin, Q., Zheng, D., Wang, H., Li, M., Jiang, Y., Wang, H., Liu, H., Liang, S., et al. (2024) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2024.08.042 · Cited by 5 · see citing works
The many connections of UFMylation with Alzheimer’s disease: a comprehensive review
Yan, T., Clarkson, B. D. S., Lou, Z., Springer, W., & Fiesel, F. C. (2025) · Molecular Neurodegeneration · doi:10.1186/s13024-025-00855-8 · Cited by 4 · see citing works
Wang, J.-P., An, C.-C., Wang, Z.-N., Wei, Z.-J., & Dai, Y. (2026) · Frontiers in Oncology · doi:10.3389/fonc.2025.1752562 · Cited by 4 · see citing works
Sarkar, A., Nagappa, M., Dey, S., Mondal, S., Babu, G. S., Choudhury, S. P., Akhil, P., & Debnath, M. (2023) · Journal of the Peripheral Nervous System · doi:10.1111/jns.12605 · Cited by 4 · see citing works
Neuroimmune Dysfunction in Alzheimer’s Disease and Other Forms of Dementia
Yamane, T., Yoshioka, T., & Shimo, Y. (2024) · Chemical and Pharmaceutical Bulletin · doi:10.1248/cpb.c23-00464 · Cited by 4 · see citing works
Han, S., Cho, S.-A., Choi, W., Eilbeck, K. L., Coon, H. H., Nho, K. T., & Lee, Y. (2025) · BMC Genomics · doi:10.1186/s12864-025-11362-x · Cited by 5 · see citing works
Fan, L., Liu, H., Li, S., Li, L., Zhang, Z., Liu, P., Yang, H., Xia, S., Cao, X., Wang, C., et al. (2025) · Neuroscience Bulletin · doi:10.1007/s12264-025-01507-z · Cited by 3 · see citing works
Mehrabadi, S. (2024) · Current Aging Science · doi:10.2174/0118746098342537241121042621 · Cited by 3 · see citing works
Wu, J., Zhang, C., Cao, Q., Xuan, W., Huai, X., Zhou, J., & Tian, J. (2025) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2025.1570428 · Cited by 2 · see citing works
Jiang, A., Shi, D., Que, X., Lin, Z., Chen, Y., Huang, Y., Liu, C., Wen, Y., Zhang, S., & Huang, W. (2025) · Frontiers in Molecular Biosciences · doi:10.3389/fmolb.2025.1585761 · Cited by 2 · see citing works
Neuroinflammation and neurodegeneration trigger a specific splice form of ribosomal protein S24
Magadi, S. S., Jonson, M., Lucena, P. B., Caliandro, M. F., Almeida, B., Bilalli, L., Budinger, D., Tsoi, A., Ntzouni, M. P., Maqdissi, J. A., et al. (2026) · Brain · doi:10.1093/brain/awag166 · Cited by 5 · see citing works
Fu, H., Yang, J., & Zhang, M. Y. (2026) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2026.1838306 · Cited by 2 · see citing works
Wang, Q.-Q., Sun, Q.-Q., Guo, Y.-S., Yin, S., & Zhou, J. (2026) · Translational Neurodegeneration · doi:10.1186/s40035-026-00571-3 · Cited by 2 · see citing works
Ma, L., Low, Y. L., Zhuo, Y., Chu, C., Wang, Y., Fowler, C. J., Tan, E. C. K., Masters, C. L., Jin, L., & Pan, Y. (2024) · Scientific Reports · doi:10.1038/s41598-024-54875-3 · Cited by 2 · see citing works
Xu, Z., Wang, Y., Jiang, C., Wang, Z., Cheng, Y., & Fan, M. (2024) · Molecular Pain · doi:10.1177/17448069241252384 · Cited by 2 · see citing works
Jian, C., Xia, J., Wang, N., Li, Y., Shi, L., Ding, Q., Yan, Y., He, J., Tian, H. M., & Gao, W. (2025) · European Journal of Pharmacology · doi:10.1016/j.ejphar.2025.177843 · Cited by 2 · see citing works
Advance of immune checkpoint inhibitors in CNS disease
Sun, J., Shao, X., Wang, X., & Liu, F. (2023) · Human Brain · doi:10.37819/hb.3.1785 · Cited by 2 · see citing works
Park, T., Chang, L., Chung, S. W., Lee, S., Bae, S., Condello, C., Kim, Y. H., Lee, J., Kim, H.-J., Kwon, H.-K., et al. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.09.13.612389 · Cited by 2 · see citing works
Rodríguez, A., Yang, C., Gan, W., Karlinsey, K. S., Zhou, B., Rich, S. S., Taylor, K. D., Guo, X., Rotter, J. I., Johnson, W. C., et al. (2025) · medRxiv · doi:10.1101/2025.01.08.25320225 · Cited by 2 · see citing works
Magadi, S. S., Jonson, M., Maqdissi, J. A., Kaczmarczyk, L., Zijlstra, J., Perkins, M., Paul, G., Hallbeck, M., Ingelsson, M., Watts, J. C., et al. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.03.28.645676 · Cited by 2 · see citing works
Liu, Z., Zhao, Z., Xie, H., Lu, N., Liu, J., & Jiao, Q. (2024) · Frontiers in Immunology · doi:10.3389/fimmu.2024.1295309 · Cited by 1 · see citing works
Avila‐Gutierrez, K., Sauvage, M.-A. C.-D., Depret, N., Oudart, M., Thompson, R., Alvear‐Perez, R., Poulot-Becq-Giraudon, Y., Kozlowski, E., Monnet, H., Mailly, P., et al. (2026) · Neurobiology of Disease · doi:10.1016/j.nbd.2026.107528 · Cited by 1 · see citing works
Luo, L., Yu, M., Li, X., Bi, Y., Duan, P., Meng, Y., Jin, Z., Feng, W., Li, L., Xing, Y., et al. (2026) · Neurochemical Research · doi:10.1007/s11064-026-04724-8 · Cited by 1 · see citing works
Li, E., Zhang, P., & Feng, W. (2026) · Frontiers in Immunology · doi:10.3389/fimmu.2026.1783786 · Cited by 1 · see citing works
Li, J., Liao, Z., Zhang, K., Liu, Y., Xu, H., Cao, D., Yang, J., Han, J., Zeng, L., Shen, Z., et al. (2026) · Journal of Neuroscience · doi:10.1523/jneurosci.0586-26.2026 · Cited by 1 · see citing works
Kumar, N., Mir, P. A., Bhutia, G. T., Chaudhary, P., Kaur, G., Alam, Q., Pawar, S. D., & Gupta, S. K. (2026) · Molecular Neurobiology · doi:10.1007/s12035-026-05983-w · Cited by 1 · see citing works
Localized PD-1 CAR T therapy reprograms neuroinflammation
Shalita, R., Yehuda, M. B., Gur, C., Frid, Y., McGrath, S., Suhler, R., Bolokan, L., Eisenberg, V., Sharet-Eshed, R., Shlomi-Loubaton, S., et al. (2026) · Cell · doi:10.1016/j.cell.2026.06.036 · Cited by 1 · see citing works
Neuron-derived exosomes trigger a PD-L1-mediated broad suppression of T cells in Parkinson’s diseasePreprint
Chen, Z., Xu, C., Li, G., Wen, Z., Liu, J., & Mao, Z. (2022) · Research Square · doi:10.21203/rs.3.rs-2109216/v1 · Cited by 1 · see citing works
Kamińska, M., Dudzinska, N. A. M., Klapper, A., Geißler, S., Taudte, N., Greiser, S., Potempa, J., Cynis, H., & Mydel, P. M. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.06.06.658266 · Cited by 1 · see citing works
Neuroprotective and detrimental effects of astrocytes on amyloid plaque formation
Gan, H.-R. (2023) · Journal of Student Research · doi:10.47611/jsrhs.v12i1.4295
Muley, V. Y. (2023) · Frontiers in Neuroscience · doi:10.3389/fnins.2023.1342890
Mladinich, M. C., Himmler, G. E., Conde, J. N., Gorbunova, E. E., Schutt, W. R., Sarkar, S., Tsirka, S. E., Kim, H. K., & Mackow, E. R. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.12.18.572230
PD-1/PD-L1 Inhibitors for Alzheimer’s Pathology: A Literature ReviewPreprint
HUANG, S. F., Long, Y., Lau, K., & Nagpal, B. (2024) · doi:10.31234/osf.io/hf9y3
Su, Z., Wang, J., Lai, Q., Wang, Z., Liu, P., Tang, Z., Yu, H., Chen, Y., Ma, X., & Hou, L. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.07.26.666839 · Cited by 1 · see citing works
Lee, P.-Y., Chiu, C. C., Kuo, P., Huang, C., Tsai, S., Kuo, C., & Chen, W.-Y. (2025) · Annals of General Psychiatry · doi:10.1186/s12991-025-00591-9
- Authors
- Kummer, M. P., Ising, C., Kummer, C., Sarlus, H., Griep, A., Vieira‐Saecker, A., Schwartz, S., Halle, A., Brückner, M., Händler, K., Schultze, J. L., Beyer, M., Latz, E., & Heneka, M. T.
- Affiliations
- University of Bonn (DE)
- German Center for Neurodegenerative Diseases (DE)
- Center of Advanced European Studies and Research (DE)
- Corresponding author
- Kummer, Markus P
- Heneka, Michael T
- ORCID
- Venue
- The EMBO Journal
- Published
- 2021-11-26
- Volume
- 40
- Issue
- 24
- Pages
- e108662-e108662
- ISSN
- 0261-4189 (ISSN-L)
- 1460-2075
- PMC
- PMC8672180
- OpenAlex
- W3215791278
- Cited by
- 127
- References
- 55
- Citations by year
- 2026: 22 · 2025: 28 · 2024: 42 · 2023: 24 · 2022: 10 · 2021: 1
- FWCI
- 9.38
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- The EMBO Journal (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Open Repository and Bibliography (University of Luxembourg) (submittedVersion, other-oa)
- DZNE Pub (submittedVersion, other-oa)
- Funders
- European Union Seventh Framework Program (INMIND)
- Deutsche Forschungsgemeinschaft (KFO177, IS 299/3‐1, EXC2151‐390873048)
- Topics
- Life Sciences › Neuroscience › Neurology › Neuroinflammation and Neurodegeneration Mechanisms
- Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
- Life Sciences › Immunology and Microbiology › Immunology › Phagocytosis and Immune Regulation
- Keywords
- Alzheimer's disease, neuroinflammation, PD-1/PD-L1 axis, microglia, astrocytes, amyloid plaques, amyloid-beta uptake, CD36, APP/PS1 mice, immune checkpoint, phagocytosis, amyloid-beta clearance, ectodomain shedding
- MeSH terms
- Aged, Aged, 80 and over, Alzheimer Disease, Animals, Astrocytes, Disease Models, Animal, Female, HeLa Cells, Humans, Male, Mice, Transgenic, Middle Aged, Up-Regulation, Case-Control Studies, Amyloid beta-Protein Precursor, Gene Deletion, Microglia, CD36 Antigens, Mice, HEK293 Cells, B7-H1 Antigen, Programmed Cell Death 1 Receptor
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