Deletion of neuronal Idol ameliorates Alzheimer's disease–related pathologies via APOE receptors
Open accessAbstract
INTRODUCTION: Overexpression of the low‐density lipoprotein receptor (LDLR) is known to decrease apolipoprotein E (APOE) levels and alleviate amyloid beta (Aβ) pathology. We hypothesized that inhibiting the Inducible Degrader of LDLR (IDOL), an enzyme that ubiquitinates LDLR for degradation, would increase endogenous LDLR levels and attenuate amyloid pathology. METHODS: To investigate the cell‐type–specific role of IDOL, we generated Idol conditional knockout mice on an Aβ‐amyloidosis mouse model and performed biochemical, histological, and multi‐omics analyses. RESULTS: We demonstrated that neuronal, but not microglial, Idol deletion reduced amyloid accumulation and altered brain LDLR and APOE levels, indicating the critical role of neuronal IDOL‐LDLR in amyloid pathology. In addition, neuronal Idol deletion increased the levels of Reelin receptors important for synaptic function, and single‐nuclei RNA sequencing revealed significant changes associated with synaptic organization. DISCUSSION: Neuronal IDOL, but not microglial IDOL, plays a key role in Alzheimer's disease pathogenesis by regulating the levels of brain APOE receptors. Highlights: Neuronal, but not microglial, Idol deletion reduces amyloid burden and modulates brain APOE and LDLR levels. Deletion of neuronal Idol increases the levels of APOER2 and VLDLR, the Reelin receptors, in the brain. Single‐nuclei RNA sequencing highlights the neuronal IDOL's impact on inhibitory neurons and synaptic organization. Targeting neuronal IDOL may provide multiple therapeutic benefits in Alzheimer's disease by modulating APOE receptors.
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TL;DR
Neuronal, but not microglial, deletion of the E3 ubiquitin ligase Idol in 5XFAD mice reduced amyloid beta accumulation and gliosis while increasing brain LDLR and Reelin receptors and decreasing APOE. The authors conclude that neuronal IDOL regulates AD-related pathology through APOE receptors and may be a therapeutic target.
Key findings
- Neuronal Idol deletion reduced cortical insoluble Aβ40 and Aβ42 by 69% and 61%, respectively, and soluble Aβ40/Aβ42 by 34% and 45%; hippocampal insoluble Aβ40/Aβ42 decreased by 30% and 25%. Microglial Idol deletion did not change cortical insoluble Aβ40 or Aβ42.
- Neuronal Idol deletion increased LDLR and decreased APOE in brain, whereas microglial Idol deletion changed neither; it also increased APOER2 and VLDLR, the Reelin receptors.
- Proteomics detected 11,829 proteins and highlighted lipid metabolism/cholesterol transport, with “Cholesterol dysregulation in Alzheimer's disease” as the top pathway.
- snRNA-seq found reduced proportions of inhibitory neuron clusters 10 and 22, identified as Meis2+ neurons, and CellChat showed increased neuronal signaling, especially involving inhibitory/excitatory neurons and neurexin/GABA-A/glutamate pathways.
Methods
- Generated microglia-specific (5XFAD;MG cKO) and neuron-specific (5XFAD;Neu cKO) Idol conditional knockout mice on the 5XFAD Aβ-amyloidosis model; microglial deletion was tamoxifen-inducible at 1.5 months, and brains were collected at 4 months. Female mice were used in all experiments.
- Measured Aβ by electrochemiluminescence, proteins by Western blot, plaques/gliosis by immunohistochemistry, and performed proteomics, bulk RNA-seq, and single-nuclei RNA-seq with pathway/network analyses.
- Statistical comparisons used unpaired two-tailed t-tests with p < 0.05 considered significant; sample sizes were based on power calculations, and histology quantification was blinded.
Limitations
- Stated: snRNA-seq used a modest sample size (N = 2 mice/genotype), and larger sample sizes are required to capture transcriptomic alterations and biological variability.
- Stated: the study did not assess tauopathy, and future research should determine whether neuronal IDOL inhibition can therapeutically alter AD pathologies and cognitive outcomes.
- Evident from the text: all experiments used female mice only, at a single 4-month time point, in the 5XFAD mouse model, with no human validation reported.
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Claims the paper makes
68 of 99 cited sources checked · 46 supported · 0 flagged · accuracy not yet measured
- Premisecitation
APOE binds to cell surface receptors including LDLR, LRP1, VLDLR, and APOER2.
“APOE binds to cell surface receptors, such as low‐density lipoprotein receptor (LDLR), LDLR‐related protein 1 (LRP1), very low‐density lipoprotein receptor (VLDLR), and apolipoprotein E receptor 2 (APOER2 or LRP8). 2 , 14 , 15”
Quote in the paperSubstantial claim3 of 3 sources checked- cites [2] Raulin AC, Doss SV, Trottier ZA, Ikezu TC, Bu G, Liu CC. ApoE in Alzheimer's disease: pathophysiology and therapeutic strategies. Mol Neurodegener. 2022; 17(1): 72. doi: 10.1186/s13024-022-00574-4 36348357 PMC9644639 source
The “APOE biology: synthesis, structure, and function” section says apoE binds cell-surface receptors including LDLR and LRP1. The passages found do not identify VLDLR or APOER2 (LRP8) as apoE-binding receptors; the paper’s mention of VLDL refers to a lipoprotein, not its receptor. (LLM, conf=0.87)
Experimental — accuracy not yet measured - cites [14] Lane‐Donovan C, Herz J. ApoE, ApoE receptors, and the synapse in Alzheimer's disease. Trends Endocrinol Metab. 2017; 28(4): 273‐ 284. doi: 10.1016/j.tem.2016.12.001 28057414 PMC5366078 source
- cites [15] Kanekiyo T, Xu H, Bu G. ApoE and Aβ in Alzheimer's disease: accidental encounters or partners? Neuron. 2014; 81(4): 740‐ 754. doi: 10.1016/j.neuron.2014.01.045 24559670 PMC3983361 source
- Premisecitation
Overexpression of Ldlr decreases both APOE and Aβ levels by enhancing Aβ clearance in amyloidosis mouse models.
“Indeed, overexpression of Ldlr decreased both APOE and Aβ levels by enhancing Aβ clearance in amyloidosis mouse models. 16 , 18”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [16] Kim J, Castellano JM, Jiang H, et al. Overexpression of low‐density lipoprotein receptor in the brain markedly inhibits amyloid deposition and increases extracellular A beta clearance. Neuron. 2009; 64(5): 632‐ 644. doi: 10.1016/j.neuron.2009.11.013 20005821 PMC2787195 source
- cites [18] Castellano JM, Deane R, Gottesdiener AJ, et al. Low‐density lipoprotein receptor overexpression enhances the rate of brain‐to‐blood Aβ clearance in a mouse model of β‐amyloidosis. Proc Natl Acad Sci USA. 2012; 109(38): 15502‐ 15507. doi: 10.1073/pnas.1206446109 22927427 PMC3458349 source
- Premisecitation
IDOL is an E3 ubiquitin ligase that ubiquitinates LDLR, triggering its lysosomal degradation.
“IDOL is an E3 ubiquitin ligase that ubiquitinates LDLR, thereby triggering its lysosomal degradation. 19”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [19] Zelcer N, Hong C, Boyadjian R, Tontonoz P. LXR regulates cholesterol uptake through Idol‐dependent ubiquitination of the LDL receptor. Science. 2009; 325(5936): 100‐ 104. doi: 10.1126/science.1168974 19520913 PMC2777523 source
- Premisecitation
APOE influences Alzheimer's disease-related pathologies including Aβ accumulation, tauopathy, neuroinflammation, and synaptic impairment.
“These efforts have resulted in identifying multiple mechanisms by which APOE influences AD‐related pathologies, including amyloid beta (Aβ) accumulation, tauopathy, neuroinflammation, and synaptic impairment. 2”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [2] Raulin AC, Doss SV, Trottier ZA, Ikezu TC, Bu G, Liu CC. ApoE in Alzheimer's disease: pathophysiology and therapeutic strategies. Mol Neurodegener. 2022; 17(1): 72. doi: 10.1186/s13024-022-00574-4 36348357 PMC9644639 source
- Premisecitation
Female mice exhibit more pronounced amyloid pathology in the 5XFAD model.
“Female mice were used in all experiments, as females exhibit more pronounced amyloid pathology in the 5XFAD model. 21”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [21] Oakley H, Cole SL, Logan S, et al. Intraneuronal beta‐amyloid aggregates, neurodegeneration, and neuron loss in transgenic mice with five familial Alzheimer's disease mutations: potential factors in amyloid plaque formation. J Neurosci. 2006; 26(40): 10129‐ 10140. doi: 10.1523/JNEUROSCI.1202-06.2006 17021169 PMC6674618 source
In “5XFAD mice rapidly accumulate massive Aβ42 levels in brain” (page unavailable), the authors report that young female mice in two 5XFAD lines tended to have slightly higher cerebral Aβ42 levels than age-matched males. They say the trend diminished at older ages and do not establish that females generally have more pronounced amyloid pathology or greater plaque burden. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
Idol is expressed predominantly in microglia and neurons in the brain.
“Because Idol is expressed predominantly in microglia and neurons in the brain, 20 we generated microglia‐ and neuron‐specific Idol KO mouse models”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
- Premisecitation
Constitutive deletion of Idol ameliorated Aβ-amyloidosis pathology.
“We previously demonstrated that constitutive deletion of the Idol gene ameliorated Aβ‐amyloidosis pathology. 20”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
- Study design and conductown data
Power analyses using previously published data from 4.5- and 8-month-old 5XFAD mice identified that female mice showed less variability in pathological measures.
“In addition, we performed power analyses using our previously published data from 4.5‐ and 8‐month‐old 5XFAD mice to identify the cohort with the least variability. 25 , 26 These analyses identified that female mice showed less variability in pathological measures.”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites [25] Karahan H, Smith DC, Kim B, et al. The effect of Abi3 locus deletion on the progression of Alzheimer's disease‐related pathologies. Brief Research Report. Front Immunol. 2023; 14. doi: 10.3389/fimmu.2023.1102530 PMC9988916 36895556 source
- cites [26] Karahan H, Smith DC, Kim B, et al. Deletion of Abi3 gene locus exacerbates neuropathological features of Alzheimer's disease in a mouse model of Aβ amyloidosis. Science Advances. 2021; 7(45): eabe3954. doi: 10.1126/sciadv.abe3954 34731000 PMC8565913 source
The Results section (“Soluble and insoluble Aβ levels are increased”) reports a power-based sample-size calculation, and Materials and Methods (“Animals”) confirms that the study used 4.5- and 8-month-old 5XFAD mice. Neither passage says that female mice had less variability in pathological measures or that a power analysis identified them as the least-variable cohort. Page numbers are unavailable in our copy. (LLM, conf=0.78)
Experimental — accuracy not yet measured
- Premisecitation
Deletion of Ldlr increases APOE levels in the brain.
“Indeed, deletion of Ldlr increased APOE levels in the brain. 59 , 60 , 61”
Quote in the paperSubstantial claim2 of 3 sources checked- cites [59] Fryer JD, Demattos RB, McCormick LM, et al. The low density lipoprotein receptor regulates the level of central nervous system human and murine apolipoprotein E but does not modify amyloid plaque pathology in PDAPP mice. J Biol Chem. 2005; 280(27): 25754‐ 25759. doi: 10.1074/jbc.M502143200 15888448 source
- cites [60] Cao D, Fukuchi K, Wan H, Kim H, Li L. Lack of LDL receptor aggravates learning deficits and amyloid deposits in Alzheimer transgenic mice. Neurobiol Aging. 2006; 27(11): 1632‐ 1643. doi: 10.1016/j.neurobiolaging.2005.09.011 16236385 source
- cites [61] Katsouri L, Georgopoulos S. Lack of LDL receptor enhances amyloid deposition and decreases glial response in an Alzheimer's disease mouse model. PLoS One. 2011; 6(7): e21880. doi: 10.1371/journal.pone.0021880 21755005 PMC3130747 source
- Premisecitation
Overexpression of Ldlr significantly reduces APOE and Aβ levels in Aβ-amyloidosis mouse models.
“Of note, the overexpression of Ldlr significantly reduced APOE and Aβ levels in Aβ‐amyloidosis mouse models. 16 , 18”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [16] Kim J, Castellano JM, Jiang H, et al. Overexpression of low‐density lipoprotein receptor in the brain markedly inhibits amyloid deposition and increases extracellular A beta clearance. Neuron. 2009; 64(5): 632‐ 644. doi: 10.1016/j.neuron.2009.11.013 20005821 PMC2787195 source
- cites [18] Castellano JM, Deane R, Gottesdiener AJ, et al. Low‐density lipoprotein receptor overexpression enhances the rate of brain‐to‐blood Aβ clearance in a mouse model of β‐amyloidosis. Proc Natl Acad Sci USA. 2012; 109(38): 15502‐ 15507. doi: 10.1073/pnas.1206446109 22927427 PMC3458349 source
- Premisecitation
LDLR is an APOE receptor responsible for APOE uptake.
“As LDLR is an APOE receptor responsible for APOE uptake, we also measured the levels of APOE in the brain.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [59] Fryer JD, Demattos RB, McCormick LM, et al. The low density lipoprotein receptor regulates the level of central nervous system human and murine apolipoprotein E but does not modify amyloid plaque pathology in PDAPP mice. J Biol Chem. 2005; 280(27): 25754‐ 25759. doi: 10.1074/jbc.M502143200 15888448 source
- Premisecitation
Inhibition of IDOL with an antisense oligonucleotide induces transcriptomic changes mainly in microglia populations.
“Moreover, the inhibition of IDOL with an antisense oligonucleotide induced transcriptomic changes mainly in microglia populations, as detected by single‐cell RNA‐seq. 62”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [62] Gao J, Littman R, Diamante G, et al. Therapeutic Idol reduction ameliorates amyloidosis and improves cognitive function in APP/PS1 mice. Mol Cell Biol. 2020; 40(8): e00518‐ 19. doi: 10.1128/mcb.00518-19 31964754 PMC7108818 source
The Results (pp. 9–10) describe single-cell RNA-seq of hippocampal cells from IDOL-ASO-treated APP/PS1 mice and report altered microglial gene expression. But the Results (p. 10) say that microglia and oligodendrocytes had the largest numbers of differentially expressed genes, so the claim that changes occurred mainly in microglia omits another prominently affected cell type. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
IDOL also targets other APOE receptors, APOER2 and VLDLR, which are key mediators of Reelin signaling.
“In addition to LDLR, IDOL also targets other APOE receptors, APOER2 and VLDLR, which are key mediators of Reelin signaling. 53”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [53] Hong C, Duit S, Jalonen P, et al. The E3 ubiquitin ligase IDOL induces the degradation of the low density lipoprotein receptor family members VLDLR and ApoER2. J Biol Chem. 2010; 285(26): 19720‐ 19726. doi: 10.1074/jbc.M110.123729 20427281 PMC2888382 source
- Premisecitation
LDLR mediates the impact of Idol inhibition on microglial Aβ uptake.
“This effect was abolished with Ldlr knockdown, 20 suggesting that LDLR mediates the impact of Idol inhibition on microglial Aβ uptake.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
- Interpretationcitation
IDOL may regulate microglial Aβ clearance.
“While IDOL may regulate microglial Aβ clearance, its ubiquitous expression implies that additional mechanisms may contribute to the amyloid reduction observed in Idol constitutive KO mice. 20”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
- Premisecitation
Idol knockdown increases Aβ uptake in microglia in vitro.
“Previously demonstrated that Idol knockdown increased Aβ uptake in microglia in vitro. 20”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
- Premisecitation
In a tauopathy mouse model, Apoe KO mice exhibited less tau-mediated neurodegeneration compared to those expressing APOE3 or APOE4.
“For example, in a tauopathy mouse model, Apoe KO mice exhibited less tau‐mediated neurodegeneration compared to those expressing APOE3 or APOE4.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [75] Shi Y, Yamada K, Liddelow SA, et al. ApoE4 markedly exacerbates tau‐mediated neurodegeneration in a mouse model of tauopathy. Nature. 2017; 549(7673): 523‐ 527. doi: 10.1038/nature24016 28959956 PMC5641217 source
- Premisecitation
Reln is expressed in inhibitory neurons in the adult brain.
“Given that Reln is expressed in inhibitory neurons in the adult brain”
Quote in the paperSubstantial claim3 of 3 sources checked- cites [81] Pesold C, Impagnatiello F, Pisu MG, et al. Reelin is preferentially expressed in neurons synthesizing gamma‐aminobutyric acid in cortex and hippocampus of adult rats. Proc Natl Acad Sci USA. 1998; 95(6): 3221‐ 3226. doi: 10.1073/pnas.95.6.3221 9501244 PMC19723 source
- cites [82] Alcántara S, Ruiz M, D'Arcangelo G, et al. Regional and cellular patterns of reelin mRNA expression in the forebrain of the developing and adult mouse. J Neurosci. 1998; 18(19): 7779‐ 7799. doi: 10.1523/jneurosci.18-19-07779.1998 9742148 PMC6792998 source
- cites [83] Campo CG, Sinagra M, Verrier D, Manzoni OJ, Chavis P. Reelin secreted by GABAergic neurons regulates glutamate receptor homeostasis. PLoS One. 2009; 4(5): e5505. doi: 10.1371/journal.pone.0005505 19430527 PMC2675077 source
- Premisecitation
VLDLR and APOER2 are targets of IDOL.
“VLDLR and APOER2, other LDL receptor family members, are also the targets of IDOL.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [53] Hong C, Duit S, Jalonen P, et al. The E3 ubiquitin ligase IDOL induces the degradation of the low density lipoprotein receptor family members VLDLR and ApoER2. J Biol Chem. 2010; 285(26): 19720‐ 19726. doi: 10.1074/jbc.M110.123729 20427281 PMC2888382 source
- Premisecitation
Overexpression of Ldlr reduced tau pathology and neurodegeneration in a tauopathy mouse model.
“It is notable that overexpression of Ldlr also reduced tau pathology and neurodegeneration in a tauopathy mouse model,”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [74] Shi Y, Andhey PS, Ising C, et al. Overexpressing low‐density lipoprotein receptor reduces tau‐associated neurodegeneration in relation to apoE‐linked mechanisms. Neuron. 2021; 109(15): 2413‐ 2426. doi: 10.1016/j.neuron.2021.05.034. e7. 34157306 PMC8349883 source
- Premisecitation
The APOE ε2 allele is associated with increased tau pathology in the brains of human progressive supranuclear palsy.
“Furthermore, the APOE ε2 allele was associated with increased tau pathology in the brains of human progressive supranuclear palsy, a primary tauopathy.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [71] Zhao N, Liu C‐C, Van Ingelgom AJ, et al. APOE ε2 is associated with increased tau pathology in primary tauopathy. Nature Commun. 2018; 9(1): 4388. doi: 10.1038/s41467-018-06783-0 30348994 PMC6197187 source
- Premisecitation
IDOL is an E3 ubiquitin ligase.
“Given that IDOL is an E3 ubiquitin ligase and enzymes are highly druggable targets,”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [85] Maciag M, Karamyan VT. The missing enzymes: a call to update pharmacological profiling practices for better drug safety assessment. J Med Chem. 2025; 68(8): 7854‐ 7865. doi: 10.1021/acs.jmedchem.4c02228 40173276 PMC12035801 source
The section ‘The Nature of Enzyme Targets in Pharmacological Profiling Panels’ lists many enzymes but does not identify IDOL. Searches for ‘IDOL E3 ubiquitin ligase’ and ‘ubiquitin ligases’ found no passage in our copy establishing that IDOL is an E3 ubiquitin ligase. (LLM, conf=0.75)
Experimental — accuracy not yet measured
- Premisecitation
Deleting one copy of human APOE ε4 or APOE ε3 significantly reduces APOE levels and amyloid pathology in mouse models.
“Other studies have demonstrated that deleting one copy of human APOE ε4 or APOE ε3 significantly reduces APOE levels and amyloid pathology in mouse models.”
Quote in the paperSubstantial claim2 of 2 sources checked- cites [5] Kim J, Jiang H, Park S, et al. Haploinsufficiency of human APOE reduces amyloid deposition in a mouse model of amyloid‐beta amyloidosis. J Neurosci. 2011; 31(49): 18007‐ 18012. doi: 10.1523/JNEUROSCI.3773-11.2011 22159114 PMC3257514 source
- cites [6] Bien‐Ly N, Gillespie AK, Walker D, Yoon SY, Huang Y. Reducing human apolipoprotein E levels attenuates age‐dependent Aβ accumulation in mutant human amyloid precursor protein transgenic mice. J Neurosci. 2012; 32(14): 4803‐ 4811. doi: 10.1523/jneurosci.0033-12.2012 22492035 PMC3433173 source
The Results section, “Halving the levels of apoE significantly attenuates Aβ accumulation in aged mice” (page unavailable), reports significantly lower Aβ in 12-month-old mice with one rather than two copies of either human apoE3 or apoE4. The Discussion also reports less plaque formation in aged mice, but says 6-month-old mice had similar Aβ levels and deposition with one or two copies. The claim omits this age-dependent qualification. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Findingown data
Neuronal Idol deletion increases levels of Reelin receptors APOER2 and VLDLR in the brain.
“neuronal Idol deletion increased the levels of Reelin receptors important for synaptic function”
- Also stated in: § Highlights · plain
“Deletion of neuronal Idol increases the levels of APOER2 and VLDLR, the Reelin receptors, in the brain.”
Quote in the paperSubstantial claim - Also stated in: § Highlights · plain
- Findingown data
Single-nuclei RNA sequencing highlights neuronal IDOL's impact on inhibitory neurons.
“Single‐nuclei RNA sequencing highlights the neuronal IDOL's impact on inhibitory neurons and synaptic organization.”
Quote in the paperNot a substantial claim - Findingown data
Neuronal Idol deletion alters brain LDLR and APOE levels.
“altered brain LDLR and APOE levels”
Quote in the paperSubstantial claim - Findingown data
Single-nuclei RNA sequencing revealed significant changes associated with synaptic organization.
“single‐nuclei RNA sequencing revealed significant changes associated with synaptic organization.”
Quote in the paperNot a substantial claim - Findingown data
Neuronal Idol deletion reduced insoluble Aβ40 and Aβ42 levels in the cortices of 5XFAD mice by 69% and 61%, respectively.
“However, neuronal Idol deletion reduced insoluble Aβ40 and Aβ42 levels in the cortices of 5XFAD mice by 69% and 61%, respectively (Figure 1C,D).”
Quote in the paperSubstantial claim - Findingown data
Signaling from inhibitory to excitatory neurons was markedly increased in 5XFAD;Neu cKO mice, driven primarily by the neurexin and GABA-A pathways.
“Signaling from inhibitory to excitatory neurons was markedly increased in 5XFAD;Neu cKO mice, driven primarily by the neurexin and GABA‐A pathways (Figure 8C).”
Quote in the paperNot a substantial claim - Findingown data
Network analysis revealed "Cell adhesion_Synaptic contact" and "Cell adhesion_Amyloid proteins" as the top process networks.
“Furthermore, network analysis revealed “Cell adhesion_Synaptic contact” and “Cell adhesion_Amyloid proteins” as the top process networks (Figure 7G and Table S30).”
Quote in the paperSubstantial claim - Findingown data
Neuronal Idol deletion significantly increases LDLR levels in the brains of 5XFAD;Neu cKO mice.
“Neuronal Idol deletion significantly increased LDLR and decreased APOE levels (Figure 4A–C).”
Quote in the paperSubstantial claim- Rests on an assumption: IDOL targets LDLR for degradation.
- Findingown data
Insoluble Aβ40 and Aβ42 levels were decreased by 30% and 25%, respectively, in the hippocampi of 5XFAD;Neu cKO mice compared to 5XFAD mice.
“Similarly, insoluble Aβ40 and Aβ42 levels were decreased by 30% and 25%, respectively, in the hippocampi of 5XFAD;Neu cKO mice compared to 5XFAD mice (Figure S3A,B).”
Quote in the paperSubstantial claim - Findingown data
There was no significant difference in fibrillar amyloid plaque load in the hippocampus of 5XFAD;Neu cKO mice.
“Although 82E1+ amyloid plaque load was decreased in the hippocampus of 5XFAD;Neu cKO mice, there was no significant difference in fibrillar amyloid plaque load (Figure 2I,J).”
Quote in the paperNot a substantial claim - Findingown data
Neuronal Idol deletion significantly increases VLDLR levels in the brains of 5XFAD;Neu cKO mice.
“Similar to LDLR, we detected a significant increase in APOER2 and VLDLR levels in 5XFAD;Neu cKO mice, indicating that neuronal IDOL regulates multiple APOE receptors important for AD pathogenesis (Figure 5B,C).”
Quote in the paperSubstantial claim - Findingown data
Glutamate and neurexin signaling from excitatory neurons was increased in 5XFAD;Neu cKO mice.
“Given the increased cell‐to‐cell communication in excitatory neurons (Figure 8A), we also investigated the details of these interactions and identified increased glutamate and neurexin signaling from excitatory neurons (Figure 8E).”
Quote in the paperNot a substantial claim - Findingown data
Glutamate and neurexin signaling from excitatory neurons to themselves was increased in 5XFAD;Neu cKO mice.
“Similar to the inhibitory neurons, there was an increase in glutamate and neurexin signaling from excitatory neurons to themselves (Figure 8F).”
Quote in the paperNot a substantial claim - Findingown data
GO analysis revealed enrichment of synapse-related biological processes such as "synaptic transmission" and "regulation of trans-synaptic signaling" in Clusters 10 and 22.
“GO analysis further revealed enrichment of synapse‐related biological processes, such as “synaptic transmission” and “regulation of trans‐synaptic signaling,” in Clusters 10 and 22 (Figure S7C and Table S26).”
Quote in the paperNot a substantial claim - Findingown data
Actb, Tmsb4x, and Gabrd were among the top DEGs in Clusters 10 and 22.
“Beta‐actin (Actb), thymosin beta 4 X‐linked (Tmsb4x), and GABA‐A receptor subunit delta (Gabrd) were among the top DEGs (Figure 7E).”
Quote in the paperNot a substantial claim - Findingown data
Neuronal Idol deletion reduces GFAP+ area (astrogliosis) in the brains of 5XFAD;Neu cKO mice.
“In addition, astrogliosis was decreased in 5XFAD;Neu cKO mice, as evidenced by a reduced GFAP+ area in the brain (Figure 3C,D).”
Quote in the paperSubstantial claim - Findingown data
GO analysis revealed enrichment of biological processes related to transport and synaptic transmission in 5XFAD;Neu cKO mice.
“Furthermore, GO analysis revealed enrichment of biological processes related to transport and synaptic transmission in 5XFAD;Neu cKO mice (Figure 6F and Table S6).”
Quote in the paperNot a substantial claim - Findingown data
Clusters 10 and 22 were identified as Meis2+ inhibitory neurons.
“Interestingly, both Clusters 10 and 22, the significantly reduced clusters in 5XFAD;Neu cKO mice (Figure 7C), were identified as Meis2+ inhibitory neurons (Figure 7D).”
Quote in the paperSubstantial claim - Findingown data
425 downregulated and 388 upregulated genes were unique to Meis2+ inhibitory neurons compared to other inhibitory neurons.
“We identified 425 downregulated and 388 upregulated genes unique to Meis2+ inhibitory neurons compared to other inhibitory neurons (Figure S7A and Table S24).”
Quote in the paperNot a substantial claim - Findingown data
Network analysis identified divergent patterns across transcriptomic and proteomic datasets.
“Network analysis also identified divergent patterns across the two datasets (Figure S4B).”
Quote in the paperNot a substantial claim - Findingown data
In the proteomic analysis, APOE was downregulated in 5XFAD;Neu cKO mice.
“Among the DEPs, LDLR was significantly upregulated and APOE was downregulated, corroborating our Western blot data shown in Figure 4 (Figure 6A).”
Quote in the paperSubstantial claim - Findingown data
Neuronal Idol deletion did not alter the proportions of major cell types in the brain.
“Neuronal Idol deletion did not alter the proportions of major cell types in the brain (Figure 7B and Table S8).”
Quote in the paperNot a substantial claim - Findingown data
Neuronal Idol deletion significantly altered the transcriptome in neuronal subpopulations and in other brain cell types including microglia, astrocytes, oligodendrocytes, OPCs, and endothelial cells.
“Notably, neuronal Idol deletion significantly altered the transcriptome not only within neuronal subpopulations but also in other brain cell types, including microglia, astrocytes, oligodendrocytes, oligodendrocyte precursor cells, and endothelial cells (Figure S6 and Tables S13–S22).”
Quote in the paperNot a substantial claim - Findingown data
There was no significant difference in the proportion of excitatory neuron clusters between 5XFAD;Neu cKO and 5XFAD mice.
“There was no significant difference in the proportion of excitatory neuron clusters, but neuronal Idol deletion significantly reduced the proportion of cells in inhibitory neuron Clusters 10 and 22 (Figure 7C and Table S23).”
Quote in the paperNot a substantial claim - Findingown data
Pathway analysis of common DEGs in Meis2+ inhibitory neurons highlighted enrichment in "NMDA-independent presynaptic long-term potentiation," "Regulation of intrinsic membrane properties and excitability," and "G-protein signaling_RhoA activation."
“Pathway analysis of these common DEGs highlighted enrichment in “NMDA‐independent presynaptic long‐term potentiation,” “Regulation of intrinsic membrane properties and excitability,” and “G‐protein signaling_RhoA activation” (Figure S7B and Table S25).”
Quote in the paperNot a substantial claim - Findingown data
Neuronal Idol deletion significantly increases APOER2 levels in the brains of 5XFAD;Neu cKO mice.
“Similar to LDLR, we detected a significant increase in APOER2 and VLDLR levels in 5XFAD;Neu cKO mice, indicating that neuronal IDOL regulates multiple APOE receptors important for AD pathogenesis (Figure 5B,C).”
Quote in the paperSubstantial claim - Findingown data
The top DEGs largely showed the same directionality in Clusters 10 and 22.
“The top DEGs largely showed the same directionality in Clusters 10 and 22, strengthening our decision to combine the analyses (Figure 7E).”
Quote in the paperSubstantial claim - Findingown data
Microglial Idol deletion does not significantly change LDLR levels in the brains of 5XFAD;MG cKO mice.
“Surprisingly, however, 5XFAD;MG cKO mice showed no significant changes in either protein (Figure 4D–F).”
Quote in the paperSubstantial claim - Findingown data
Inhibitory and excitatory neurons exhibited marked differences in gene expression between 5XFAD;Neu cKO mice and 5XFAD controls.
“Inhibitory and excitatory neurons exhibited marked differences in gene expression between 5XFAD;Neu cKO mice and 5XFAD controls (Figure S5 and Tables S9–S12).”
Quote in the paperNot a substantial claim - Findingown data
Integrative pathway analysis of DEGs and DEPs jointly highlighted "Protein folding and maturation," "Aberrant lipid trafficking," and "Cholesterol dysregulation in Alzheimer's disease" pathways.
“Pathway analysis identified distinct patterns across datasets, but also jointly highlighted the “Protein folding and maturation,” “Aberrant lipid trafficking,” and “Cholesterol dysregulation in Alzheimer's disease” pathways (Figure S4A).”
Quote in the paperSubstantial claim - Findingown data
Microglial Idol deletion did not affect insoluble Aβ40 or Aβ42 levels in the cortices of 5XFAD mice.
“Microglial Idol deletion did not affect insoluble, guanidine‐extracted, Aβ40 or Aβ42 levels in the cortices of 5XFAD mice (Figure 1A,B).”
Quote in the paperSubstantial claim - Findingown data
In the proteomic analysis, LDLR was significantly upregulated in 5XFAD;Neu cKO mice.
“Among the DEPs, LDLR was significantly upregulated and APOE was downregulated, corroborating our Western blot data shown in Figure 4 (Figure 6A).”
Quote in the paperSubstantial claim - Findingown data
Neuronal Idol deletion decreases amyloid plaques in 5XFAD mice.
“Deletion of neuronal Idol decreases amyloid plaques.”
- Also stated in: § DISCUSSION · boosted
“Deletion of neuronal Idol markedly decreased Aβ levels and amyloid plaques (Figures 1 and 2).”
Quote in the paperSubstantial claim - Also stated in: § DISCUSSION · boosted
- Findingown data
Signaling from excitatory neurons to inhibitory neurons was increased in 5XFAD;Neu cKO mice, especially through the neurexin and glutamate pathways.
“Furthermore, we identified increased signaling from excitatory neurons to inhibitory neurons, especially through the neurexin and glutamate pathways (Figure 8D and Table S31).”
Quote in the paperNot a substantial claim - Findingown data
DEGs in inhibitory neurons were primarily involved in protein folding and synaptic processes.
“Pathway analyses demonstrated that DEGs in inhibitory neurons were primarily involved in protein folding and synaptic processes (Figure S5A,B and Tables S9 and S10).”
Quote in the paperNot a substantial claim - Findingown data
There was a significant decrease in both the area and the number of fibrillar plaques in the cortices of 5XFAD;Neu cKO mice.
“We detected a significant decrease in both the area and the number of fibrillar plaques in the cortices of 5XFAD;Neu cKO mice (Figure 2G,H).”
Quote in the paperSubstantial claim - Findingown data
Neuronal Idol deletion significantly decreases APOE levels in the brains of 5XFAD;Neu cKO mice.
“Neuronal Idol deletion significantly increased LDLR and decreased APOE levels (Figure 4A–C).”
Quote in the paperSubstantial claim- Rests on an assumption: IDOL targets LDLR for degradation.
- Findingown data
Pathway analysis of DEGs revealed enrichment of immune response and apoptosis-related pathways in 5XFAD;Neu cKO mice.
“Pathway analysis of differentially expressed genes (DEGs, p‐adj < 0.05) revealed enrichment of the immune response and apoptosis‐related pathways (Figure 6E and Table S5).”
Quote in the paperNot a substantial claim - Findingown data
Neuronal Idol deletion reduces IBA1+ area (microgliosis) in the brains of 5XFAD;Neu cKO mice.
“5XFAD;Neu cKO mice exhibited a significant reduction in the IBA1+ area, indicating decreased microgliosis (Figure 3A,B).”
Quote in the paperSubstantial claim - Findingown data
RNA-seq detected downregulation of proteolytic enzymes Ctsd and Ctss and immune-related genes Csf1r, Tyrobp, and Gfap in 5XFAD;Neu cKO mice.
“We detected downregulation of proteolytic enzymes, such as cathepsin D (Ctsd) and cathepsin S (Ctss), as well as immune‐related genes, including colony‐stimulating factor 1 receptor (Csf1r), TYRO protein tyrosine kinase‐binding protein (Tyrobp), and Gfap (Figure 6D and Table S4).”
Quote in the paperNot a substantial claim - Findingown data
Microglial Idol deletion does not significantly change APOE levels in the brains of 5XFAD;MG cKO mice.
“Surprisingly, however, 5XFAD;MG cKO mice showed no significant changes in either protein (Figure 4D–F).”
Quote in the paperSubstantial claim - Findingown data
GO analysis identified enrichment of synapse organization and regulation of membrane potential in Clusters 10 and 22.
“GO analysis identified enrichment of synapse organization and the regulation of membrane potential (Figure 7F and Table S29).”
Quote in the paperSubstantial claim - Findingown data
Glutamate signaling from astrocytes to inhibitory neurons was increased in 5XFAD;Neu cKO mice.
“Interestingly, there was also an increase in glutamate signaling from astrocytes, the main LDLR‐expressing cells, to inhibitory neurons (Figure 8D).”
Quote in the paperNot a substantial claim - Findingown data
Neuronal Idol deletion significantly reduced the proportion of cells in inhibitory neuron Clusters 10 and 22.
“There was no significant difference in the proportion of excitatory neuron clusters, but neuronal Idol deletion significantly reduced the proportion of cells in inhibitory neuron Clusters 10 and 22 (Figure 7C and Table S23).”
Quote in the paperNot a substantial claim - Findingown data
Microglia and oligodendrocytes exhibited reduced incoming and outgoing interactions in 5XFAD;Neu cKO mice.
“In contrast, microglia and oligodendrocytes exhibited reduced incoming and outgoing interactions in 5XFAD;Neu cKO mice (Figure 8A,B).”
Quote in the paperNot a substantial claim - Findingown data
Apoer2 (Lrp8) and Vldlr are relatively enriched in excitatory and inhibitory neurons compared to Ldlr.
“The relative enrichment of Apoer2 (Lrp8) and Vldlr in excitatory and inhibitory neurons compared to Ldlr (Figure S8) suggests that increased signaling in these neurons may be related to elevated APOER2 and VLDLR levels in 5XFAD;Neu cKO mice.”
Quote in the paperSubstantial claim - Findingown data
GO analysis revealed that "lipoprotein particle clearance" and "membrane raft distribution" were significantly altered processes in 5XFAD;Neu cKO mice.
“Gene ontology (GO) analysis further revealed that “lipoprotein particle clearance” and “membrane raft distribution” were significantly altered processes in 5XFAD;Neu cKO mice, supporting the role of neuronal IDOL in brain lipid metabolism (Figure 6C and Table S3).”
Quote in the paperSubstantial claim - Findingown data
Aβ levels did not change in the brains of 5XFAD;MG cKO mice.
“Surprisingly, Aβ levels did not change in the brains of 5XFAD;MG cKO mice (Figure 1).”
Quote in the paperSubstantial claim - Findingown data
VLDLR and APOER2 are enriched in inhibitory neurons compared to LDLR.
“The enrichment of these receptors in inhibitory neurons compared to LDLR also strengthens this hypothesis (Figure S8).”
Quote in the paperSubstantial claim - Findingown data
snRNA-seq analysis identified the most significant changes in inhibitory neuron populations in 5XFAD;Neu cKO mice.
“our snRNA‐seq analysis identified the most significant changes in inhibitory neuron populations in 5XFAD;Neu cKO mice (Figure 7)”
Quote in the paperSubstantial claim - Findingown data
VLDLR and APOER2 levels were increased in the brains of 5XFAD;Neu cKO mice.
“Our proteomics data support this finding, as VLDLR and APOER2 levels were increased in the brains of 5XFAD;Neu cKO mice (Figure 6).”
Quote in the paperSubstantial claim - Premisecitation
Modulating APOE receptors affects Aβ pathology.
“Modulating these receptors affects Aβ pathology.”
Quote in the paperSubstantial claim - Premisecitation
Loss-of-function mutations in APOE delay the onset of Alzheimer's disease regardless of APOE genotype.
“Of note, loss‐of‐function mutations in APOE delayed the onset of AD, regardless of the APOE genotype. 10 , 11”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [10] Chemparathy A, Le Guen Y, Chen S, et al. APOE loss‐of‐function variants: compatible with longevity and associated with resistance to Alzheimer's disease pathology. Neuron. 2024; 112(7): 1110‐ 1116. e5. doi: 10.1016/j.neuron.2024.01.008 38301647 PMC10994769 source
- cites [11] Tate MD, Karahan H, Kim J. APOE loss of function: a genetic shield against Alzheimer's disease. Neuron. 2024; 112(7): 1033‐ 1035. doi: 10.1016/j.neuron.2024.03.003 38574724 source
- Premisecitation
APOE protein abundance affects Alzheimer's disease pathology.
“While the APOE ε4 isoform was identified as the greatest genetic risk factor for AD, the abundance of the APOE protein was also demonstrated to affect AD pathology.”
Quote in the paperSubstantial claim - Interpretationcitation
The reduced amyloid deposition in Ldlr-overexpressing mice may stem from the interaction between APOE and Aβ and their subsequent uptake via these receptors.
“Because APOE co‐localizes with Aβ, 17 the reduced amyloid deposition in Ldlr‐overexpressing mice may stem from the interaction between APOE and Aβ and their subsequent uptake via these receptors.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [17] Namba Y, Tomonaga M, Kawasaki H, Otomo E, Ikeda K. Apolipoprotein E immunoreactivity in cerebral amyloid deposits and neurofibrillary tangles in Alzheimer's disease and kuru plaque amyloid in Creutzfeldt‐Jakob disease. Brain Res. 1991; 541(1): 163‐ 166. doi: 10.1016/0006-8993(91)91092-f 2029618 source
- Interpretationown data
Neuronal IDOL plays a role in brain lipid metabolism.
“Gene ontology (GO) analysis further revealed that “lipoprotein particle clearance” and “membrane raft distribution” were significantly altered processes in 5XFAD;Neu cKO mice, supporting the role of neuronal IDOL in brain lipid metabolism (Figure 6C and Table S3).”
Quote in the paperSubstantial claim - Interpretationreasoning
Increased neurexin signaling may contribute to the enrichment of biological processes and networks such as "synapse organization," "cell adhesion_synaptic contact," and "cell adhesion_amyloid proteins" in 5XFAD;Neu cKO mice.
“Increased neurexin signaling may contribute to the enrichment of biological processes and networks such as “synapse organization,” “cell adhesion_synaptic contact,” and “cell adhesion_amyloid proteins” in 5XFAD;Neu cKO mice (Figure 7F,G).”
Quote in the paperNot a substantial claim - Interpretationown data
Neuronal Idol deletion ameliorates Aβ deposition in 5XFAD mice.
“Overall, these data demonstrate that neuronal Idol deletion ameliorates Aβ deposition in 5XFAD mice.”
Quote in the paperSubstantial claim - Study design and conductown data
Downregulation of the Idol gene in the brain was confirmed.
“We confirmed the downregulation of the Idol gene in the brain (Figure S1).”
Quote in the paperSubstantial claim - Interpretationown data
Neuronal Idol deletion decreases gliosis in 5XFAD mice.
“These findings demonstrate that neuronal Idol deletion decreases gliosis, suggesting reduced neuroinflammation in these mice.”
Quote in the paperSubstantial claim - Interpretationreasoning
The beneficial effects of Idol deletion on amyloid pathology may depend on brain LDLR and APOE levels.
“Given that Aβ levels did not change in 5XFAD;MG cKO mice, these important negative findings suggest that the beneficial effects of Idol deletion on amyloid pathology may depend on brain LDLR and APOE levels.”
Quote in the paperSubstantial claim - Interpretationreasoning
Neuronal Idol deletion reduces neuroinflammation in 5XFAD mice.
“These findings demonstrate that neuronal Idol deletion decreases gliosis, suggesting reduced neuroinflammation in these mice.”
Quote in the paperSubstantial claim - Interpretationown data
Neuronal IDOL regulates multiple APOE receptors important for AD pathogenesis.
“Similar to LDLR, we detected a significant increase in APOER2 and VLDLR levels in 5XFAD;Neu cKO mice, indicating that neuronal IDOL regulates multiple APOE receptors important for AD pathogenesis (Figure 5B,C).”
Quote in the paperSubstantial claim - Interpretationown data
Additional mechanisms beyond microglial Idol deletion contribute to the amyloid reduction observed in Idol constitutive KO mice.
“Indeed, our data demonstrate that the deletion of microglial Idol alone is not sufficient to decrease amyloid deposition, indicating the involvement of other mechanisms.”
Quote in the paperSubstantial claim - Premisecitation
APOE2 exhibits a lower LDLR binding capacity than APOE4.
“Biochemical studies have also identified isoform‐specific differences in LDLR binding, with APOE2 exhibiting a lower binding capacity than APOE4 does.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [67] Yamamoto T, Choi HW, Ryan RO. Apolipoprotein E isoform‐specific binding to the low‐density lipoprotein receptor. Anal Biochem. 2008; 372(2): 222‐ 226. doi: 10.1016/j.ab.2007.09.005 17923100 PMC2174959 source
- cites [68] Lund‐Katz S, Wehrli S, Zaiou M, Newhouse Y, Weisgraber KH, Phillips MC. Effects of polymorphism on the microenvironment of the LDL receptor‐binding region of human apoE. J Lipid Res. 2001; 42(6): 894‐ 901. doi: 10.1016/S0022-2275(20)31612-6 11369796 source
- cites [69] Weisgraber KH, Innerarity TL, Mahley RW. Abnormal lipoprotein receptor‐binding activity of the human E apoprotein due to cysteine‐arginine interchange at a single site. J Biol Chem. 1982; 257(5): 2518‐ 2521. doi: 10.1016/S0021-9258(18)34954-8 6277903 source
- Interpretationreasoning
The neuronal LDLR-APOE axis may play an important role in Aβ accumulation.
“Given that only 5XFAD;Neu cKO mice showed reduced amyloid deposition, these findings suggest that the neuronal LDLR‐APOE axis may play an important role in Aβ accumulation.”
Quote in the paperSubstantial claim - Study design and conductown data
The high yield of the single nuclei isolation protocol allowed detection of transcriptomic changes across multiple cell types despite modest sample size.
“Even though snRNA‐seq analysis was performed on a modest sample size (N = 2 mice/genotype), given the high yield of our single nuclei isolation protocol, we were able to detect transcriptomic changes across multiple cell types.”
Quote in the paperSubstantial claim - Study design and conductown data
The top DEGs largely showed the same directionality in Clusters 10 and 22, strengthening the decision to combine the analyses.
“The top DEGs largely showed the same directionality in Clusters 10 and 22, strengthening our decision to combine the analyses (Figure 7E).”
Quote in the paperSubstantial claim - Interpretationreasoning
Increased signaling in excitatory and inhibitory neurons may be related to elevated APOER2 and VLDLR levels in 5XFAD;Neu cKO mice.
“The relative enrichment of Apoer2 (Lrp8) and Vldlr in excitatory and inhibitory neurons compared to Ldlr (Figure S8) suggests that increased signaling in these neurons may be related to elevated APOER2 and VLDLR levels in 5XFAD;Neu cKO mice.”
Quote in the paperNot a substantial claim - Interpretationown data
Deletion of microglial Idol alone is not sufficient to decrease amyloid deposition.
“Indeed, our data demonstrate that the deletion of microglial Idol alone is not sufficient to decrease amyloid deposition, indicating the involvement of other mechanisms.”
Quote in the paperSubstantial claim - Interpretationreasoning
LDLR-independent mechanisms may contribute to the phenotype observed in 5XFAD;Neu cKO mice.
“In addition, LDLR‐independent mechanisms may contribute to the phenotype observed in 5XFAD;Neu cKO mice.”
Quote in the paperNot a substantial claim - Premisecitation
LDLR regulates Aβ uptake and clearance even in the absence of APOE, indicating APOE-independent effects.
“Indeed, LDLR has been demonstrated to regulate Aβ uptake and clearance even in the absence of APOE, indicating APOE‐independent effects.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [76] Basak JM, Verghese PB, Yoon H, Kim J, Holtzman DM. Low‐density lipoprotein receptor represents an apolipoprotein E‐independent pathway of Abeta uptake and degradation by astrocytes. J Biol Chem. 2012; 287(17): 13959‐ 13971. doi: 10.1074/jbc.M111.288746 22383525 PMC3340151 source
- Interpretationreasoning
Inhibiting IDOL could enhance the neuroprotective effects of Reelin.
“In addition to reducing Aβ pathology, inhibiting IDOL could enhance the neuroprotective effects of Reelin.”
Quote in the paperNot a substantial claim - Interpretationown data
Neuronal IDOL modulates Reelin receptors, which are critical for synaptic function.
“In addition, neuronal IDOL modulates Reelin receptors, which are critical for synaptic function.”
Quote in the paperSubstantial claim - Premisecitation
Losing one copy of either APOE ε3 or APOE ε4 delayed or prevented symptom onset.
“Losing one copy of either APOE ε3 or APOE ε4 delayed or prevented symptom onset.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Chemparathy A, Le Guen Y, Chen S, et al. APOE loss‐of‐function variants: compatible with longevity and associated with resistance to Alzheimer's disease pathology. Neuron. 2024; 112(7): 1110‐ 1116. e5. doi: 10.1016/j.neuron.2024.01.008 38301647 PMC10994769 source
- Interpretationown data
Our results highlight the critical role of neuronal IDOL in AD pathogenesis.
“Overall, our results highlight the critical role of neuronal IDOL in AD pathogenesis, providing new therapeutic avenues for AD.”
Quote in the paperSubstantial claim- Rests on an assumption: Findings from mouse models of AD, including 5XFAD;Neu cKO mice, are predictive of human AD.
- Interpretationreasoning
Neuronal IDOL may also influence tau pathology.
“Because IDOL regulates both APOE and LDLR, neuronal IDOL may also influence tau pathology, further underscoring its broad role in multiple AD‐related pathologies.”
Quote in the paperNot a substantial claim- Rests on an assumption: Findings from mouse models of AD, including 5XFAD;Neu cKO mice, are predictive of human AD.
- Premisecitation
APOE loss-of-function mutations are associated with resistance to AD, independent of the APOE isoform.
“Indeed, a recent human genetics study supported this notion by identifying APOE loss‐of‐function mutations associated with resistance to AD, independent of the APOE isoform.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Chemparathy A, Le Guen Y, Chen S, et al. APOE loss‐of‐function variants: compatible with longevity and associated with resistance to Alzheimer's disease pathology. Neuron. 2024; 112(7): 1110‐ 1116. e5. doi: 10.1016/j.neuron.2024.01.008 38301647 PMC10994769 source
- Interpretationreasoning
Pharmacological inhibition of IDOL represents a promising strategy for AD treatment.
“its pharmacological inhibition represents a promising strategy for AD treatment.”
Quote in the paperSubstantial claim- Rests on an assumption: Findings from mouse models of AD, including 5XFAD;Neu cKO mice, are predictive of human AD.
- Rests on an assumption: Pharmacological inhibition of IDOL in humans is feasible and safe.
- Interpretationreasoning
The increase in VLDLR and APOER2 levels following neuronal Idol deletion may contribute to the beneficial effects observed in 5XFAD;Neu cKO mice.
“Therefore, the increase in VLDLR and APOER2 levels following neuronal Idol deletion may also contribute to the beneficial effects observed in 5XFAD;Neu cKO mice.”
Quote in the paperSubstantial claim - Interpretationcitation
Reducing APOE levels, regardless of isoform, may be beneficial in AD.
“Taken together, these findings suggest that reducing APOE levels, regardless of isoform, may be beneficial in AD.”
Quote in the paperSubstantial claim - Interpretationreasoning
IDOL inhibition may enhance synaptic functions by modulating Reelin signaling through VLDLR and APOER2.
“Considering these studies, our findings suggest that IDOL inhibition may enhance synaptic functions by modulating Reelin signaling through VLDLR and APOER2.”
Quote in the paperSubstantial claim- Rests on an assumption: Findings from mouse models of AD, including 5XFAD;Neu cKO mice, are predictive of human AD.
- Interpretationcitation
Lowering APOE levels may be a promising therapeutic strategy for AD.
“Collectively, these studies provide compelling evidence that lowering APOE levels may be a promising therapeutic strategy for AD.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [11] Tate MD, Karahan H, Kim J. APOE loss of function: a genetic shield against Alzheimer's disease. Neuron. 2024; 112(7): 1033‐ 1035. doi: 10.1016/j.neuron.2024.03.003 38574724 source
- Interpretationcitation
LDLR may also regulate neuroinflammation independently of APOE.
“These results suggest that LDLR may also regulate neuroinflammation independently of APOE.”
Quote in the paperSubstantial claim - Interpretationreasoning
VLDLR and APOER2 likely play a role in the observed phenotypes in 5XFAD;Neu cKO mice.
“VLDLR and APOER2 likely play a role in the observed phenotypes.”
Quote in the paperSubstantial claim
- Classified as probably not a substantial claim. 35
- May combine two claims. 43
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAPOE genotype remains the strongest known risk factor for late-onset Alzheimer's disease.
“However, apolipoprotein E (APOE) genotype remains the strongest known risk factor. 1”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [1] Serrano‐Pozo A, Das S, Hyman BT. APOE and Alzheimer's disease: advances in genetics, pathophysiology, and therapeutic approaches. Lancet Neurol. 2021; 20(1): 68‐ 80. doi: 10.1016/s1474-4422(20)30412-9 33340485 PMC8096522 source
The Introduction calls the APOE ε4 allele the strongest genetic risk factor for sporadic Alzheimer’s disease. The citing sentence omits “genetic,” so the source does not support calling APOE genotype the strongest known risk factor overall. No page number is available in our copy. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAPOE is mainly secreted by astrocytes but is also expressed in microglia, neurons, and oligodendrocytes, particularly under injury and degenerative conditions.
“Although mainly secreted by astrocytes, APOE is also expressed in microglia, neurons, and oligodendrocytes, particularly under injury and degenerative conditions. 2 , 13”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites [2] Raulin AC, Doss SV, Trottier ZA, Ikezu TC, Bu G, Liu CC. ApoE in Alzheimer's disease: pathophysiology and therapeutic strategies. Mol Neurodegener. 2022; 17(1): 72. doi: 10.1186/s13024-022-00574-4 36348357 PMC9644639 source
The Physiological function of apoE section says apoE expression rises in activated microglia and stressed neurons under pathological conditions and injury, and that oligodendrocytes express it more abundantly after injury. It also says astrocytes express and secrete apoE, but does not establish that astrocytes are its main source of secretion. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites [13] Xu Q, Bernardo A, Walker D, Kanegawa T, Mahley RW, Huang Y. Profile and regulation of Apolipoprotein E (ApoE) expression in the CNS in mice with targeting of green fluorescent protein gene to the ApoE locus. J Neurosci. 2006; 26(19): 4985‐ 4994. doi: 10.1523/jneurosci.5476-05.2006 16687490 PMC6674234 source
May combine two claims.
PremisecitationGenetic deletion and pharmacological reduction of APOE reduce Aβ deposition in mouse models of Alzheimer's disease.
“Both genetic deletion and pharmacological reduction of APOE reduced Aβ deposition in mouse models of AD. 3 , 4 , 5 , 6 , 7 , 8 , 9”
Quote in the paperSubstantial claim1 of 3 sources checked- cites [3] Bales KR, Verina T, Dodel RC, et al. Lack of apolipoprotein E dramatically reduces amyloid beta‐peptide deposition. Nat Genet. 1997; 17(3): 263‐ 264. doi: 10.1038/ng1197-263 9354781 source
- cites [4] Bales KR, Verina T, Cummins DJ, et al. Apolipoprotein E is essential for amyloid deposition in the APP(V717F) transgenic mouse model of Alzheimer's disease. Proc Natl Acad Sci U S A. 1999; 96(26): 15233‐ 15238. doi: 10.1073/pnas.96.26.15233 10611368 PMC24803 source
- cites [5] Kim J, Jiang H, Park S, et al. Haploinsufficiency of human APOE reduces amyloid deposition in a mouse model of amyloid‐beta amyloidosis. J Neurosci. 2011; 31(49): 18007‐ 18012. doi: 10.1523/JNEUROSCI.3773-11.2011 22159114 PMC3257514 source
The Discussion reports that mice with one human APOE copy had significantly less Aβ accumulation and amyloid deposition than mice with two copies, supporting the genetic-reduction part of the claim. It describes pharmacological approaches as having produced conflicting results; it does not establish that pharmacological reduction of APOE reduced deposition. (LLM, conf=0.88)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationPrior work using conventional global Idol knockout demonstrated that Idol deletion increases endogenous LDLR levels, coinciding with reduced amyloid plaque burden and neuroinflammation in an Aβ-amyloidosis mouse model.
“Our prior work using a conventional global Idol knockout (KO) model demonstrated that Idol deletion was sufficient to increase endogenous LDLR levels, coinciding with reduced amyloid plaque burden and neuroinflammation in an Aβ‐amyloidosis mouse model. 20”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
Classified as probably not a substantial claim.
PremisecitationLdlr overexpression markedly reduces amyloid plaque deposition.
“For example, Ldlr overexpression markedly reduces amyloid plaque deposition. 16”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [16] Kim J, Castellano JM, Jiang H, et al. Overexpression of low‐density lipoprotein receptor in the brain markedly inhibits amyloid deposition and increases extracellular A beta clearance. Neuron. 2009; 64(5): 632‐ 644. doi: 10.1016/j.neuron.2009.11.013 20005821 PMC2787195 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAPOE primarily mediates lipid transport in the brain.
“The APOE protein primarily mediates lipid transport in the brain. 12”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [12] Liao F, Yoon H, Kim J. Apolipoprotein E metabolism and functions in brain and its role in Alzheimer's disease. Curr Opin Lipidol. 2017; 28(1): 60‐ 67. doi: 10.1097/mol.0000000000000383 27922847 PMC5213812 source
May combine two claims.
PremisecitationOverexpression of LDLR decreases APOE levels and alleviates amyloid beta (Aβ) pathology.
“Overexpression of the low‐density lipoprotein receptor (LDLR) is known to decrease apolipoprotein E (APOE) levels and alleviate amyloid beta (Aβ) pathology.”
- Also stated in: § BACKGROUND · plain
“For example, Ldlr overexpression markedly reduces amyloid plaque deposition. 16”
- Also stated in: § BACKGROUND · plain
“Indeed, overexpression of Ldlr decreased both APOE and Aβ levels by enhancing Aβ clearance in amyloidosis mouse models. 16 , 18”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [16] Kim J, Castellano JM, Jiang H, et al. Overexpression of low‐density lipoprotein receptor in the brain markedly inhibits amyloid deposition and increases extracellular A beta clearance. Neuron. 2009; 64(5): 632‐ 644. doi: 10.1016/j.neuron.2009.11.013 20005821 PMC2787195 source
- cites [18] Castellano JM, Deane R, Gottesdiener AJ, et al. Low‐density lipoprotein receptor overexpression enhances the rate of brain‐to‐blood Aβ clearance in a mouse model of β‐amyloidosis. Proc Natl Acad Sci USA. 2012; 109(38): 15502‐ 15507. doi: 10.1073/pnas.1206446109 22927427 PMC3458349 source
- Also stated in: § BACKGROUND · plain
May combine two claims.
PremisecitationIdol is expressed ubiquitously, with the highest expression in microglia and neurons in the brain.
“Idol is expressed ubiquitously, with the highest expression in microglia and neurons in the brain. 20 , 49”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
The Results section on the LXR-Idol pathway reports Idol mRNA in all examined mouse CNS subregions, with abundant expression in microglia and neurons and lower expression in astrocytes. This supports the brain-cell comparison, but not an unqualified claim that Idol is expressed ubiquitously beyond the examined CNS regions. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites [49] Gao J, Marosi M, Choi J, et al. The E3 ubiquitin ligase IDOL regulates synaptic ApoER2 levels and is important for plasticity and learning. eLife. 2017; 6. doi: 10.7554/eLife.29178 PMC5593505 28891791 source
The Results section (“Dynamic regulation of neuronal ApoER2 expression by IDOL”; page unavailable) reports that IDOL was widely and highly expressed in neurons. It does not establish ubiquitous expression or say that expression is highest in microglia and neurons; searches for microglia and ubiquitous expression found no supporting passage. (LLM, conf=0.86)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationLDLR is one of the major APOE receptors in the brain and facilitates the endocytosis of APOE-bound lipoprotein particles.
“LDLR is one of the major APOE receptors in the brain and facilitates the endocytosis of APOE‐bound lipoprotein particles. 59”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [59] Fryer JD, Demattos RB, McCormick LM, et al. The low density lipoprotein receptor regulates the level of central nervous system human and murine apolipoprotein E but does not modify amyloid plaque pathology in PDAPP mice. J Biol Chem. 2005; 280(27): 25754‐ 25759. doi: 10.1074/jbc.M502143200 15888448 source
May combine two claims.
PremisecitationCells treated with lipidated-APOE2 exhibit decreased APOE-LDLR binding and reduced uptake of lipidated-APOE compared to APOE3 and APOE4, preventing excessive lipid burden and lysosomal pathology.
“Cells treated with lipidated‐APOE2 exhibited decreased APOE‐LDLR binding and reduced uptake of lipidated‐APOE, thereby preventing excessive lipid burden and lysosomal pathology compared to APOE3 and APOE4.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [70] Guo JL, Braun D, Fitzgerald GA, et al. Decreased lipidated ApoE‐receptor interactions confer protection against pathogenicity of ApoE and its lipid cargoes in lysosomes. Cell. 2025; 188(1): 187‐ 206. e26. doi: 10.1016/j.cell.2024.10.027 39532095 PMC11724755 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAPOE2 is the most efficient at promoting cholesterol efflux, and APOE4 is the least efficient, correlating inversely with AD risk.
“While APOE2 is the most efficient at promoting cholesterol efflux, APOE4 is the least efficient, correlating inversely with AD risk.”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites [65] Minagawa H, Gong JS, Jung CG, et al. Mechanism underlying apolipoprotein E (ApoE) isoform‐dependent lipid efflux from neural cells in culture. J Neurosci Res. 2009; 87(11): 2498‐ 2508. doi: 10.1002/jnr.22073 19326444 PMC3065888 source
The Results report greater cholesterol efflux with ApoE3 than ApoE4 in cultured neural cells, and the introductory passage describes ApoE4 as an AD risk factor. The paper does not establish that ApoE2 is the most efficient or compare efflux across all three isoforms; its proposed connection between cholesterol handling and AD risk is also hedged. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites [66] Michikawa M, Fan QW, Isobe I, Yanagisawa K. Apolipoprotein E exhibits isoform‐specific promotion of lipid efflux from astrocytes and neurons in culture. J Neurochem. 2000; 74(3): 1008‐ 1016. doi: 10.1046/j.1471-4159.2000.0741008.x 10693931 source
Classified as probably not a substantial claim. May combine two claims.
PremisecitationAPOE regulates Aβ clearance via LDL receptors and microglia are critical for Aβ clearance.
“Since APOE regulates Aβ clearance via LDL receptors and microglia are critical for Aβ clearance, 15 we first focused on the role of IDOL in microglia.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [15] Kanekiyo T, Xu H, Bu G. ApoE and Aβ in Alzheimer's disease: accidental encounters or partners? Neuron. 2014; 81(4): 740‐ 754. doi: 10.1016/j.neuron.2014.01.045 24559670 PMC3983361 source
Classified as probably not a substantial claim.
PremisecitationCellChat infers communication networks between cell groups based on the expression of ligands, receptors, and cofactors.
“CellChat infers communication networks between cell groups based on the expression of ligands, receptors, and cofactors. 48”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [48] Jin S, Guerrero‐Juarez CF, Zhang L, et al. Inference and analysis of cell‐cell communication using CellChat. Nature Communications. 2021; 12(1): 1088. doi: 10.1038/s41467-021-21246-9 PMC7889871 33597522 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIDOL induces post-translational modifications by ubiquitinating its substrates.
“IDOL induces post‐translational modifications by ubiquitinating its substrates, 19 , 53 but neuronal Idol deletion may also result in transcriptomic changes.”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites [19] Zelcer N, Hong C, Boyadjian R, Tontonoz P. LXR regulates cholesterol uptake through Idol‐dependent ubiquitination of the LDL receptor. Science. 2009; 325(5936): 100‐ 104. doi: 10.1126/science.1168974 19520913 PMC2777523 source
- cites [53] Hong C, Duit S, Jalonen P, et al. The E3 ubiquitin ligase IDOL induces the degradation of the low density lipoprotein receptor family members VLDLR and ApoER2. J Biol Chem. 2010; 285(26): 19720‐ 19726. doi: 10.1074/jbc.M110.123729 20427281 PMC2888382 source
May combine two claims.
PremisecitationLDLR plays a critical role in regulating Aβ accumulation and is a potential therapeutic target for AD.
“These findings underscore the critical role of LDLR in regulating Aβ accumulation and position it as a potential therapeutic target for AD.”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [16] Kim J, Castellano JM, Jiang H, et al. Overexpression of low‐density lipoprotein receptor in the brain markedly inhibits amyloid deposition and increases extracellular A beta clearance. Neuron. 2009; 64(5): 632‐ 644. doi: 10.1016/j.neuron.2009.11.013 20005821 PMC2787195 source
- cites [18] Castellano JM, Deane R, Gottesdiener AJ, et al. Low‐density lipoprotein receptor overexpression enhances the rate of brain‐to‐blood Aβ clearance in a mouse model of β‐amyloidosis. Proc Natl Acad Sci USA. 2012; 109(38): 15502‐ 15507. doi: 10.1073/pnas.1206446109 22927427 PMC3458349 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationNeurexins can bind to Aβ and APP, thereby preventing Aβ-induced synaptic pathology and mediating the synaptogenic activity of APP.
“In addition, neurexins can bind to Aβ and amyloid precursor protein (APP), thereby preventing Aβ‐induced synaptic pathology and mediating the synaptogenic activity of APP. 56 , 57 , 58”
Quote in the paperNot a substantial claim2 of 3 sources checked- cites [56] Cvetkovska V, Ge Y, Xu Q, Li S, Zhang P, Craig AM. Neurexin‐β mediates the synaptogenic activity of amyloid precursor protein. J Neurosci. 2022; 42(48): 8936‐ 8947. doi: 10.1523/jneurosci.0511-21.2022 36261284 PMC9732828 source
- cites [57] Naito Y, Tanabe Y, Lee AK, Hamel E, Takahashi H. Amyloid‐β oligomers interact with neurexin and diminish neurexin‐mediated excitatory presynaptic organization. Sci Rep. 2017; 7: 42548. doi: 10.1038/srep42548 28211900 PMC5304201 source
The Discussion reports that neurexins bind Aβ42 oligomers. It says this interaction reduces neurexin expression on axons and may contribute to synaptic pathology; blocking the interaction is proposed as a possible way to prevent pathology. The cited paper does not establish that neurexins bind APP or mediate APP’s synaptogenic activity. No page numbers are available in our copy. (LLM, conf=0.89)
Experimental — accuracy not yet measured - cites [58] Brito‐Moreira J, Lourenco MV, Oliveira MM, et al. Interaction of amyloid‐β (Aβ) oligomers with neurexin 2α and neuroligin 1 mediates synapse damage and memory loss in mice. J Biol Chem. 2017; 292(18): 7327‐ 7337. doi: 10.1074/jbc.M116.761189 28283575 PMC5418035 source
The Discussion (page not provided) reports that Aβ oligomers bind neurexins, but says this interaction may contribute to synapse damage. The paper attributes prevention of Aβ-induced synapse loss to antibodies that block the interaction, not to neurexin binding itself. The passages do not establish neurexin binding to APP or mediation of APP’s synaptogenic activity. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationInhibition of Idol with an antisense oligonucleotide reduces amyloid burden in an APP transgenic mouse model.
“In addition, the inhibition of Idol with an antisense oligonucleotide was reported to reduce the amyloid burden in an APP transgenic mouse model. 62”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [62] Gao J, Littman R, Diamante G, et al. Therapeutic Idol reduction ameliorates amyloidosis and improves cognitive function in APP/PS1 mice. Mol Cell Biol. 2020; 40(8): e00518‐ 19. doi: 10.1128/mcb.00518-19 31964754 PMC7108818 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAPOE isoforms differ in their ability to regulate lipid metabolism and cholesterol efflux.
“One key difference among APOE isoforms is their ability to regulate lipid metabolism and cholesterol efflux.”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites [65] Minagawa H, Gong JS, Jung CG, et al. Mechanism underlying apolipoprotein E (ApoE) isoform‐dependent lipid efflux from neural cells in culture. J Neurosci Res. 2009; 87(11): 2498‐ 2508. doi: 10.1002/jnr.22073 19326444 PMC3065888 source
- cites [66] Michikawa M, Fan QW, Isobe I, Yanagisawa K. Apolipoprotein E exhibits isoform‐specific promotion of lipid efflux from astrocytes and neurons in culture. J Neurochem. 2000; 74(3): 1008‐ 1016. doi: 10.1046/j.1471-4159.2000.0741008.x 10693931 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIn a tauopathy model, APOE4 mice exhibited the greatest lipid peroxidation, whereas APOE2 mice had the least.
“In a tauopathy model, APOE4 mice exhibited the greatest lipid peroxidation, whereas APOE2 mice had the least.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [70] Guo JL, Braun D, Fitzgerald GA, et al. Decreased lipidated ApoE‐receptor interactions confer protection against pathogenicity of ApoE and its lipid cargoes in lysosomes. Cell. 2025; 188(1): 187‐ 206. e26. doi: 10.1016/j.cell.2024.10.027 39532095 PMC11724755 source
The Results section ('PUFA-CE-ApoE4 promotes lipofuscin deposits in vivo'; page unavailable) reports the highest lipofuscin accumulation in APOE4 tauopathy mice. The Discussion reports an APOE4 > APOE3 > APOE2 pattern for a lipid-peroxidation product, 4-HNE, but that finding was in treated human iPSC-derived neurons, not mice. The mouse cohort listed in STAR METHODS did not include APOE2 mice, so the claimed mouse comparison is unsupported. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe Reelin pathway plays an essential role in synaptic functions.
“The Reelin pathway plays an essential role in synaptic functions. 54”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [54] Weeber EJ, Beffert U, Jones C, et al. Reelin and ApoE receptors cooperate to enhance hippocampal synaptic plasticity and learning. J Biol Chem. 2002; 277(42): 39944‐ 39952. doi: 10.1074/jbc.M205147200 12167620 source
The Abstract reports that Reelin enhances hippocampal long-term potentiation, and the Discussion describes a role in adult hippocampal synaptic plasticity. The claim overstates this as an essential role in synaptic functions generally: the section titled “Synaptic Transmission and Short Term Plasticity Are Normal” reports normal baseline transmission and short-term plasticity in mice lacking either Reelin receptor. Page numbers are unavailable in our copy. (LLM, conf=0.84)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationPrevious work using a whole-body Idol KO mouse model demonstrated an increase in brain LDLR levels with a significant decrease in Aβ accumulation.
“Indeed, our previous work using a whole‐body Idol KO mouse model demonstrated an increase in brain LDLR levels with a significant decrease in Aβ accumulation. 20”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAPOE2 exacerbates TDP-43 proteinopathy.
“Similarly, APOE2 exacerbated TDP‐43 proteinopathy,”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [72] Meneses AD, Koga S, Li Z, et al. APOE2 exacerbates TDP‐43 related toxicity in the absence of Alzheimer pathology. Ann Neurol. 2023; 93(4): 830‐ 843. doi: 10.1002/ana.26580 36546684 PMC10471132 source
Classified as probably not a substantial claim.
PremisecitationIn the adult brain, Reelin signaling is important for memory and synaptic plasticity.
“In the adult brain, Reelin signaling is important for memory and synaptic plasticity, as deletion of either Reelin (Reln) or its receptors, Vldlr and Apoer2, impairs hippocampal synaptic transmission.”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [54] Weeber EJ, Beffert U, Jones C, et al. Reelin and ApoE receptors cooperate to enhance hippocampal synaptic plasticity and learning. J Biol Chem. 2002; 277(42): 39944‐ 39952. doi: 10.1074/jbc.M205147200 12167620 source
The Discussion reports that Reelin modulates hippocampal synaptic plasticity and is likely to contribute to hippocampus-dependent memory in adult mice. But the paper tested deletion of VLDlr and Apoer2, not deletion of Reelin; its section “Synaptic Transmission and Short Term Plasticity Are Normal” says baseline transmission was unaffected by either receptor deletion, although long-term potentiation was impaired. (LLM, conf=0.89)
Experimental — accuracy not yet measured - cites [78] Qiu S, Korwek KM, Pratt‐Davis AR, Peters M, Bergman MY, Weeber EJ. Cognitive disruption and altered hippocampus synaptic function in Reelin haploinsufficient mice. Neurobiol Learn Mem. 2006; 85(3): 228‐ 242. doi: 10.1016/j.nlm.2005.11.001 16376115 source
May combine two claims.
PremisecitationReelin signaling mitigates Aβ-mediated synaptic impairment and tau phosphorylation.
“Moreover, Reelin signaling has been demonstrated to mitigate Aβ‐mediated synaptic impairment and tau phosphorylation.”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites [79] Durakoglugil MS, Chen Y, White CL, Kavalali ET, Herz J. Reelin signaling antagonizes β‐amyloid at the synapse. J Proc National Academy Sciences. 2009; 106(37): 15938‐ 15943. doi: 10.1073/pnas.0908176106 PMC2747222 19805234 source
The Results report that Reelin prevents Aβ-induced suppression of long-term potentiation, supporting the synaptic-impairment part of the claim. The paper does not report that Reelin mitigates Aβ-mediated tau phosphorylation; its phosphorylation results concern NMDA receptor subunits, while tau phosphorylation appears only in a cited reference title. (LLM, conf=0.90)
Experimental — accuracy not yet measured - cites [80] Hiesberger T, Trommsdorff M, Howell BW, et al. Direct binding of Reelin to VLDL receptor and ApoE receptor 2 induces tyrosine phosphorylation of disabled‐1 and modulates tau phosphorylation. Neuron. 1999; 24(2): 481‐ 489. doi: 10.1016/s0896-6273(00)80861-2 10571241 source
The Discussion says tau phosphorylation may be regulated by Reelin signaling, and the Figure 5 passage reports tau hyperphosphorylation in mice lacking Reelin or both of its receptors. The paper does not demonstrate that Reelin mitigates Aβ-mediated synaptic impairment, or test tau phosphorylation in an Aβ-mediated condition. (LLM, conf=0.89)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationIncreasing LDLR levels, either through Ldlr overexpression or by deleting its E3 ubiquitin ligase Idol, reduced APOE levels and attenuated amyloid pathology.
“Notably, increasing LDLR levels, either through Ldlr overexpression or by deleting its E3 ubiquitin ligase Idol, reduced APOE levels and attenuated amyloid pathology.”
Quote in the paperSubstantial claim2 of 2 sources checked- cites [16] Kim J, Castellano JM, Jiang H, et al. Overexpression of low‐density lipoprotein receptor in the brain markedly inhibits amyloid deposition and increases extracellular A beta clearance. Neuron. 2009; 64(5): 632‐ 644. doi: 10.1016/j.neuron.2009.11.013 20005821 PMC2787195 source
The Discussion reports that LDLR overexpression in APP/PS1 mice lowered brain apoE levels and markedly reduced Aβ aggregation. Our copy does not report deleting Idol or test whether Idol deletion produced those effects (searched: Idol, E3 ubiquitin ligase, deleting Idol). (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites [20] Choi J, Gao J, Kim J, Hong C, Kim J, Tontonoz P. The E3 ubiquitin ligase Idol controls brain LDL receptor expression, ApoE clearance, and Abeta amyloidosis. Sci Transl Med. 2015; 7(314): 314ra184. doi: 10.1126/scitranslmed.aad1904 PMC7153735 26582899 source
May combine two claims.
PremisecitationAPOE2 mice exhibited more tau pathology compared to APOE3 and APOE4 mice, and behavioral abnormalities in a tauopathy model.
“For example, APOE2 mice exhibited more tau pathology, compared to APOE3 and APOE4 mice, and behavioral abnormalities in a tauopathy model.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [71] Zhao N, Liu C‐C, Van Ingelgom AJ, et al. APOE ε2 is associated with increased tau pathology in primary tauopathy. Nature Commun. 2018; 9(1): 4388. doi: 10.1038/s41467-018-06783-0 30348994 PMC6197187 source
Probably not a substantial claim: may not pass S2 (checkable).
PremisecitationEnzymes are highly druggable targets.
“enzymes are highly druggable targets,”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [85] Maciag M, Karamyan VT. The missing enzymes: a call to update pharmacological profiling practices for better drug safety assessment. J Med Chem. 2025; 68(8): 7854‐ 7865. doi: 10.1021/acs.jmedchem.4c02228 40173276 PMC12035801 source
May combine two claims.
PremisecitationThe RELN variant enhances Reelin signaling and limits tau pathology, which may underlie the observed cognitive resilience.
“Biochemical and functional studies revealed that the RELN variant enhances Reelin signaling and limits tau pathology, which may underlie the observed cognitive resilience.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [84] Lopera F, Marino C, Chandrahas AS, et al. Resilience to autosomal dominant Alzheimer's disease in a Reelin‐COLBOS heterozygous man. Nat Med. 2023; 29(5): 1243‐ 1252. doi: 10.1038/s41591-023-02318-3 37188781 PMC10202812 source
Classified as probably not a substantial claim.
PremisecitationPrevious studies demonstrated that deletion of Apoe and overexpression of Ldlr can reduce tau-associated neurodegeneration.
“previous studies have demonstrated that deletion of Apoe and overexpression of Ldlr can reduce tau‐associated neurodegeneration.”
Quote in the paperSubstantial claim2 of 2 sources checked- cites [74] Shi Y, Andhey PS, Ising C, et al. Overexpressing low‐density lipoprotein receptor reduces tau‐associated neurodegeneration in relation to apoE‐linked mechanisms. Neuron. 2021; 109(15): 2413‐ 2426. doi: 10.1016/j.neuron.2021.05.034. e7. 34157306 PMC8349883 source
- cites [75] Shi Y, Yamada K, Liddelow SA, et al. ApoE4 markedly exacerbates tau‐mediated neurodegeneration in a mouse model of tauopathy. Nature. 2017; 549(7673): 523‐ 527. doi: 10.1038/nature24016 28959956 PMC5641217 source
The paper’s concluding discussion (listed under Abstract in our copy; no page given) says that absence of ApoE was strongly neuroprotective in the context of tau pathology. The passages do not report that Ldlr overexpression reduces tau-associated neurodegeneration; a search for LDLR found no relevant passage. (LLM, conf=0.88)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationThe individual with the RELN variant developed mild cognitive impairment approximately two decades later than the typical onset for carriers of the autosomal dominant AD mutation and exhibited relatively low tau pathology.
“The individual developed mild cognitive impairment approximately two decades later than the typical onset for carriers of this autosomal dominant AD mutation and exhibited relatively low tau pathology.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [84] Lopera F, Marino C, Chandrahas AS, et al. Resilience to autosomal dominant Alzheimer's disease in a Reelin‐COLBOS heterozygous man. Nat Med. 2023; 29(5): 1243‐ 1252. doi: 10.1038/s41591-023-02318-3 37188781 PMC10202812 source
The Main section gives a median MCI onset of 44 for PSEN1-E280A carriers, and the Results case report says this individual was diagnosed at 70, supporting a substantial delay. The Results also report relatively limited tau pathology in the entorhinal cortex and some other regions, but similar tau burden in the inferior temporal lobe and extensive tau pathology at autopsy. The unqualified description of relatively low tau pathology therefore overstates the finding. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationA rare gain-of-function variant in RELN was identified in a patient with an autosomal dominant AD-causing mutation and was associated with resilience against cognitive impairment.
“Recently, a rare gain‐of‐function variant in RELN was identified in a patient with an autosomal dominant AD‐causing mutation, and it was associated with resilience against cognitive impairment.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [84] Lopera F, Marino C, Chandrahas AS, et al. Resilience to autosomal dominant Alzheimer's disease in a Reelin‐COLBOS heterozygous man. Nat Med. 2023; 29(5): 1243‐ 1252. doi: 10.1038/s41591-023-02318-3 37188781 PMC10202812 source
May combine two claims.
PremisecitationBoth Ldlr KO and Ldlr-Apoe double KO 5XFAD mice showed reduced astrogliosis and microgliosis, whereas Apoe KO mice did not.
“Furthermore, both Ldlr KO and Ldlr‐Apoe double KO 5XFAD mice showed reduced astrogliosis and microgliosis, whereas Apoe KO mice did not.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [61] Katsouri L, Georgopoulos S. Lack of LDL receptor enhances amyloid deposition and decreases glial response in an Alzheimer's disease mouse model. PLoS One. 2011; 6(7): e21880. doi: 10.1371/journal.pone.0021880 21755005 PMC3130747 source
May combine two claims.
Findingown dataNeuronal, but not microglial, Idol deletion reduces amyloid accumulation.
“We demonstrated that neuronal, but not microglial, Idol deletion reduced amyloid accumulation”
- Also stated in: § Neuronal Idol deletion decreases Aβ accumulation · plain
“Microglial Idol deletion did not affect insoluble, guanidine‐extracted, Aβ40 or Aβ42 levels in the cortices of 5XFAD mice (Figure 1A,B). However, neuronal Idol deletion reduced insoluble Aβ40 and Aβ42 levels in the cortices of 5XFAD mice by 69% and 61%, respectively (Figure 1C,D).”
Quote in the paperSubstantial claim- Also stated in: § Neuronal Idol deletion decreases Aβ accumulation · plain
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataProteomic analysis detected 11,829 proteins in the cortices of 5XFAD;Neu cKO mice.
“We were able to detect 11,829 proteins with extensive liquid chromatography fractionation.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataTranslation, cell adhesion, and inflammation-related pathways were driven mainly by transcriptomic alterations, while proteolysis, cell cycle, and signal transduction pathways were primarily influenced by proteomic changes.
“Although translation, cell adhesion, and inflammation‐related pathways were driven mainly by transcriptomic alterations, the enrichment of proteolysis, cell cycle, and signal transduction pathways was primarily influenced by proteomic changes (Figure S4B).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataUnsupervised clustering identified 24 distinct clusters across the snRNA-seq samples.
“Unsupervised clustering identified 24 distinct clusters across the samples (Figure 7A).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataProteomic pathway analysis revealed enrichment of lipid metabolism and cholesterol transport pathways, with "Cholesterol dysregulation in Alzheimer's disease" as the top pathway.
“These analyses revealed enrichment of lipid metabolism and cholesterol transport pathways, with “Cholesterol dysregulation in Alzheimer's disease” being the top pathway (Figure 6B and Table S2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data82E1+ amyloid plaque load and the number of plaques were decreased in the hippocampus of 5XFAD;Neu cKO mice.
“Similarly, 82E1+ amyloid plaque load and the number of plaques were decreased in the hippocampus of 5XFAD;Neu cKO mice (Figure 2D,E).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data5XFAD;Neu cKO mice exhibited significant decreases in both the area and the number of amyloid plaques in the cortex.
“Consistent with our biochemical analyses, we found that 5XFAD;Neu cKO mice exhibited significant decreases in both the area and the number of amyloid plaques in the cortex (Figure 2B,C).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataSoluble Aβ40 and Aβ42 levels exhibited a trend of decrease but were not significantly different between genotypes in the hippocampus.
“Soluble Aβ40 and Aβ42 levels exhibited a trend of decrease, but these changes were not significant between the genotypes (Figure S3C,D).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataSoluble Aβ40 and Aβ42 levels were decreased by 34% and 45%, respectively, in the cortices of 5XFAD;Neu cKO mice.
“Soluble Aβ40 and Aβ42 levels were also decreased by 34% and 45%, respectively, in the cortices of 5XFAD;Neu cKO mice (Figure S2A,B).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataExcitatory neuron DEGs were enriched in synapse-related pathways and also in calcium-mediated signaling and G-protein signaling.
“Excitatory neuron DEGs were similarly enriched in synapse‐related pathways but also showed enrichment in distinct pathways, such as calcium‐mediated signaling and G‐protein signaling (Figure S5C,D and Tables S11 and S12).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataCellChat analysis revealed an overall increase in cell-to-cell communication among most cell types, particularly between and within inhibitory and excitatory neurons, in 5XFAD;Neu cKO mice.
“These analyses revealed an overall increase in cell‐to‐cell communication among most cell types, particularly between and within inhibitory and excitatory neurons in 5XFAD;Neu cKO mice (Figure 8A,B).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNeuronal, not microglial, IDOL plays a key role in regulating brain APOE and LDLR levels, as well as Aβ accumulation.
“Here, we demonstrate that neuronal, not microglial, IDOL plays a key role in regulating brain APOE and LDLR levels, as well as Aβ accumulation.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningNeuronal IDOL, but not microglial IDOL, plays a key role in Alzheimer's disease pathogenesis by regulating the levels of brain APOE receptors.
“Neuronal IDOL, but not microglial IDOL, plays a key role in Alzheimer's disease pathogenesis by regulating the levels of brain APOE receptors.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationcitationIncreasing brain LDLR levels could reduce APOE and Aβ, offering a potential therapeutic strategy for Alzheimer's disease.
“These findings suggest that increasing brain LDLR levels could reduce APOE and Aβ, offering a potential therapeutic strategy for AD.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisereasoningThe cell type-specific mechanisms underlying amyloid reduction by Idol deletion remained unknown.
“However, because this approach targeted all cell types in every tissue, the cell type–specific mechanisms underlying amyloid reduction remained unknown.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe researchers were blinded during the quantification of histology samples.
“The researchers were blinded during the quantification of histology samples.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataSample sizes were determined based on statistical power calculations, aiming to generate 12 mice per genotype using a standard deviation of 150, an effect size of 60% for insoluble Aβ42 levels, a power of 0.8, and p < 0.05.
“Using a standard deviation (SD) of 150, an effect size of 60% for insoluble Aβ42 levels, a power of 0.8, and p < 0.05, we aimed to generate 12 mice per genotype.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Study design and conductnone givenThe age of 4 months is when pathological changes can be reliably detected and expected beneficial effects observed without overwhelming pathology.
“We collected the brain tissues from 5XFAD;MG cKO, neuronal Idol KO 5XFAD mice (referred to as 5XFAD;Neu cKO), and 5XFAD littermate controls at 4 months of age, the age that we can reliably detect pathological changes as well as observe the expected beneficial effects without overwhelming pathology.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThe LDLR-APOE axis plays a critical role in Aβ accumulation and is regulated by neuronal IDOL.
“These results highlight the critical role of the LDLR‐APOE axis in Aβ accumulation and its regulation by neuronal IDOL.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataNeuronal IDOL plays an important role in Aβ accumulation, gliosis, and the regulation of inhibitory neurons involved in synaptic organization via LDLR and Reelin receptors.
“Our findings indicate that the neuronal IDOL plays an important role in Aβ accumulation, gliosis, and the regulation of inhibitory neurons involved in synaptic organization via LDLR and Reelin receptors.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe order of animals was randomized for each experiment.
“The order of animals was randomized for each experiment.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Premisenone givenPrior research establishes that increasing APOE receptors mitigates Alzheimer's disease pathology.
“Prior research establishes that increasing APOE receptors mitigates AD pathology.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningChanges in LDLR level may alter cellular lipid content and contribute to reduced Aβ levels in 5XFAD;Neu cKO mice.
“Because LDLR mediates the uptake of APOE‐bound lipid particles and Aβ, changes in the LDLR level may alter the cellular lipid content and contribute to the reduced Aβ levels in 5XFAD;Neu cKO mice.”
Quote in the paperSubstantial claim- Rests on an assumption: LDLR mediates the uptake of APOE-bound lipid particles and Aβ.
Probably not a substantial claim: may not pass S4 (based).
Premisenone givenDirect pharmacological upregulation of APOE receptors remains challenging.
“However, direct pharmacological upregulation of these proteins remains challenging.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataNeuronal IDOL may contribute to AD not only by affecting Aβ accumulation but also by modulating synaptic functions.
“These findings suggest that neuronal IDOL may contribute to AD, not only by affecting Aβ accumulation but also by modulating synaptic functions.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataNeuronal IDOL regulates lipid metabolism and protein accumulation in AD.
“These findings further strengthen the role of neuronal IDOL in regulating lipid metabolism and protein accumulation in AD.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationown dataDifferences between transcriptomic and proteomic datasets may reflect post-transcriptional regulatory mechanisms.
“These differences between transcriptomic and proteomic datasets may reflect post‐transcriptional regulatory mechanisms.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationGliosis is another pathological hallmark of AD, emerging at very early stages of the disease.
“Gliosis is another pathological hallmark of AD, emerging at very early stages of the disease. 50 , 51”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [50] Leng F, Edison P. Neuroinflammation and microglial activation in Alzheimer disease: where do we go from here? Nat Rev Neurol. 2021; 17(3): 157‐ 172. doi: 10.1038/s41582-020-00435-y 33318676 source
- cites [51] Wyss‐Coray T. Inflammation in Alzheimer disease: driving force, bystander or beneficial response? Nat Med. 2006; 12(9): 1005‐ 1015. doi: 10.1038/nm1484 16960575
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationDeletion of Apoe reduces amyloid deposition in transgenic mouse models of AD.
“Notably, deletion of Apoe reduces amyloid deposition in transgenic mouse models of AD. 3 , 4”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [3] Bales KR, Verina T, Dodel RC, et al. Lack of apolipoprotein E dramatically reduces amyloid beta‐peptide deposition. Nat Genet. 1997; 17(3): 263‐ 264. doi: 10.1038/ng1197-263 9354781 source
- cites [4] Bales KR, Verina T, Cummins DJ, et al. Apolipoprotein E is essential for amyloid deposition in the APP(V717F) transgenic mouse model of Alzheimer's disease. Proc Natl Acad Sci U S A. 1999; 96(26): 15233‐ 15238. doi: 10.1073/pnas.96.26.15233 10611368 PMC24803 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAmyloid plaque formation is typically accompanied by gliosis.
“Although the causal link between Aβ accumulation and gliosis remains unclear, amyloid plaque formation is typically accompanied by gliosis.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [50] Leng F, Edison P. Neuroinflammation and microglial activation in Alzheimer disease: where do we go from here? Nat Rev Neurol. 2021; 17(3): 157‐ 172. doi: 10.1038/s41582-020-00435-y 33318676 source
- cites [51] Wyss‐Coray T. Inflammation in Alzheimer disease: driving force, bystander or beneficial response? Nat Med. 2006; 12(9): 1005‐ 1015. doi: 10.1038/nm1484 16960575
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [52] Liddelow SA, Marsh SE, Stevens B. Microglia and astrocytes in disease: dynamic duo or partners in crime?. Trends Immunol. 2020; 41(9): 820‐ 835. doi: 10.1016/j.it.2020.07.006 32819809 source
May combine two claims.
Interpretationown dataNeuronal Idol deletion enhances cellular interactions, except in microglia and oligodendrocytes.
“Collectively, these findings suggest that neuronal Idol deletion enhances cellular interactions, except in microglia and oligodendrocytes.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown datasnRNA-seq analysis was performed on a modest sample size (N = 2 mice/genotype).
“Even though snRNA‐seq analysis was performed on a modest sample size (N = 2 mice/genotype), given the high yield of our single nuclei isolation protocol, we were able to detect transcriptomic changes across multiple cell types.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationNeurexins are presynaptic adhesion molecules critical for synaptic transmission.
“Neurexins, presynaptic adhesion molecules, are critical for synaptic transmission. 55”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [55] Dean C, Scholl FG, Choih J, et al. Neurexin mediates the assembly of presynaptic terminals. Nat Neurosci. 2003; 6(7): 708‐ 716. doi: 10.1038/nn1074 12796785 PMC1646425 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenWe did not assess the effect of Idol deletion on tauopathy.
“Although we did not assess the effect of Idol deletion on tauopathy,”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningIDOL inhibition may be a viable approach for AD, as it regulates LDLR-mediated APOE uptake.
“Therefore, IDOL inhibition may be a viable approach, as it regulates LDLR‐mediated APOE uptake.”
Quote in the paperSubstantial claim- Rests on an assumption: Findings from mouse models of AD, including 5XFAD;Neu cKO mice, are predictive of human AD.
- Rests on an assumption: Pharmacological inhibition of IDOL in humans is feasible and safe.
May combine two claims.
Study design and conductnone givenThe Camk2a-Cre mouse model initiates Cre-loxP recombination postnatally, not during the embryonic stage, avoiding potential developmental defects or compensatory responses.
“Because we used the Camk2a‐Cre mouse model that initiates Cre‐loxP recombination postnatally, not during the embryonic stage, any potential developmental defects or compensatory responses were avoided.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationVLDLR and APOER2 mediate Reelin signaling, which is essential for neuronal migration during brain development.
“VLDLR and APOER2 mediate Reelin signaling, which is essential for neuronal migration during brain development.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [77] Trommsdorff M, Gotthardt M, Hiesberger T, et al. Reeler/Disabled‐like disruption of neuronal migration in knockout mice lacking the VLDL receptor and ApoE receptor 2. Cell. 1999; 97(6): 689‐ 701. doi: 10.1016/s0092-8674(00)80782-5 10380922 source
May combine two claims.
InterpretationreasoningTargeting neuronal IDOL may offer multiple therapeutic benefits in AD by simultaneously reducing amyloid burden and gliosis while enhancing synaptic health.
“Thus, targeting neuronal IDOL may offer multiple therapeutic benefits in AD by simultaneously reducing amyloid burden and gliosis while enhancing synaptic health.”
Quote in the paperSubstantial claim- Rests on an assumption: Findings from mouse models of AD, including 5XFAD;Neu cKO mice, are predictive of human AD.
- Rests on an assumption: Pharmacological inhibition of IDOL in humans is feasible and safe.
May combine two claims.
InterpretationreasoningThe beneficial effects observed in 5XFAD;Neu cKO mice may be due to decreased APOE levels, but this is likely not the only mechanism.
“Although the beneficial effects observed in 5XFAD;Neu cKO mice may be due to decreased APOE levels (Figure 4C), this is likely not the only mechanism.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
IDOL targets LDLR for degradation.
“Since IDOL targets LDLR for its degradation, we assessed LDLR levels in the brains of 5XFAD;MG cKO and 5XFAD;Neu cKO mice using Western blot analysis (Figure 4).”
The paper relies on this without support.
IDOL is expressed primarily in microglia and neurons in the brain.
“Because Idol is expressed primarily in microglia and neurons in the brain, we examined its role in these cell types and its contribution to amyloid pathology.”
The paper relies on this without support.
Bulk RNA-seq lacks cell-type specificity.
“Bulk RNA‐seq provides useful insights; however, it lacks cell‐type specificity.”
The paper relies on this without support.
LDLR mediates the uptake of APOE-bound lipid particles and Aβ.
“Because LDLR mediates the uptake of APOE‐bound lipid particles and Aβ, changes in the LDLR level may alter the cellular lipid content and contribute to the reduced Aβ levels in 5XFAD;Neu cKO mice.”
The paper relies on this without support.
Findings from mouse models of AD, including 5XFAD;Neu cKO mice, are predictive of human AD.
“Thus, targeting neuronal IDOL may offer multiple therapeutic benefits in AD by simultaneously reducing amyloid burden and gliosis while enhancing synaptic health.”
The paper relies on this without support.
Pharmacological inhibition of IDOL in humans is feasible and safe.
“Given that IDOL is an E3 ubiquitin ligase and enzymes are highly druggable targets, 85 its pharmacological inhibition represents a promising strategy for AD treatment.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
This check didn’t finish.
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“2,14,15 Modulating these receptors affects A β pathology.”
Castellano, J. M., Deane, R., Gottesdiener, A. J., Verghese, P. B., Stewart, F. R., West, T., Paoletti, A. C., Kasper, T. R., DeMattos, R. B., Zlokovic, B. V., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1206446109 · Cited by 154 · cited 2× · see citing works
“16,18 Thesefindingssuggest thatincreasingbrainLDLRlevelscouldreduceAPOEandA β ,offeringa potential therapeutic strategy for AD.”
Reelin signaling antagonizes β-amyloid at the synapse
Durakoglugil, M. S., Chen, Y., White, C. L., Kavalali, E. T., & Herz, J. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0908176106 · Cited by 153 · cited 1× · see citing works
“79,80 Therefore, the increase in VLDLR and APOER2 levels following neuronal Idol deletion may also contribute to the beneficial effects observed in 5XFAD;Neu cKO mice.”
Hong, C., Duit, S., Jalonen, P., Out, R., Scheer, L., Sorrentino, V., Boyadjian, R., Rodenburg, K. W., Foley, E., Korhonen, L., et al. (2010) · Journal of Biological Chemistry · doi:10.1074/jbc.m110.123729 · Cited by 142 · cited 3× · see citing works
“53 The Reelin pathway plays an essential role in synaptic functions.”
Fryer, J. D., DeMattos, R. B., McCormick, L. M., O'Dell, M. A., Spinner, M. L., Bales, K. R., Paul, S. M., Sullivan, P. M., Parsadanian, M., Bu, G., et al. (2005) · Journal of Biological Chemistry · doi:10.1074/jbc.m502143200 · Cited by 139 · cited 2× · see citing works
“3,4 Because LDLR is a major endocytic APOE receptor, 59 it was hypothesized that modulating LDLR levels could influence brain APOE levels.”
APOE ε2 is associated with increased tau pathology in primary tauopathy
Zhao, N., Liu, C.-C., Van Ingelgom, A. J., Linares, C., Kurti, A., Knight, J. A., Heckman, M. G., Diehl, N. N., Shinohara, M., Martens, Y. A., et al. (2018) · Nature Communications · doi:10.1038/s41467-018-06783-0 · Cited by 139 · cited 2× · see citing works
“71 Furthermore, the APOE ε 2 allele was associated with increased tau pathology in the brains of human progressive supranuclear palsy, a primary tauopathy.”
Shi, Y., Andhey, P. S., Ising, C., Wang, K., Snipes, L. L., Boyer, K., Lawson, S., Yamada, K., Qin, W., Manis, M., et al. (2021) · Neuron · doi:10.1016/j.neuron.2021.05.034 · Cited by 135 · cited 1× · see citing works
“It is notable that overexpression of Ldlr also reduced tau pathology and neurodegeneration in a tauopathy mouse model, 74 further supporting the beneficial effects of increasing LDLR in AD.”
Liao, F., Hori, Y., Hudry, E., Bauer, A. Q., Jiang, H., Mahan, T. E., Lefton, K. B., Zhang, T. J., Dearborn, J. T., Kim, J., et al. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.0646-14.2014 · Cited by 128 · cited 1× · see citing works
“3–9 Of note, loss-of-function mutations in APOE delayed the onset of AD, regardless of the APOE genotype.”
Self-citationBai, B., Tan, H., Pagala, V., High, A. A., Ichhaporia, V. P., Hendershot, L. M., & Peng, J. (2016) · Methods in enzymology on CD-ROM/Methods in enzymology · doi:10.1016/bs.mie.2016.10.007 · Cited by 119 · see citing works
Lack of LDL receptor aggravates learning deficits and amyloid deposits in Alzheimer transgenic mice
Cao, D., Fukuchi, K.-I., Wan, H., Kim, H., & Li, L. (2006) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2005.09.011 · Cited by 106 · see citing works
Reelin secreted by GABAergic neurons regulates glutamate receptor homeostasis
Campo, C. G., Sinagra, M., Verrier, D., Manzoni, O. J., & Chavis, P. (2009) · PLoS ONE · doi:10.1371/journal.pone.0005505 · Cited by 100 · cited 1× · see citing works
“Given that Reln is expressedininhibitoryneuronsintheadultbrain 81–83 andoursnRNA-seqanalysisidentifiedthemostsignificantchangesininhibitoryneuron populations in 5XFAD;Neu cKO mice (Figure 7), VLDLR and APOER2 likely play a role in the observed phenotypes.”
Guo, J. L., Braun, D., Fitzgerald, G. A., Hsieh, Y.-T., Rougé, L., Litvinchuk, A., Steffek, M., Propson, N. E., Heffner, C. M., Discenza, C., et al. (2025) · Cell · doi:10.1016/j.cell.2024.10.027 · Cited by 91 · cited 3× · see citing works
“70 In a tauopathy model, APOE4 mice exhibited the greatest lipid peroxidation, whereas APOE2 mice had the least.”
InfluentialMinagawa, H., Gong, J., Jung, C., Watanabe, A., Lund‐Katz, S., Phillips, M. C., Saito, H., & Michikawa, M. (2009) · Journal of Neuroscience Research · doi:10.1002/jnr.22073 · Cited by 90 · cited 1× · see citing works
“65,66 69 A recent study explored how these binding differences may affect lipid metabolism and tau pathology.”
Brito-Moreira, J., Lourenco, M. V., Oliveira, M. M., Ribeiro, F. C., Ledo, J. H., Diniz, L. P., Vital, J. F. S., Magdesian, M. H., Melo, H. M., Barros-Aragão, F., et al. (2017) · Journal of Biological Chemistry · doi:10.1074/jbc.m116.761189 · Cited by 84 · cited 1× · see citing works
“55 58 Increased neurexin signaling may contribute to the enrichment of biological processes and networks such as “synapse organization,” “cell adhesion_synaptic contact,” and “cell adhesion_amyloid proteins” in 5XFAD;Neu cKO mice (Figure 7F,G).”
Scotti, E., Hong, C., Yoshinaga, Y., Tu, Y., Hu, Y., Zelcer, N., Boyadjian, R., de Jong, P. J., Young, S. G., Fong, L. G., et al. (2011) · Molecular and Cellular Biology · doi:10.1128/mcb.01469-10 · Cited by 77 · cited 1× · see citing works
“5XFAD mice 21 (Stock# 34840-JAX), Idol f/f (also known as Mylip f/f ) 22 (Stock# 034728, generated by Dr. Peter Tontonoz, HHMI), Cx3cr1-CreERT2 23 (Stock# 021160), and Camk2a-Cre 24 (Stock# 005359) were purchasedfromTheJacksonLaboratory.”
Katsouri, L., & Georgopoulos, S. (2011) · PLoS ONE · doi:10.1371/journal.pone.0021880 · Cited by 72 · cited 2× · see citing works
“61 Of note, the overexpression of Ldlr significantly reduced APOE and A β levels in A β - amyloidosis mouse models.”
Apolipoprotein E isoform‐specific binding to the low‐density lipoprotein receptor
Yamamoto, T., Choi, H. W., & Ryan, R. O. (2008) · Analytical Biochemistry · doi:10.1016/j.ab.2007.09.005 · Cited by 59 · see citing works
Levasseur, E. M., Yamada, K., Piñeros, A. R., Wu, W., Syed, F., Orr, K. S., Anderson‐Baucum, E. K., Mastracci, T. L., Maier, B., Mosley, A. L., et al. (2019) · Science Signaling · doi:10.1126/scisignal.aax0715 · Cited by 58 · cited 1× · see citing works
“29,30 The peptides were desalted with Waters Sep-Pak Vac cartridges, dried, and resuspended in 50 mM triethylammonium bicarbonate.”
Karahan, H., Smith, D. C., Kim, B., Dabin, L. C., Al-Amin, M. M., Wijeratne, H. R. S., Pennington, T., Viana di Prisco, G., McCord, B., Lin, P. B.-C., et al. (2021) · Science Advances · doi:10.1126/sciadv.abe3954 · Cited by 53 · cited 2× · see citing works
“21,26,27 Using a standard deviation (SD) of 150, an effect size of 60% for insol-uble A β 42 levels, a power of 0.”
Self-citationChoi, J., Gao, J., Kim, J., Hong, C., Kim, J., & Tontonoz, P. (2015) · Science Translational Medicine · doi:10.1126/scitranslmed.aad1904 · Cited by 49 · see citing works
Self-citationChemparathy, A., Le Guen, Y., Chen, S., Lee, E.-G., Leong, L., Gorzynski, J. E., Jensen, T. D., Ferrasse, A., Xu, G., Xiang, H., et al. (2024) · Neuron · doi:10.1016/j.neuron.2024.01.008 · Cited by 44 · cited 3× · see citing works
“10 Collectively, these studies provide compelling evidence that lowering APOE levels may be a promising therapeutic strategy for AD.”
Naito, Y., Tanabe, Y., Lee, A. K., Hamel, E., & Takahashi, H. (2017) · Scientific Reports · doi:10.1038/srep42548 · Cited by 42 · see citing works
Effects of polymorphism on the microenvironment of the LDL receptor-binding region of human apoE
Lund-Katz, S., Wehrli, S., Zaiou, M., Newhouse, Y., Weisgraber, K. H., & Phillips, M. C. (2001) · Journal of Lipid Research · doi:10.1016/s0022-2275(20)31612-6 · Cited by 40 · see citing works
Ferguson, C. M., Hildebrand, S. R., Godinho, B. M. D. C., Buchwald, J. E., Echeverria, D., Coles, A. H., Grigorenko, A. P., Vangjeli, L., Sousa, J., McHugh, N., et al. (2024) · Alzheimer s & Dementia · doi:10.1002/alz.13703 · Cited by 38 · see citing works
Gao, J., Marosi, M., Choi, J., Achiro, J. M., Kim, S., Li, S., Otis, K., Martin, K. C., Portera-Cailliau, C., & Tontonoz, P. (2017) · eLife · doi:10.7554/elife.29178 · Cited by 30 · cited 1× · see citing works
“20,49 To investigate the cell-type–specific role of Idol , we generated microglia-and neuron-specific Idol KO mice by crossbreeding S1).”
Kim, B., Dabin, L. C., Tate, M. D., Karahan, H., Sharify, A. D., Acri, D. J., Al-Amin, M. M., Philtjens, S., Smith, D. C., Wijeratne, H. R. S., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-48484-x · Cited by 28 · cited 1× · see citing works
“21,26,27 Using a standard deviation (SD) of 150, an effect size of 60% for insol-uble A β 42 levels, a power of 0.”
Self-citationThe effect of Abi3 locus deletion on the progression of Alzheimer’s disease-related pathologies
Karahan, H., Smith, D. C., Kim, B., McCord, B., Mantor, J., John, S. K., Al-Amin, M. M., Dabin, L. C., & Kim, J. (2023) · Frontiers in Immunology · doi:10.3389/fimmu.2023.1102530 · Cited by 20 · cited 1× · see citing works
“25,26 Theseanalysesidenti-fied that female mice showed less variability in pathological measures.”
Self-citationNeurexin‐β mediates the synaptogenic activity of amyloid precursor protein
Cvetkovska, V., Ge, Y., Xu, Q., Li, S., Zhang, P., & Craig, A. M. (2022) · The Journal of Neuroscience · doi:10.1523/jneurosci.0511-21.2022 · Cited by 17 · see citing works
Tate, M., Wijeratne, H. R. S., Kim, B., Philtjens, S., You, Y., Lee, D., Gutierrez, D. A., Sharify, D., Wells, M., Perez‐Cardelo, M., et al. (2024) · Alzheimer's & Dementia · doi:10.1002/alz.14243 · Cited by 16 · see citing works
Self-citationTherapeutic Idol reduction ameliorates amyloidosis and improves cognitive function in APP/PS1 mice
Gao, J., Littman, R., Diamante, G., Xiao, X., Ahn, I. S., Yang, X., Cole, T. A., & Tontonoz, P. (2020) · Molecular and Cellular Biology · doi:10.1128/mcb.00518-19 · Cited by 15 · see citing works
Meneses, A. D., Koga, S., Li, Z., O'Leary, J., Li, F., Chen, K., Murakami, A., Qiao, W., Kurti, A., Heckman, M. G., et al. (2023) · Annals of Neurology · doi:10.1002/ana.26580 · Cited by 11 · cited 1× · see citing works
“71 Similarly, APOE2 exacerbated TDP-43 proteinopathy, 72 a pathology that is seen in 57% of patients with AD.”
Loss of <i>Inpp5d</i> has disease‐relevant and sex‐specific effects on glial transcriptomes
Dabin, L. C., Kersey, H., Kim, B., Acri, D. J., Sharify, D., Lee‐Gosselin, A., Lasagna‐Reeves, C. A., Oblak, A. L., Lamb, B. T., & Kim, J. (2024) · Alzheimer's & Dementia · doi:10.1002/alz.13901 · Cited by 10 · see citing works
Self-citationComparative analysis of nuclei isolation methods for brain single-nucleus RNA sequencing
Kersey, H. N., Acri, D. J., Dabin, L. C., Hartigan, K. A., Mustaklem, R., Park, J. H., & Kim, J. (2026) · Cell Reports Methods · doi:10.1016/j.crmeth.2026.101337 · Cited by 8 · see citing works
Self-citationAPOE loss of function: A genetic shield against Alzheimer’s disease
Tate, M. D., Karahan, H., & Kim, J. (2024) · Neuron · doi:10.1016/j.neuron.2024.03.003 · Cited by 5 · cited 2× · see citing works
“11 Therefore, IDOL inhibition may be a viable approach, as it regulates LDLR-mediated APOE uptake.”
Self-citationMaciag, M., & Karamyan, V. T. (2025) · Journal of Medicinal Chemistry · doi:10.1021/acs.jmedchem.4c02228 · Cited by 5 · see citing works
Comparative analysis of nuclei isolation methods for brain single-nucleus RNA sequencingPreprint
Kersey, H. N., Acri, D. J., Dabin, L. C., et al. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.03.25.645306 · Cited by 4 · see citing works
Self-citation
Flagged first, then by citations
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- 10.1016/S0092‐8674(00)81826‐73B;pii3D; · DOI
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Acri, D. J., Mustaklem, R., Horan-Portelance, L., Dabin, L. C., Park, J. H., Hartigan, K. A., Kersey, H. N., Mesecar, M. E., Gibbs, J. R., Cookson, M. R., et al. (2026) · bioRxiv · doi:10.64898/2026.07.30.741795
“With the addition of ABC annotations, the two clusters which were depleted in a mouse model of amyloidosis 35 with the deletion of an E3 ubiquitin ligase (IDOL) (clusters 10 and 22) were both annotated as Somatostatin positive chondrolectin expressing inhibitory neurons (056 Sst Chodl Gaba), a…”
InfluentialSelf-citationTargeting Microglial Receptors for Alzheimer’s Disease: Translational Barriers from Bench to Bedside
Tang, X., Hasan, I., & Xu, J. (2026) · Neuropharmacology and Therapy · doi:10.15212/npt-2026-0008
- Authors
- Karahan, H., Hartigan, K., Al‐Amin, M. M., John, S. K., McCord, B., Wijeratne, H. R. S., Acri, D. J., Smith, D. C., Dabin, L. C., Cordero, H. M. R., Kim, B., Lee, D., & Kim, J.
- Affiliations
- Indiana University Indianapolis (US)
- Stark Neurosciences Research Institute Indiana University School of Medicine Indianapolis Indiana USA
- Corresponding author
- Kim, Jungsu
- ORCID
- Venue
- Alzheimer's & Dementia
- Publisher
- Wiley
- Published
- 2025-12
- Volume
- 21
- Issue
- 12
- Pages
- e70949-e70949
- ISSN
- 1552-5260 (ISSN-L)
- 1552-5279
- PMC
- PMC12699379
- OpenAlex
- W4417274554
- Semantic Scholar
- 4ac670aaa307969bd23a5221b38b943af37b89c3
- Cited by
- 2
- References
- 52
- Citations by year
- 2026: 2
- FWCI
- 1.07
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Alzheimer s & Dementia (publishedVersion, cc-by)
- PubMed (publishedVersion)
- IUScholarWorks (Indiana University) (submittedVersion, cc-by)
- PubMed Central (submittedVersion, cc-by)
- Funders
- National Institute on Aging (R01AG053242)
- Alzheimer's Association (NIRG‐12‐240682)
- Topics
- Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
- Life Sciences › Neuroscience › Neurology › Neuroinflammation and Neurodegeneration Mechanisms
- Health Sciences › Medicine › Surgery › Cholesterol and Lipid Metabolism
- Keywords
- Alzheimer's disease, idols
- MeSH terms
- Reelin Protein, Alzheimer Disease, Animals, Apolipoproteins E, Brain, Disease Models, Animal, Neurons, Receptors, LDL, Amyloid beta-Peptides, Microglia, Mice, Knockout, Ubiquitin-Protein Ligases, Mice
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.
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