Cited by 34Lipid metabolism and biosynthesisNeuroinflammation and Neurodegeneration MechanismsAlzheimer's disease research and treatments

APOE4 reshapes the lipid droplet proteome and modulates microglial inflammatory responses

Open access
Friday, Cassi M., Stephens, Isaiah O., Smith, Cathryn T., Lee, Sangderk, Satish, Diksha, Devanney, Nicholas A., Cohen, Sarah, Morganti, Josh M. +2 more·2025·Neurobiology of Disease

Abstract

Excess lipid droplet (LD) accumulation is implicated in various diseases, including Alzheimer's disease (AD), yet the mechanisms underlying this accumulation remain unclear. Apolipoprotein E (ApoE) is a droplet-associated protein, and its E4 variant confers the greatest genetic risk for late-onset AD while also being linked to increased neuroinflammation and LD accumulation. In this study, we compared the lipid and protein composition of hepatic LDs in targeted replacement mice expressing human E3 (neutral) or E4 (risk variant), under both baseline conditions and following lipopolysaccharide (LPS) administration. Lipidomic analysis revealed that E4 LDs exhibit a shift in glycerophospholipid distribution, with an increase in phosphatidylcholine species, such that their baseline profile resembles that of LPS-treated LDs. Quantitative proteomics indicated that E4 LDs are enriched in proteins related to vesicle transport but show decreased levels of proteins involved in fatty acid β-oxidation. Notably, many LD-associated proteins overlapped with those identified in AD postmortem and microglial 'omics studies, suggesting a role for LDs in AD pathogenesis. To further explore these findings, primary microglia from E3 and E4 mice were exposed to exogenous lipids, LPS, and necroptotic N2A cells. Under most conditions, E4 microglia accumulated more LDs and secreted higher levels of proinflammatory cytokines (TNF, IL-1β, IL-10) compared to E3 microglia, although their LPS response was blunted. These data suggest that altered LD dynamics in E4 microglia may contribute to the increased AD risk associated with APOE4.

AI snapshot

Written from the paper’s full text.

TL;DR

APOE4 expression reshapes hepatic lipid droplet lipid and protein composition, producing a baseline lipid profile that resembles LPS-treated E3 droplets and depleting fatty acid β-oxidation proteins. E4 primary microglia also accumulate more lipid droplets and secrete more proinflammatory cytokines under several stimuli, though their acute LPS cytokine response is blunted.

Key findings

  • Lipidomic analysis of LD-enriched liver fractions found ~90% of the lipidome was triacylglycerols; E4 LDs showed increased phosphatidylcholine at baseline and after LPS, while E3 LDs significantly increased PC, PE, PI, and PS after LPS but E4 LDs did not.
  • Proteomics identified 4,638 LD-enriched proteins and 2,338 “LD resident” proteins in the Results; E4 LDs were enriched for LD organization, membrane trafficking, and TG sequestration and depleted for fatty acid β-oxidation, with the WGCNA green-yellow metabolic module downregulated in E4 at baseline.
  • AD/microglia dataset overlaps were high: 15/25 (60%) “incipient AD” proteins, 27/30 M4 microglial metabolism proteins, and ~35% of proteins upregulated in E4/4 AD brains overlapped with E4 LD-enriched proteins, versus ~29% for E3/3 AD and E3 LDs.
  • E4 microglia accumulated significantly more LDs than E3 at baseline, OA alone, nN2A alone, and LPS alone (p < 0.05 for all), and secreted more TNF, IL-1β, and IL-10 at baseline and with OA; LPS-induced TNF and IL-10 release was blunted in E4 microglia.

Methods

  • Twelve-month-old female human APOE3 or APOE4 targeted-replacement mice were injected with saline or LPS (5 mg/kg; n = 5 per group), and liver tissue was harvested after 24 h for density-gradient LD enrichment, TMT quantitative proteomics, and LC-MS/MS lipidomics.
  • Proteomic data were analyzed with t-tests, Enrichr gene ontology, and WGCNA; lipidomic data used multiple-group t-tests with Benjamini-Hochberg FDR correction.
  • Primary mouse microglia from E3/E4 pups were treated with oleic acid, LPS, necroptotic N2A cells, or combinations, then assessed by BODIPY imaging for LDs and V-plex assays for IL-1β, IFN-γ, TNF, IL-10, and IL-6.

Limitations

  • Stated: LD enrichment may include transiently associated proteins rather than only true LD-resident proteins; only female mice were used; the study used a single 24 h LPS challenge, not chronic inflammation; and the main omics were performed on liver LDs rather than brain or microglial LDs.
  • Stated: results differed from recent hiPSC experiments where inhibiting TG biosynthesis in E4 microglia blunted cytokine/chemokine release, possibly due to species differences in ApoE-receptor interactions and lipid processing.
  • Evident from the text: the central lipidomic and proteomic conclusions rely on liver-derived LDs as a proxy for brain/microglia, so microglial relevance depends on cross-dataset overlap rather than direct brain LD profiling; no male mice or sex comparison was performed.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.nbd.2025.106983

Cites

75 of 75 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

27 of 29 cited sources checked · 7 supported · 1 flagged · accuracy not yet measured

  • Premisecitation

    The effects of APOE on the composition of lipid droplets themselves remain unexplored.

    “the effects of APOE on the composition of LDs themselves remains unexplored”
    Quote in the paperSubstantial claim3 of 3 sources checked
    • cites Farmer et al., 2019 source

      The Discussion says the link between E4 and lipid-droplet biology had not been widely explored, but does not identify droplet composition as an unexplored question. The Results examine droplet number, size, volume, and perilipin-2 expression; the passages found do not establish whether APOE’s effects on the composition of droplets themselves had been studied. (LLM, conf=0.70)

      Experimental — accuracy not yet measured
    • cites Sienski et al., 2021 source

      The Introduction reports that APOE4 astrocytes accumulated more unsaturated triacylglycerides stored in lipid droplets than APOE3 astrocytes, contrary to the unqualified claim that APOE’s effects on droplet composition remain unexplored. The Results clarify that the lipid composition was measured by whole-cell lipidomics, not by directly analyzing isolated droplets. (LLM, conf=0.76)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
    • cites Machlovi et al., 2022 source

      The Results section on baseline E3 and E4 microglia reports differences in neutral-lipid levels and lipid-droplet abundance, but not the composition of the droplets themselves. A search for lipid-droplet composition found no passage stating that APOE’s effects on it remain unexplored; the absence of a composition analysis in this study does not establish that broader claim. No page numbers were available in our copy. (LLM, conf=0.72)

      Experimental — accuracy not yet measured
  • Premisecitation

    Several in vivo studies of E4 mice and humans show an exaggerated response to inflammation in E4 individuals.

    “several in vivo studies of E4 mice and humans show an exaggerated response to inflammation in E4 individuals (Vitek et al., 2009; Shi et al., 2017; Zhu et al., 2012; Gale et al., 2014).”
    Quote in the paperNot a substantial claim3 of 3 sources checked
    • cites Vitek et al., 2009 source

      The Discussion reports that LPS-injected APOE4/4 mice had greater increases in pro-inflammatory cytokine mRNA than APOE3/3 mice, and the Introduction cites other in vivo mouse studies with similar findings. Our copy discusses APOE4-associated human disease outcomes but does not report in vivo studies showing an exaggerated inflammatory response in humans. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites Shi et al., 2017 source

      The mouse findings (section labeled Abstract; page not supplied) show greater neuroinflammation and microglial activation in ApoE4 mice with P301S tau pathology. The paper's direct test of inflammatory reactivity used cultured microglia, not an in vivo challenge, and its human findings concern disease progression rather than an inflammatory response. Thus it supports the mouse component in a specific tauopathy setting, but not the full claim as attributed to Shi et al. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites Zhu et al., 2012 source
  • Findingcitation

    ~35% of proteins upregulated in E4/4 AD compared to E3/3 AD brains overlapped with proteins enriched on E4 LDs.

    “~35 % of proteins upregulated in E4/4 AD compared to E3/3 AD brains (Dai et al., 2018) overlapped with proteins enriched on E4 LDs.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Dai et al., 2018 source
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
  • Premisecitation

    ApoE is a droplet-associated protein found on the lipid droplet surface.

    “ApoE is also droplet-associated protein found on the LD surface (Liu et al., 2023; Bersuker et al., 2018)”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Liu et al., 2023 source

      The Results sections report that apoE4 expression increases lipid droplet accumulation in microglia, but they do not establish that apoE protein is associated with droplets or located on their surface. Searches for apoE localization at the lipid droplet surface found no passage addressing that point. (LLM, conf=0.75)

      Experimental — accuracy not yet measured
    • cites Bersuker et al., 2018 source

      The Introduction describes proteins on the lipid-droplet surface, and the Results report identifying lipid-droplet proteins, but neither passage identifies ApoE. Searches for ApoE and apolipoprotein E found no passage in our copy establishing its presence on that surface. (LLM, conf=0.72)

      Experimental — accuracy not yet measured
  • Premisecitation

    Women have increased susceptibility to E4 related phenotypes compared to men.

    “women have increased susceptibility to E4 related phenotypes compared to men (Rajan et al., 2021; Yin et al., 2023)”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Rajan et al., 2021 source

      The Results section (‘Gender-Specific Number of People with Clinical AD from 2020 through 2060’; page unavailable) estimates more women than men living with clinical Alzheimer’s disease. It does not assess E4 status or whether women are more susceptible than men to E4-related phenotypes; searches for APOE ε4 and E4-related phenotypes found no such analysis. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
    • cites Yin et al., 2023 source

      The Discussion (p. 14) reports a sex-dependent APOE4-associated impairment, with a pronounced reduction in astrocyte activation in females. The results (p. 9) also report APOE4-associated changes in males. These passages support a female-pronounced cellular phenotype in people with AD, but not the broader claim that women are more susceptible than men to E4-related phenotypes generally. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim. 15
  • May combine two claims. 25
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Excess lipid droplet accumulation is associated with several diseases, including Alzheimer's disease.

    “It is well documented that several diseases are associated with excessive LDs, including but not limited to obesity, atherosclerosis, cancer, type 2 diabetes, and Alzheimer’s disease (AD) (Farmer et al., 2020; Dalhaimer, 2019)”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites Farmer et al., 2020 source

      The Alzheimer’s Disease section (page unavailable) reports increased lipid-droplet formation in both human AD samples and an AD mouse model. The Introduction also links lipid droplets to obesity-related dysfunction and insulin resistance. The cited passages do not establish the sentence’s additional associations with atherosclerosis, cancer, or specifically type 2 diabetes. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites Dalhaimer, 2019 source

      In “Lipid Droplets in Disease” (page unavailable), Dalhaimer links lipid droplets to obesity, type 2 diabetes, Alzheimer’s disease, cardiovascular disease, and cancer. The section also reports increased small lipid droplets in APOE4-expressing astrocytes. It does not establish excessive lipid droplet accumulation across every disease in the citing sentence, particularly atherosclerosis. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim.

    Premisecitation

    The M4 network module is related to microglial metabolism in human AD brain.

    “Another proteomic analyses of human AD brain identified a network module related to microglial metabolism (termed “M4”) (Johnson et al., 2020).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Johnson et al., 2020 source
  • Classified as probably not a substantial claim.

    Premisecitation

    Fatty acid β-oxidation and oxidative phosphorylation pathways support energy-intensive immune responses.

    “pathways that support energy-intensive immune responses (Orihuela et al., 2016; Mills et al., 2017)”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites Orihuela et al., 2016 source
    • cites Mills et al., 2017 source
  • Classified as probably not a substantial claim.

    Premisecitation

    The iAD signature is a set of proteins highly expressed in young E4 carrier brains but reduced in AD brains.

    “The iAD signature is a set of proteins highly expressed in young E4 carrier brains but reduced in AD brains (Roberts et al., 2021).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Roberts et al., 2021 source

      The Results (Stage 1: Discovery of the incipient AD signature) identify 25 signature proteins and report that nearly all were increased in young APOE ε4 carriers relative to noncarriers and reduced in AD relative to controls. The claim omits exceptions: one protein was reduced in young carriers, and TBP did not show a consistent direction across the two AD cohorts. (LLM, conf=0.90)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Primary mouse microglia expressing human E4 exhibit changes in morphology and increased cytokine production associated with LD accumulation compared to E3 microglia.

    “Machlovi et al. previously showed that primary mouse microglia expressing human E4 exhibit changes in morphology and increased cytokine production associated with LD accumulation compared to E3 microglia (Machlovi et al., 2022).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Machlovi et al., 2022 source
  • May combine two claims.

    Premisecitation

    E4-expressing astrocytes and E4 microglia accumulate more lipid droplets than E3-expressing cells.

    “E4 expressing astrocytes (Windham et al., 2024; Farmer et al., 2019; Sienski et al., 2021) and E4 microglia (Machlovi et al., 2022; Victor et al., 2022; Haney et al., 2024) both accumulate more lipid droplets than neutral AD-risk ε3/ε3 (E3) expressing cells.”
    Quote in the paperSubstantial claim3 of 3 sources checked
    • cites Windham et al., 2024 source

      The Results section (‘APOE4 expression results in large LDs with impaired turnover’; page unavailable) reports greater total lipid-droplet area in E4 than E3 astrocytes after an oleic-acid pulse-chase. It does not report more droplets: droplet number was the same after the chase and lower in E4 cells immediately after the pulse. The Windham citation is attached to the astrocyte part of the sentence, not the microglia part. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
    • cites Farmer et al., 2019 source
    • cites Sienski et al., 2021 source
  • Classified as probably not a substantial claim.

    Premisecitation

    APOE4 has been reported to impair TLR4 trafficking and downstream signaling in myeloid cells.

    “APOE4 has been reported to impair TLR4 trafficking and downstream signaling in myeloid cells (Vitek et al., 2009; Liu et al., 2023)”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Vitek et al., 2009 source

      The Discussion (page not provided) reports altered NF-κB and p38 MAP kinase signaling in APOE4-expressing immune cells, so it supports an effect on signaling. It does not describe impaired TLR4 trafficking or establish impaired TLR4-specific downstream signaling; the NF-κB activity it discusses is increased, not decreased. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites Liu et al., 2023 source

      The Results section on APOE isoform-dependent transcriptomic signatures reports that apoE4 fails to activate, or has the opposite effect on, several immune-response pathways in microglia. That supports impaired myeloid-cell responsiveness broadly, but the passages found do not address TLR4 trafficking or TLR4-specific downstream signaling (searched: TLR4 trafficking, TLR4, and toll-like receptor 4 signaling). (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Carriage of the APOE4 allele is associated with increased neuroinflammation and metabolic disturbances within neurons and glial cells.

    “carriage of the E4 allele is associated with increased neuroinflammation and metabolic disturbances within neurons and glial cells (Krasemann et al., 2017)”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Krasemann et al., 2017 source

      The Results section on the MGnD phenotype reports that APOE signaling induces an inflammatory program in microglia, supporting a link between APOE and neuroinflammation. But the cited passages do not identify the APOE4 allele specifically or report metabolic disturbances within neurons and glial cells; the paper’s findings about APOE generally cannot establish those parts of the claim. Page numbers are unavailable in our copy. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Soft power β = 6 was chosen for WGCNA, at which the scale-free fit index exceeded 0.85 while preserving adequate mean connectivity.

    “Soft power β = 6 was chosen via the pickSoftThreshold function, at which the scale-free fit index (Olzmann and Carvalho, 2019) exceeded 0.85, while preserving adequate mean connectivity.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Olzmann and Carvalho, 2019 source

      The cited paper’s lipid-droplet contact-sites section discusses proteins involved in droplet fusion, not WGCNA. Searches for pickSoftThreshold, β = 6, the scale-free fit index, and mean connectivity found no passage addressing the claimed threshold choice; the copy provides no page numbers. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingown data

    The bulk of lipid content in LD-enriched fractions was composed of glycerolipid, with ~90% of the lipidome consisting of triacylglycerols.

    “the bulk of lipid content in LD enriched fractions was composed of glycerolipid, with ~90 % of the lipidome consisting of triacylglycerols (TGs)”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
  • May combine two claims.

    Findingown data

    The brown and purple WGCNA modules were upregulated by LPS across genotypes and enriched for processes including innate immune response, glycogen metabolism, and protein or vesicle trafficking.

    “the brown and purple modules were upregulated by LPS across genotypes and enriched for processes including innate immune response, glycogen metabolism, and protein or vesicle trafficking”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.
  • May combine two claims.

    Findingown data

    E4 microglia secreted more TNF, IL-1β and IL-10 than E3 at baseline, as well as when exposed to OA.

    “E4 microglia secreted more TNF, IL-1β and IL-10 than E3 at baseline, as well as when exposed to OA.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: Primary microglia cultures from E3 and E4 mice reflect microglial behavior in vivo.
  • May combine two claims.

    Findingown data

    Under basal conditions, E4 LDs were enriched for proteins involved in LD organization, membrane trafficking, and TG sequestration, while relatively depleted in proteins related to fatty acid β-oxidation.

    “under basal conditions, E4 LDs were enriched for proteins involved in LD organization, membrane trafficking, and TG sequestration, while they were relatively depleted in proteins related to fatty acid β-oxidation”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
  • May combine two claims.

    Findingown data

    E3 LDs showed enrichment for fatty acid metabolism and oxidative phosphorylation pathways in both saline and LPS treatment when compared to E4, which showed enrichment in inflammatory response and complement pathway in the saline or LPS comparison respectively.

    “E3 LDs showed enrichment for fatty acid metabolism and oxidative phosphorylation pathways in both saline and LPS treatment when compared to E4, which showed enrichment in inflammatory response and complement pathway in the saline or LPS comparison respectively”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.
  • May combine two claims.

    Findingown data

    E3 droplets increase their PC content when stimulated with LPS, whereas E4 droplets do not show a similar response.

    “while E3 droplets increase their PC content when stimulated with LPS, a similar response is not observed in E4 droplets”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.
  • May combine two claims.

    Findingown data

    In E3 LDs, LPS significantly increased the percentage of PC, PE, PI, and PS, but these LPS-dependent increases were not observed in E4 LDs.

    “A comparison of the E3 Saline to E3 LPS LD lipidome showed significant increase in the percentage of PC, PE, PI, and PS; however, these same LPS-dependent increases were not observed in the E4 LD lipidome”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.
  • May combine two claims.

    Findingown data

    Addition of LPS resulted in a dramatic increase in release of TNF, IL-1β, and IL-10 in control, OA, and nN2A treated cells; however, this effect was blunted in E4 microglia for TNF and IL-10.

    “the addition of LPS resulted in a dramatic increase in the release of these cytokines in control, OA, and nN2A treated cells; however, this effect was blunted in E4 microglia for TNF and IL-10”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.
    • Rests on an assumption: Primary microglia cultures from E3 and E4 mice reflect microglial behavior in vivo.
  • May combine two claims.

    Findingown data

    In response to nN2A, E4 microglia secreted more TNF and IL-1β, but not IL-10, than E3.

    “In response to nN2A, E4 secreted more TNF and IL-1β, but not IL-10.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: Primary microglia cultures from E3 and E4 mice reflect microglial behavior in vivo.
  • May combine two claims.

    Findingown data

    The green-yellow WGCNA module was significantly downregulated in E4 LDs at baseline and was enriched for metabolic pathways including fatty acid β-oxidation, branched-chain amino acid catabolism, and the TCA cycle.

    “the green-yellow module was significantly downregulated in E4 LDs at baseline and was enriched for metabolic pathways, including fatty acid β-oxidation, branched-chain amino acid catabolism, and the TCA cycle”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
  • May combine two claims.

    Findingown data

    ~29% of proteins upregulated in E3/3 AD compared to E4/4 AD brains overlapped with proteins enriched on E3 LDs and were associated with pathways of fatty acid β-oxidation.

    “~29 % of proteins upregulated in E3/3 AD compared to E4/4 AD brains overlapped with proteins enriched on E3 LDs and were associated with pathways of fatty acid β-oxidation”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
  • May combine two claims.

    Findingown data

    In both saline and LPS treated conditions, the overlap of LD proteins and microglial genes differentially regulated by E4 pointed to upregulation of pathways of protein synthesis and transport along with concomitant downregulation of fatty acid metabolism.

    “In both the saline and LPS treated conditions, the overlap of LD proteins and microglial genes differentially regulated by E4 pointed to an upregulation of pathways of protein synthesis and transport along with a concomitant downregulation of fatty acid metabolism”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.
  • May combine two claims.

    Findingown data

    In E3 LDs, LPS significantly decreased the abundance of polyunsaturated and monounsaturated fatty acids on TGs and cholesterol esters, while no change was observed between E4 groups.

    “the abundance of polyunsaturated fatty acids (PUFA) and monounsaturated fatty acids (MUFA) are significantly decreased between E3 saline and E3 LPS, but no change is observed between the E4 groups”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Proteomics analysis detected 6192 proteins.

    “Proteomics analysis detected 6192 proteins.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    An outlier analysis revealed 28 statistical outliers among the 6420 total values (0.4% outliers).

    “which revealed 28 statistical outliers among the 6420 total values (321 metabolites × 20 samples; 0.4 % outliers).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Findingown data

    A final 4267 proteins were included and analyzed after filtering for more than two unique peptides and a 5% false discovery rate.

    “Proteins were accepted if they contained more than two unique peptides and were within the false discovery rate of 5 %. A final 4267 proteins were included and analyzed.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Lipidomic analysis revealed 321 unique lipid metabolites.

    “Lipidomic analysis revealed 321 unique lipid metabolites.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Neuronal debris-derived lipids are likely routed into alternative esterification pathways, such as ACAT-mediated cholesterol esterification, phospholipid remodeling via the Lands' cycle, and/or DGAT2-derived TAG synthesis.

    “suggesting that neuronal debris–derived lipids are likely routed into alternative esterification pathways, such as ACAT-mediated cholesterol esterification, phospholipid remodeling via the Lands’ cycle, and/or DGAT2-derived TAG synthesis”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: Primary microglia cultures from E3 and E4 mice reflect microglial behavior in vivo.
  • May combine two claims.

    Interpretationown data

    E3 microglia maintain a more catabolic, oxidative lipid metabolic state, while E4 microglia exhibit reduced mitochondrial engagement even in the absence of stimulation.

    “suggesting that E3 microglia maintain a more catabolic, oxidative lipid metabolic state, while E4 microglia exhibit reduced mitochondrial engagement even in the absence of stimulation”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
  • May combine two claims.

    Interpretationown data

    E4-expressing microglia accumulate more LDs and secrete higher levels of cytokines at baseline.

    “Together, these data suggest that E4-expressing microglia accumulate more LDs and secrete higher levels of cytokines at baseline”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: Primary microglia cultures from E3 and E4 mice reflect microglial behavior in vivo.
  • May combine two claims.

    Interpretationown data

    E4 expressing microglia accumulate more LDs and secrete more cytokines following various stimuli.

    “we also show that E4 expressing microglia accumulate more LDs and secrete more cytokines following various stimuli.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: Primary microglia cultures from E3 and E4 mice reflect microglial behavior in vivo.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    The APOE ε4/ε4 allele is the strongest genetic risk factor for late-onset Alzheimer's disease.

    “The strongest of the LOAD risk genes is the ε4/ε4 (E4) allele of Apolipoprotein E (APOE)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Unlike E3 LDs, which substantially remodel their lipidome in response to an inflammatory challenge, E4 LDs show a blunted response and display an intermediate lipid profile between baseline E3 and the post-inflammatory state.

    “These results suggest that unlike E3 LDs, which substantially remodel their lipidome in response to an inflammatory challenge, E4 LDs show a blunted response and display an intermediate lipid profile between baseline E3 and the post-inflammatory state.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.
  • May combine two claims.

    Interpretationown data

    The protein composition of liver-derived LDs, and the effect of E4 in modulating enrichment of these proteins, substantially overlaps with the established E4/AD proteome and are present on microglia LDs.

    “Together, these data show the protein composition of liver-derived LDs – and the effect of E4 in modulating enrichment of these proteins – substantially overlaps with the established E4/AD proteome and are present on microglia LDs”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.
    • Rests on an assumption: Primary microglia cultures from E3 and E4 mice reflect microglial behavior in vivo.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Procedures concerning mice were in compliance with the University of Kentucky's Institutional Animal Care and Use Committee.

    “Procedures concerning mice were in compliance with the University of Kentucky’s Institutional Animal Care and Use Committee.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    WGCNA modules showed high intramodular connectivity and module cohesion, with mean |kME| values ranging from 0.80 to 0.83 and 56-74% of genes per module classified as hubs.

    “Across all modules, mean |kME| values ranged from 0.80 to 0.83 and 56–74 % of genes per module were classified as hubs, demonstrating high intramodular connectivity and module cohesion.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductown data

    Metabolite abundance averages were calculated within groups and multiple group t-tests were performed with Benjamini-Hochberg FDR correction.

    “Metabolite abundance averages were calculated within groups and multiple group t-tests were performed on the entire data set followed by post-hoc multiple comparisons correction for false discovery rate (FDR) using Benjamini-Hochberg (BH) adjustment.”
    Quote in the paperSubstantial claim
36 of 36
  • The paper relies on this without support.

    Targeted replacement mice expressing human E3 or E4 are a valid model of human APOE isoform-specific biology.

    “targeted replacement mice expressing human E3 (neutral) or E4 (risk variant)”
  • The paper relies on this without support.

    LPS administration in mice models an inflammatory challenge relevant to AD neuroinflammation.

    “following lipopolysaccharide (LPS) administration”
  • The paper relies on this without support.

    Primary microglia cultures from E3 and E4 mice reflect microglial behavior in vivo.

    “primary microglia from E3 and E4 mice were exposed to exogenous lipids, LPS, and necroptotic N2A cells”
  • The paper relies on this without support.

    Lipid droplets protect against lipotoxicity and buffer ROS.

    “because lipid droplets also protect against lipotoxicity and buffer ROS”
  • The paper relies on this without support.

    Women are disproportionately affected by AD compared to men.

    “women are disproportionately affected by AD compared to men.”
5 of 5

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • APOE genotype influences the inflammatory response, with E4 expression linked to significantly higher cytokine levels in both humans and mice compared to E3 or E2.

    “In addition to metabolic dysregulation, APOE genotype also influences the inflammatory response, with E4 expression linked to significantly higher cytokine levels in both humans and mice compared to E3 or E2”

    From Older adult APOE4 mice exhibit modest immunometabolic adaptation following microglial APOE2 replacement (2027) · cites this paper as Friday et al., 2025

    The Results report higher cytokine secretion by E4 than E3 mouse microglia at baseline and under some treatments. The Discussion also cites studies showing exaggerated inflammatory responses in E4 mice and humans, but it does not establish significantly higher cytokine levels in humans or compare E4 with E2. It notes that E3 microglia had a stronger response to LPS, so the direction depends on the condition. (LLM, conf=0.89)

    Experimental — accuracy not yet measured
  • Both cell type and cellular environment modulate the lipid droplet proteome and lipidome.

    “Importantly, both cell type and cellular environment modulate the lipid droplet proteome and lipidome3–9.”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Conflicting totals for proteins included in the LD proteome

    Major

    The Results report 4,638 LD-enriched proteins, but the Methods say 4,267 proteins passed the acceptance criteria and were included in the analysis. These are presented as the analyzed proteome without an explanation for the different totals.

  • Conflicting counts of LD-resident proteins

    Major

    The Results give 2,338 proteins overlapping another LD dataset, while the Methods give 2,099 for the same cross-referencing step.

  • Female-only limitation conflicts with unsexed microglia donors

    Minor

    The Discussion says the study used only female mice, but the Methods state that pups supplying primary microglia were not genotyped for sex chromosomes. The female-only claim therefore is not established for those experiments.

  • N2A stimulus is called both necroptotic and apoptotic

    Minor

    The experiments describe treatment with necroptotic N2A cells, but the preparation method says apoptotic cells were collected for use. Those terms identify different cell-death states for a conclusion-bearing stimulus.

4 of 4

Cites

Flagged first, then by citations

1 of the 76 references couldn’t be matched to a known paper.

Cited by

Sorted by citations

Authors
Friday, C. M., Stephens, I. O., Smith, C. T., Lee, S., Satish, D., Devanney, N. A., Cohen, S., Morganti, J. M., Gordon, S. M., & Johnson, L. A.
Affiliations
  • University of Kentucky (US)
  • University of North Carolina at Chapel Hill (US)
Corresponding author
Johnson, Lance A.
Venue
Neurobiology of Disease
Publisher
Elsevier BV
Published
2025-08
Volume
212
Pages
106983
ISSN
0969-9961 (ISSN-L)
OpenAlex
W4410877579
Cited by
33
References
76
Citations by year
2026: 24 · 2025: 9
FWCI
10.52
Type
journal article
Language
en
Open access
Locations
  • Neurobiology of Disease (publishedVersion, cc-by-nc-nd)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion, cc-by)
  • PubMed Central (acceptedVersion, cc-by)
  • UKnowledge (University of Kentucky) (submittedVersion)
  • Carolina Digital Repository (University of North Carolina at Chapel Hill) (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • UNC Libraries
Funders
  • National Institute of Diabetes and Digestive and Kidney Diseases (R01DK133184)
  • National Institutes of Health
  • California Missions Foundation
  • National Institute on Aging (RF1NS118558, R01AG070830, R01AG080589, R01AG081421-S1, R01AG062550)
  • Alzheimer&apos;s Association
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Biochemistry › Lipid metabolism and biosynthesis
  • Life Sciences › Neuroscience › Neurology › Neuroinflammation and Neurodegeneration Mechanisms
  • Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
Keywords
APOE ε4, lipid droplets, Alzheimer's disease, microglial inflammation, hepatic lipid droplets, phosphatidylcholine, lipopolysaccharide response, fatty acid beta-oxidation, vesicle trafficking, inflammatory cytokines, necroptosis, APOE3, neuroinflammation
MeSH terms
Alzheimer Disease, Animals, Humans, Inflammation, Lipopolysaccharides, Male, Mice, Inbred C57BL, Mice, Transgenic, Microglia, Proteome, Mice, Apolipoprotein E4, Lipid Droplets

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-11-02.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-11-02.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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