Alterations in lipid homeostasis remain understudied in AD pathogenesis due to limitations in technology compatible with studying the complexity of lipid subclasses and subspecies. Recent advancements in MSI have accelerated our understanding of the anatomical specific brain lipidome and demonstrate the role gangliosides play in brain health and disease. In the present study, we employed a novel dual resolution MALDI MSI approach to reveal the regional heterogeneity and plaque-associated ganglioside alterations in an Aβ-depositing mouse model of AD. With advanced age, we observed a global enrichment of complex gangliosides GM1 and GD1a that was independent of genotype; as well as an increase in simple gangliosides GM2 and GM3 in the cortex and hippocampus of APP/PS1 mice compared to age-matched controls. GM2 and GM3 levels were elevated in older mice and were enriched within and surrounding Aβ plaques. Concomitant with elevations in GM2 and GM3, we have shown for the first time that the gene expression of Hexa encoding the β-hexosaminidase enzyme responsible for GM2 degradation was increased in cortical and hippocampal tissue. This study also describes a novel approach combining MSI with histology and molecular biology techniques to uncover mechanistic insights driving ganglioside dysregulation in AD.
4.1. Global increase in complex gangliosides with aging
Recent MALDI MSI studies have demonstrated age-dependent and neuroanatomic-specific alterations in ganglioside expression in patients and prodromal AD models, showing a depletion of complex gangliosides and an accumulation of simple gangliosides (Caughlin et al., 2018; Ollen-Bittle et al., 2024). However, the underlying mechanism driving ganglioside imbalance remained unexplored. Given that advanced age is the greatest risk factor for developing AD, we focused on profiling ganglioside changes throughout aging from early to late adulthood. In the current study, we observed a global age-dependent increase in complex gangliosides for both WT and APP/PS1 mice (Fig. 2a-j). Between the two species, GD1a expression demonstrated a greater degree of anatomical variability, while GM1 was increased across all evaluated brain regions. The lack of transgene differences suggests that elevated GM1 levels may be a protective or compensatory response to age-related pathology. The relationship between the complex gangliosides and AD pathology might be more complex than anticipated. Kracun et al. observed a decrease in major complex gangliosides in the cortex in post-mortem dementia patients (Kracun et al., 1992), whereas Molander-Melin et al. found no changes in ganglioside levels in the frontal cortex of AD patients compared to healthy controls (Molander-Melin et al., 2005), but both studies only captured the end-stage pathology rather than the temporal progression of complex ganglioside changes within the brain. In line with our own findings, Caughlin et al. observed a significant increase in GM1 in the cortex and hippocampus in aged rats and decreased GD1a in the gray matter (Caughlin et al., 2018). In contrast with the present study, Barrier et al. reported decreased GM1 in the cortex in young transgenic mice (Barrier et al., 2007). The global age-dependent increase in complex gangliosides shown in this study suggests that Aβ pathology in the APP/PS1 mice does not significantly influence complex ganglioside expression.
4.2.Enhanced vulnerability to simple ganglioside accumulation in the cortex and dentate gyrus of the hippocampus
Ganglioside abundance was measured in the cortex and hippocampus due to their significant role in cognitive and memory impairment in AD, and as regions of initial plaque deposition in the APP/PS1 mice (Gengler et al., 2010). We identified a striking accumulation of simple gangliosides GM2 and GM3 across aging in APP/PS1 mice exclusively in the cortex and dentate gyrus of the hippocampus (Fig. 2k-t), whereas simple ganglioside abundance showed minimal age-dependent changes in wildtype mice. Consistent with our findings, elevated GM3 has been reported in the entorhinal cortex and forebrain in post-mortem AD brains (Chan et al., 2012). Increased simple gangliosides have been observed in the cortex, dentate gyrus, and the striatum in prodromal rat AD models (Caughlin et al., 2018) as well as in regions of ischemic injury in a comorbid model of Aβ and stroke (Caughlin et al., 2015). This suggests that simple ganglioside expression may be selectively elevated in vulnerable brain regions in disease states. Within subregions of the hippocampus, ganglioside alterations were the most apparent in the dentate gyrus, which has been previously reported in AD patients (Hirano-Sakamaki et al., 2015). The dentate gyrus is a critical brain region involved in learning and memory formation and reflects one of the few regions where neurogenesis may occur in the adult brain (Amaral et al., 2007). Preferential enrichment of GM2 and GM3 within the molecular layer may be explained by the distinct cellular architecture of the hippocampus, where the molecular layer is largely composed of dendritic projections from dentate granule cell bodies (Amaral et al., 2007). The perforant pathway acts as the main connection between the cerebral cortex and the hippocampus, terminating in the outer molecular layer, and represents the most vulnerable circuit in the cortex with respect to both aging and AD (Amaral et al., 2007). Therefore, simple ganglioside accumulation in the cortex and dentate gyrus molecular layer in APP/PS1 mice may be associated with pathological changes in the hippocampal circuitry and memory impairments in AD. Additionally, GM2 and GM3 levels in APP/PS1 mice were comparable to wildtype controls in early adulthood and became significantly elevated only at advanced age (12 and 18 m) in the cortex and the hippocampus. Ding et al. showed that brain aging occurred in a region-specific manner, with metabolic alterations in brain regions such as the cortex and hippocampus critically impacted in AD (Ding et al., 2021). Emre et al. also found that the brain lipidome is modified preferentially during aging comparable to Aβ pathology (Emre et al., 2021). Together, the regional- and genotype-specific simple ganglioside accumulation suggest that impaired ganglioside metabolism may result from the synergistic damaging effects of metabolic changes during aging and age-dependent amyloid plaque burden.
4.3. Simple gangliosides GM2 and GM3 are spatially co-localized with amyloid plaques
As extracellular Aβ plaque deposition is one of the major neuropathological hallmarks in AD postulated to drive disease progression, it becomes imperative to understand how Aβ plaque pathology influences ganglioside homeostasis with aging. The APP/PS1 mouse model demonstrates initial Aβ plaque deposition at 2 m in the neocortex and 4 m in the hippocampus (Gengler et al., 2010), providing an effective model for studying ganglioside alterations in plaque-rich environments. In APP/PS1 mice, we observed a significant elevation in GM2 and GM3 expression between 8 and 12 m that remained elevated at 18 m, compared to age-matched controls (Fig. 2). Consistent with our results, Chan et al. found that APP/PS1 mice between 9-12 m of age exhibited a striking accumulation of GM3 in the forebrain, which was also observed in the entorhinal cortex of AD patients (Chan et al., 2012). Another study found elevated GM3 in the cortex of the APPSL/PS1 KI mouse as early as 3 m, which may be due to aggressive Aβ pathology in this mouse model(Barrier et al., 2007). Although GM2 and GM3 are abundant in peripheral tissues, their expression remains low in the healthy adult mammalian brain, and elevated GM3 levels have been shown to lead to neurotoxicity and apoptosis (Prokazova et al., 2009). Further, impaired cognition and Aβ deposition both increase from 6-8 m onwards in the APP/PS1 model (Gengler et al., 2010; Radde et al., 2006), prior to the dramatic increase in simple gangliosides at 12 m observed in our study. Thus, our data suggests that 8-12 m may reflect a “critical period” during aging, marked by the onset of ganglioside dysregulation and exacerbation of other pathological changes in APP/PS1 mice. Given the temporal profile of simple ganglioside accumulation and Aβ plaque deposition in this study, further investigations should consider the assessment of simple gangliosides as a potential biomarker for significant Aβ pathology and underlying cognitive impairments.
Using high-resolution MSI, we observed that the accumulation of simple gangliosides in the cortex and hippocampus is significantly higher surrounding Aβ plaques compared to the adjacent regions, adding to the body of literature identifying lipid species implicated with Aβ plaque pathology. Indeed, Aβ pathology-associated lipid alterations including ceramides, sulfatides, phospholipids, and sphingolipids have previously been characterized in the hippocampus of transgenic mice(Carlred et al., 2016; Kaya et al., 2017a, 2017b). In this study, we found that GM2 and GM3, but not GM1, were co-localized to Aβ plaques in APP/PS1 mice with significantly higher expression in plaque regions compared to adjacent regions at 18 m of age. In support of our findings, Kaya et al. also reported plaque-associated accumulation of GM2 and GM3 in the cortex and hippocampus in the TgArcSwe mouse model, whereas GM1 was not associated with plaques (Kaya et al., 2017b). Recent MALDI MSI analysis of post-mortem AD brains reported an enrichment of GM2 and GM3 surrounding Aβ plaques, as well as GM1 which contrasts with our study (Michno et al., 2024; Ollen-Bittle et al., 2024). This incongruency contributes to the controversial role of GM1 in facilitating Aβ seeding (Kakio et al., 2002), while other studies argue that physiological conformation of GM1 in cells prevents Aβ oligomerization (Cebecauer et al., 2017). While Aβ plaques were detectable at 8 m and their abundance increased across age, elevated GM3/GM1 ratio on plaques was not observed until 18 m (Fig. 4f). Our finding that Aβ plaque deposition preceded simple ganglioside accumulation suggested a causal relationship where the local microenvironment surrounding plaques perturbs the regulatory balance between simple and complex gangliosides. Our results strongly suggest that plaque-associated simple ganglioside accumulation, rather than the depletion of complex gangliosides, may be the main contributing factor in ganglioside dysregulation in AD. Given the observed changes in simple and complex gangliosides, we next investigated the ganglioside degradation pathway as a potential underlying mechanism of lipid dysregulation.
4.4. Upregulation of ganglioside degradation as a potential driving mechanism underlying ganglioside dysregulation
Tight metabolic regulation of ganglioside homeostasis is crucial for maintaining healthy CNS function. Defects in ganglioside biosynthetic pathways result in severe epileptic syndromes, while mutations in ganglioside degradation cause lysosomal storage disorders and early-onset neurodegeneration (Sipione et al., 2020). To determine if the plaque-associated simple ganglioside accumulation reflected an underlying metabolic imbalance, we examined the gene expression of four enzymes regulating the synthesis and degradation between a-series ganglioside species. We observed upregulation of the degradative gene Hexa in cortical (Fig. 5d) and hippocampal (Fig. 5h) tissue in aged APP/PS1 mice, compared to young APP/PS1 and aged WT controls. This finding followed a similar pattern as the accumulation of simple gangliosides with aging in APP/PS1 mice only, suggesting that the synergistic effect of aging on the transgenic background may be required to promote ganglioside catabolism. The Hexa gene encodes from the α-subunit of β-Hexosaminidase A, a lysosomal enzyme that is essential for catabolizing the GM2 ganglioside into GM3. Inherited mutations in Hexa lead to Tay-Sachs disease, characterized by abnormal accumulation of GM2 gangliosides in the lysosome and early onset neurodegeneration (Mahuran, 1999). Additionally, linear regression analysis revealed a significant positive correlation between Hexa and GM3 expression in APP/PS1 mice in the cortex (Fig. 5k, R2 = 0.68) and hippocampus of (Fig. 5m, R2 = 0.70), suggesting that enhanced degradation rather than reduced synthesis may be a driving mechanism promoting local accumulation of simple gangliosides surrounding plaques. In support of this hypothesis, Scoyni et al. reported that Hexa expression in microglia is spatially distributed in the vicinity of Aβ deposits (Scoyni et al., 2023), suggesting that activated microglia surrounding Aβ plaques may play a role in simple ganglioside accumulation. Indeed, GM2 and GM3 accumulation mimics the distribution of activated microglia surrounding Aβ plaques that have been well-characterized in the APP/PS1 mouse model (Lee et al., 2018). Additionally, previous work from our lab has identified elevated levels of simple gangliosides GM2 and GM3 within the infarct region 3 and 7 days following experimental ischemic stroke in vivo, in line with the temporal profile of post-stroke microglia activation and tissue repair (Whitehead et al., 2011). These studies provide preliminary rationale for further interrogating ganglioside alterations, specifically in microglia.
Unexpectedly, we also observed B4galnt1 upregulation along with Hexa in the hippocampus of aged APP/PS1 mice, but not in the cortex (Fig. 5j). B4galnt1 encodes for the GM2 synthase enzyme that plays an essential role in complex ganglioside biosynthesis in the Golgi apparatus (Yamaguchi et al., 2016). The differential expression of ganglioside metabolic genes between both brain regions may originate from differing cell populations between the two regions. RNA databases (The Human Protein Atlas) show that B4galnt1 expression is enriched in excitatory and inhibitory neurons and depleted from glial cells, whereas Hexa is uniformly expressed across CNS cell types. The high proportion of excitatory pyramidal neurons in the CA1 region of the hippocampus (Graves et al., 2012) may selectively upregulate B4galnt1 expression with aging to support complex ganglioside synthesis and neuronal function and may also explain, in our study, why simple ganglioside accumulation was observed in the dentate gyrus but not the CA1 of aged APP/PS1 mice. The difference in ganglioside metabolic gene expression between brain regions demonstrates that further studies are required to examine cell-specific ganglioside alterations in AD pathogenesis. Altogether, we are the first to identify enhanced ganglioside degradation as a potential mechanism driving ganglioside dysregulation in AD and identify Hexa as a potential therapeutic target to restore ganglioside homeostasis.
4.5. Dual resolution MALDI MSI detection of gangliosides in the CNS
This study pioneered a dual resolution MALDI MSI imaging protocol for ganglioside detection across aging, while previous MSI studies either used lower resolution for whole brain detection in rodent models of AD(Caughlin et al., 2018, 2015) or high-resolution analysis of plaque-associated lipid pathology (Kaya et al., 2017a, 2017b). This experimental approach combined the advantage from whole brain imaging to comprehensively sample ganglioside expression in diverse neuroanatomical regions, as well as high-resolution imaging for a focused interrogation of plaque-associated ganglioside dysregulation within the cortex and hippocampus. Our study is the first to combine MSI, histology, and molecular biology to uncover altered regulatory mechanisms that may drive perturbations in ganglioside homeostasis. However, MALDI MSI remains a semi-quantitative and descriptive technique, and the spatial resolution of MSI employed in this study limits investigating ganglioside distribution at a single-cell level. Thus, further in vitro studies are required to elucidate the cell-specific source of ganglioside alterations and the impact of perturbed ganglioside homeostasis on disease pathophysiology. Data from this study supports the development of multiplex data acquisition, incorporating untargeted mass spectrometry imaging approaches with immunohistology and spatial transcriptomics in a digital pathology framework (Ollen-Bittle et al., 2024).
Overall, this work represents critical insight into the onset and development of ganglioside dysregulation in a transgenic mouse of AD, which may shed insight into lipid dysregulation in human AD. Additionally, we show for the first time a potential role for Hexa as a potential molecular mechanism driving ganglioside perturbation in the pathological progression of AD.