From Analysis:
Cell type vulnerability in Alzheimers Disease (SEA-AD transcriptomic data)
What cell types are most vulnerable in Alzheimers Disease based on SEA-AD transcriptomic data from the Allen Brain Cell Atlas? Identify mechanisms of cell-type-specific vulnerability in neurons, microglia, astrocytes, and oligodendrocytes. Focus on gene expression patterns, pathway dysregulation, and therapeutic implications.
These hypotheses emerged from the same multi-agent debate that produced this hypothesis.
The astrocyte-neuron lactate shuttle (ANLS) is a fundamental metabolic coupling mechanism where astrocytes convert glucose to lactate via aerobic glycolysis and export it to neurons for oxidative metabolism. This metabolic symbiosis depends critically on two monocarboxylate transporters: MCT1 (SLC16A1) and MCT4 (SLC16A3), which have distinct kinetic properties optimized for different metabolic roles. MCT1 (Km for lactate: 3.5 mM) mediates bidirectional lactate transport and is the primary astrocytic lactate exporter under physiological conditions, delivering lactate to the perisynaptic space for neuronal uptake via MCT2.
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The microbiome is being characterized by large-scale sequencing efforts, yet it is not known whether it regulates host metabolism in a general versus tissue-specific manner or which bacterial metabolites are important. Here, we demonstrate that microbiota have a strong effect on energy homeostasis in the colon compared to other tissues. This tissue specificity is due to colonocytes utilizing bacterially produced butyrate as their primary energy source. Colonocytes from germfree mice are in an en
Alzheimer's disease (AD) results in cognitive decline and altered network activity, but the mechanisms are unknown. We studied human amyloid precursor protein (hAPP) transgenic mice, which simulate key aspects of AD. Electroencephalographic recordings in hAPP mice revealed spontaneous epileptiform discharges, indicating network hypersynchrony, primarily during reduced gamma oscillatory activity. Because this oscillatory rhythm is generated by inhibitory parvalbumin (PV) cells, network dysfunctio
Variation in cytoarchitecture is the basis for the histological definition of cortical areas. We used single cell transcriptomics and performed cellular characterization of the human cortex to better understand cortical areal specialization. Single-nucleus RNA-sequencing of 8 areas spanning cortical structural variation showed a highly consistent cellular makeup for 24 cell subclasses. However, proportions of excitatory neuron subclasses varied substantially, likely reflecting differences in con
The genetic basis of Lewy body dementia (LBD) is not well understood. Here, we performed whole-genome sequencing in large cohorts of LBD cases and neurologically healthy controls to study the genetic architecture of this understudied form of dementia, and to generate a resource for the scientific community. Genome-wide association analysis identified five independent risk loci, whereas genome-wide gene-aggregation tests implicated mutations in the gene GBA. Genetic risk scores demonstrate that L
Squamous cell carcinoma arising from oral mucosal epithelium remains a lethal and deforming disease due to tumour invasion, oro-facial destruction, cervical lymph node metastasis and ultimate blood-borne dissemination. Worldwide, 300 000 new cases are seen each year, with a recent and significant rise in incidence affecting particularly the young. To rationalize perspectives on preventive strategies in oral cancer management, this study addresses a number of fundamental questions regarding carci
Unlike for glucose, uptake of the brain's main alternative fuel, ketones, remains normal in mild cognitive impairment (MCI). Ketogenic medium chain triglycerides (kMCTs) could improve cognition in MCI by providing the brain with more fuel. Fifty-two subjects with MCI were blindly randomized to 30 g/day of kMCT or matching placebo. Brain ketone and glucose metabolism (quantified by positron emission tomography; primary outcome) and cognitive performance (secondary outcome) were assessed at baseli
Coxsackievirus B3 (CVB3) is an important human pathogen associated with the development of acute pancreatitis, myocarditis, and type 1 diabetes. Currently, no vaccines or antiviral therapeutics are approved for the prevention and treatment of CVB3 infection. We found that Saururus chinensis Baill extract showed critical antiviral activity against CVB3 infection in vitro. Further, manassantin B inhibited replication of CVB3 and suppressed CVB3 VP1 protein expression in vitro. Additionally, oral a
Alzheimer's disease (AD) results in cognitive decline and altered network activity, but the mechanisms are unknown. We studied human amyloid precursor protein (hAPP) transgenic mice, which simulate key aspects of AD. Electroencephalographic recordings in hAPP mice revealed spontaneous epileptiform discharges, indicating network hypersynchrony, primarily during reduced gamma oscillatory activity. Because this oscillatory rhythm is generated by inhibitory parvalbumin (PV) cells, network dysfunctio
Cognitive science has much to contribute to the general scientific body of knowledge, but it is also a field rife with possibilities for providing background research that can be leveraged by artificial intelligence (AI) developers. In this introduction, we briefly explore the history of AI. We particularly focus on the relationship between AI and cognitive science and introduce this special issue that promotes the method of inspiring AI development with the results of cognitive science research
The onset of global epigenetic changes in chromatin that drive tumor proliferation and heterogeneity is a hallmark of many forms of cancer. Identifying the epigenetic mechanisms that govern these changes and developing therapeutic approaches to modulate them, is a well-established avenue pursued in translational cancer medicine. Chronic myeloid leukemia (CML) arises clonally when a hematopoietic stem cell (HSC) acquires the capacity to produce the constitutively active tyrosine kinase BCR-ABL1 f
The solute carrier (SLC) monocarboxylate transporter 1 (MCT1; SLC16A1) represents a promising target for the treatment of cancer; however, the MCT1 modulator landscape is underexplored with only roughly 100 reported compounds. To expand the knowledge about MCT1 modulation, we synthesized a library of 16 indole-based molecules and subjected these to a comprehensive biological assessment platform. All compounds showed functional inhibitory activities against MCT1 at low nanomolar concentrations an
Oligodendroglia support axon survival and function through mechanisms independent of myelination, and their dysfunction leads to axon degeneration in several diseases. The cause of this degeneration has not been determined, but lack of energy metabolites such as glucose or lactate has been proposed. Lactate is transported exclusively by monocarboxylate transporters, and changes to these transporters alter lactate production and use. Here we show that the most abundant lactate transporter in the
The progression of colorectal cancer (CRC) is driven by dynamic interactions between tumor cells and their microenvironment, particularly the extracellular matrix (ECM). Ion channels, critical regulators of cellular signaling, have emerged as mediators of ECM remodeling and tumor aggressiveness. In this study, we integrate transcriptomic data from 185 CRC tumors and 157 adjacent normal tissues with network modeling to dissect the interplay between ion channels and the ECM. We identified 4036 dif
Lactate is the highest turnover circulating metabolite in mammals. While traditionally viewed as a waste product, lactate is an important energy source for many organs, but first must be oxidized to pyruvate for entry into the tricarboxylic acid cycle (TCA cycle). This reaction is thought to occur in the cytosol, with pyruvate subsequently transported into mitochondria via the mitochondrial pyruvate carrier (MPC). Using 13C stable isotope tracing, we demonstrated that lactate is oxidized in the
Since brain glucose hypometabolism is a feature of Alzheimer's disease (AD) progression, lactate utilization as an energy source may become critical to maintaining central bioenergetics. We have previously shown that soluble amyloid-β (Aβ)42 stimulates glutamate release through the α7 nicotinic acetylcholine receptor (α7nAChR) and hippocampal glutamate levels are elevated in the APP/PS1 mouse model of AD. Accordingly, we hypothesized that increased glutamate clearance contributes to elevated ext
Neuroblastoma (NB) and malignant cutaneous melanoma (CMM) are neural crest cells (NCC)-derived tumors and may have a shared genetic basis, but this has not been investigated systematically by genome-wide association studies (GWAS). We took a three-staged approach to conduct cross-disease meta-analysis of GWAS for NB and CMM (2101 NB cases and 4202 controls; 12 874 CMM cases and 23 203 controls) to identify shared loci. Findings were replicated in 1403 NB cases and 1403 controls of European ances
Peripheral nerves have the capacity for regeneration, but the rate of regeneration is so slow that many nerve injuries lead to incomplete recovery and permanent disability for patients. Macrophages play a critical role in the peripheral nerve response to injury, contributing to both Wallerian degeneration and nerve regeneration, and their function has recently been shown to be dependent on intracellular metabolism. To date, the impact of their intracellular metabolism on peripheral nerve regener
The uptake and efflux of solutes across a plasma membrane is controlled by transporters. There are two main superfamilies of transporters, adenosine 5'-triphosphate (ATP) binding cassettes (ABCs) and solute carriers (SLCs). In the brain, SLC transporters are involved in transporting various solutes across the blood-brain barrier, blood-cerebrospinal fluid barrier, astrocytes, neurons, and other brain cell types including oligodendrocytes and microglial cells. SLCs play an important role in maint
Glucose is transported across the cell membrane by specific saturable transport system, which includes two types of glucose transporters: 1) sodium dependent glucose transporters (SGLTs) which transport glucose against its concentration gradient and 2) sodium independent glucose transporters (GLUTs)
The normal adult brain constitutes approximately 2% of the body weight and consumes approximately 20% of glucose in the body (about 120 g of glucose per day). In the nervous system, the aerobic metabolism of glucose is the main source of energy in the form of adenosine triphosphate (ATP); most of th
Glucose is the long-established, obligatory fuel for brain that fulfills many critical functions, including ATP production, oxidative stress management, and synthesis of neurotransmitters, neuromodulators, and structural components. Neuronal glucose oxidation exceeds that in astrocytes, but both rat
For many years, a tenet of cerebral metabolism held that glucose was the obligate energy substrate of the mammalian brain and that neuronal oxidative metabolism represented the majority of this glucose utilization. In 1994, Pellerin and Magistretti formulated the astrocyte-neuron lactate shuttle (AN
Based on SEA-AD transcriptomic data analysis, here are my mechanistic hypotheses for cell-type-specific vulnerabilities:
Description: Layer II/III excitatory neurons show preferential vulnerability due to failed SIRT3-mediated mitochondrial protein deacetylation under Aβ stress. This leads to hyperacetylation of respiratory complex subunits,
Main Weaknesses:
Supporting Evidence:
| Event | Price | Change | Source | Time | |
|---|---|---|---|---|---|
| 📄 | New Evidence | $0.487 | ▲ 3.1% | evidence_batch_update | 2026-04-13 02:18 |
| 📄 | New Evidence | $0.472 | ▲ 3.7% | evidence_batch_update | 2026-04-13 02:18 |
| ⚖ | Recalibrated | $0.455 | ▲ 0.8% | 2026-04-12 18:34 | |
| ⚖ | Recalibrated | $0.452 | ▼ 0.3% | 2026-04-12 10:15 | |
| ⚖ | Recalibrated | $0.453 | ▼ 1.9% | 2026-04-12 05:13 | |
| ⚖ | Recalibrated | $0.462 | ▼ 0.9% | 2026-04-10 15:58 | |
| ⚖ | Recalibrated | $0.466 | ▲ 0.9% | 2026-04-10 15:53 | |
| ⚖ | Recalibrated | $0.462 | ▼ 1.0% | 2026-04-08 18:39 | |
| ⚖ | Recalibrated | $0.466 | ▼ 19.4% | 2026-04-06 04:04 | |
| ⚖ | Recalibrated | $0.579 | ▼ 2.2% | 2026-04-04 16:38 | |
| ⚖ | Recalibrated | $0.592 | ▼ 1.9% | 2026-04-04 16:02 | |
| 📄 | New Evidence | $0.603 | ▲ 1.5% | evidence_batch_update | 2026-04-04 09:08 |
| ⚖ | Recalibrated | $0.594 | ▲ 0.2% | 2026-04-04 02:23 | |
| ⚖ | Recalibrated | $0.593 | ▲ 0.4% | 2026-04-04 01:39 | |
| ⚖ | Recalibrated | $0.590 | ▼ 1.7% | 2026-04-03 23:46 |
Molecular pathway showing key causal relationships underlying this hypothesis
graph TD
SLC16A1["SLC16A1"] -->|participates in| astrocyte_neuron_lactate_["astrocyte-neuron lactate shuttle"]
SLC16A1_1["SLC16A1"] -->|associated with| Alzheimer_s_Disease["Alzheimer's Disease"]
h_seaad_v4_29e81bbc["h-seaad-v4-29e81bbc"] -->|targets| SLC16A1_2["SLC16A1"]
PVALB["PVALB"] -->|co discussed| SLC16A1_3["SLC16A1"]
SIRT3["SIRT3"] -->|co discussed| SLC16A1_4["SLC16A1"]
PDGFRB["PDGFRB"] -->|co discussed| SLC16A1_5["SLC16A1"]
SREBF2["SREBF2"] -->|co discussed| SLC16A1_6["SLC16A1"]
GFAP["GFAP"] -->|co discussed| SLC16A1_7["SLC16A1"]
SLC16A1_8["SLC16A1"] -->|co discussed| ACSL4["ACSL4"]
SLC16A1_9["SLC16A1"] -->|co discussed| CLDN5["CLDN5"]
SLC16A1_10["SLC16A1"] -->|co discussed| MMP9["MMP9"]
TREM2["TREM2"] -->|co discussed| SLC16A1_11["SLC16A1"]
TFRC["TFRC"] -->|co discussed| SLC16A1_12["SLC16A1"]
PPARGC1A["PPARGC1A"] -->|co discussed| SLC16A1_13["SLC16A1"]
SLC16A1_14["SLC16A1"] -->|co discussed| GPX4["GPX4"]
style SLC16A1 fill:#ce93d8,stroke:#333,color:#000
style astrocyte_neuron_lactate_ fill:#81c784,stroke:#333,color:#000
style SLC16A1_1 fill:#ce93d8,stroke:#333,color:#000
style Alzheimer_s_Disease fill:#ef5350,stroke:#333,color:#000
style h_seaad_v4_29e81bbc fill:#4fc3f7,stroke:#333,color:#000
style SLC16A1_2 fill:#ce93d8,stroke:#333,color:#000
style PVALB fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_3 fill:#ce93d8,stroke:#333,color:#000
style SIRT3 fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_4 fill:#ce93d8,stroke:#333,color:#000
style PDGFRB fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_5 fill:#ce93d8,stroke:#333,color:#000
style SREBF2 fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_6 fill:#ce93d8,stroke:#333,color:#000
style GFAP fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_7 fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_8 fill:#ce93d8,stroke:#333,color:#000
style ACSL4 fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_9 fill:#ce93d8,stroke:#333,color:#000
style CLDN5 fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_10 fill:#ce93d8,stroke:#333,color:#000
style MMP9 fill:#ce93d8,stroke:#333,color:#000
style TREM2 fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_11 fill:#ce93d8,stroke:#333,color:#000
style TFRC fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_12 fill:#ce93d8,stroke:#333,color:#000
style PPARGC1A fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_13 fill:#ce93d8,stroke:#333,color:#000
style SLC16A1_14 fill:#ce93d8,stroke:#333,color:#000
style GPX4 fill:#ce93d8,stroke:#333,color:#000
neurodegeneration | 2026-04-03 | completed