From Analysis:
Digital biomarkers and AI-driven early detection of neurodegeneration
Can speech, gait, retinal imaging, sleep, and smartphone data detect neurodegeneration 5-10 years before diagnosis?
These hypotheses emerged from the same multi-agent debate that produced this hypothesis.
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Curated pathway diagram from expert analysis
graph TD
A["Chronic Stress
Exposure"]
B["CRH Release
Hypothalamic PVN"]
C["CRHR1/CRHR2
Activation"]
D["ACTH Release
Anterior Pituitary"]
E["Cortisol
Elevation"]
F["NR3C1 Glucocorticoid
Receptor Binding"]
G["Impaired Negative
Feedback Loop"]
H["NF-kappaB
Pathway Activation"]
I["Microglial
Activation"]
J["TNFA Release
Pro-inflammatory"]
K["Neuroinflammation
Cascade"]
L["Synaptic
Dysfunction"]
M["Neuronal
Apoptosis"]
N["Mitochondrial
Dysfunction"]
O["Oxidative
Stress"]
P["Neurodegeneration
Progression"]
Q["Therapeutic
Intervention"]
A -->|"initiates"| B
B -->|"stimulates"| C
C -->|"triggers"| D
D -->|"increases"| E
E -->|"binds to"| F
F -->|"causes"| G
G -->|"leads to"| H
F -->|"fails to suppress"| H
H -->|"stimulates"| I
I -->|"produces"| J
J -->|"amplifies"| K
K -->|"impairs"| L
K -->|"induces"| M
J -->|"damages"| N
N -->|"generates"| O
L -->|"contributes to"| P
M -->|"drives"| P
O -->|"accelerates"| P
Q -->|"targets"| F
Q -->|"modulates"| J
classDef normal fill:#4fc3f7
classDef therapeutic fill:#81c784
classDef pathology fill:#ef5350
classDef outcome fill:#ffd54f
classDef molecular fill:#ce93d8
class A,B,C,D,E normal
class F,H,I,J,N,O molecular
class G,K,L,M pathology
class P outcome
class Q therapeutic
Hypersexual Disorder (HD) defined as non-paraphilic sexual desire disorder with components of compulsivity, impulsivity and behavioral addiction, and proposed as a diagnosis in the DSM 5, shares some overlapping features with substance use disorder including common neurotransmitter systems and dysregulated hypothalamic-pituitary-adrenal (HPA) axis function. In this study, comprising 67 HD male patients and 39 male healthy volunteers, we aimed to identify HPA-axis coupled CpG-sites, in which modifications of the epigenetic profile are associated with hypersexuality. The genome-wide methylation pattern was measured in whole blood using the Illumina Infinium Methylation EPIC BeadChip, measuring the methylation state of over 850K CpG sites. Prior to analysis, the global DNA methylation pattern was pre-processed according to standard protocols and adjusted for white blood cell type heterogeneity. We included CpG sites located within 2000bp of the transcriptional start site of the following
The relationship of the stress response to the pathogenesis of alopecia areata (AA) was investigated by subjecting normal and skin graft-induced, AA-affected C3H/HeJ mice to light ether anesthesia or restraint stress. Plasma corticosterone (CORT), adrenocorticotropic hormone (ACTH), and estradiol (E2) levels were determined by RIA, whereas gene expression in brains, lymphoid organs, and skin was measured by quantitative RT-PCR for corticotropin-releasing hormone (Crh), arginine vasopressin (Avp), proopiomelanocortin (Pomc), glucocorticoid receptor (Nr3c1), mineralocorticoid receptor (Nr3c2), corticotropin-releasing hormone receptor types 1 and 2 (Crhr1, Crhr2), interleukin-12 (Il12), tumor necrosis factor-alpha (Tnf alpha), and estrogen receptors type-1 (Esr1) and type-2 (Esr2). AA mice had a marked increase in hypothalamic-pituitary-adrenal (HPA) tone and activity centrally, and peripherally in the skin and lymph nodes. There was also altered interaction between the adrenal and gonada
Amyotrophic lateral sclerosis (ALS) is a severe neurodegenerative disease with ill-defined pathogenesis, calling for urgent developments of new therapeutic regimens. Herein, we applied PandaOmics, an AI-driven target discovery platform, to analyze the expression profiles of central nervous system (CNS) samples (237 cases; 91 controls) from public datasets, and direct iPSC-derived motor neurons (diMNs) (135 cases; 31 controls) from Answer ALS. Seventeen high-confidence and eleven novel therapeutic targets were identified and will be released onto ALS.AI (http://als.ai/). Among the proposed targets screened in the c9ALS Drosophila model, we verified 8 unreported genes (KCNB2, KCNS3, ADRA2B, NR3C1, P2RY14, PPP3CB, PTPRC, and RARA) whose suppression strongly rescues eye neurodegeneration. Dysregulated pathways identified from CNS and diMN data characterize different stages of disease development. Altogether, our study provides new insights into ALS pathophysiology and demonstrates how AI s
Parkinson's disease (PD), a complex neurodegenerative disorder characterized by selective loss of substantia nigra (SN) dopaminergic neurons, pathological aggregation of α-synuclein (α-syn), and chronic neuroinflammation, is fundamentally driven by redox imbalance and oxidative stress. Recent studies reveal that a dynamic interplay of programmed and non-programmed cell death mechanisms-amplified by oxidative damage-drives PD progression. Programmed cell death pathways include apoptosis (caspase-dependent mitochondrial/extrinsic pathways), necroptosis (eceptor-interacting serine/threonine-protein kinase 1 (RIPK1)/RIPK3/mixed lineage kinase domain-like protein (MLKL) axis), pyroptosis (NOD-like receptor thermal protein domain associated protein 3 (NLRP3) inflammasome/Gasdermin D (GSDMD)-mediated pore formation), PARthanatos (DNA damage-poly ADP-ribose polymerase (PARP-1)/apoptosis-inducing factor (AIF) cascade), ferroptosis (redox imbalance-driven lipid peroxidation/glutathione peroxidas
Alzheimer's disease (AD) is characterized by progressive cognitive decline, amyloid plaque accumulation, synaptic dysfunction, and neuroinflammation. This study reports the therapeutic potential of (S)-4-amino-5,5-difluoro-N'-methyl-N'-phenylpentanehydrazide hydrochloride (RA-058HM), a novel compound, in ameliorating these pathological features of AD in the 5xFAD mouse model. RA-058HM was administered orally for 8 weeks, and its multi-target effects - including relief from neuroinflammation, normalization of synaptic transmission, reduction of amyloidogenesis (plaque and soluble oligomers, as well as BACE1 levels), and rescue of cognitive function-were evaluated. To our knowledge, RA-058HM is the first compound to demonstrate simultaneous modulation of these key pathways in the 5xFAD model, highlighting its potential as a comprehensive disease-modifying therapy for AD. Behavioural tests revealed marked improvements in spatial and recognition memory in RA-058HM-treated 5xFAD mice, sugge
Alzheimer's disease (AD) is one of the most common causes of dementia. AD pathogenesis has been hypothesized to involve cholinergic deficits, amyloid-beta protein (Aβ) deposition, tau protein hyperphosphorylation, and chronic neuroinflammation. Many single-target drugs have gone through the various stages of pre-clinical and clinical development in an effort to cure AD; however, the current clinically approved drugs have only limited effects on the disease progression. With the accumulation of unsuccessful clinical trials using single-target drugs, multi-target directed ligand (MTDL) drug development is becoming more common. MTDLs incorporate two or more pharmacophores into a single drug molecule. This approach can alleviate side effects and lead to a better pharmacokinetic profile of the MTDL compared to two or more separate drugs representing respective single pharmacophores. This review discusses cathepsin B (CatB), dual specificity phosphatase 2 (DUSP2), and monoglycerol lipase (MA
Recent advances in cannabinoid-based therapies identified the natural CB2 receptor agonist β-caryophyllene (BCP) as a promising anti-inflammatory and neuroprotective agent. To further explore its therapeutic potential on the management of neurodegenerative disorders, in the present study we investigated the ability of BCP to prevent neuroinflammation and promote neuroprotection by using both in vitro and ex vivo models of β-amyloid induced neurotoxicity. Our data showed that BCP significantly protected human microglial HMC3 cells from Aβ25-35-induced cytotoxicity, reducing the release of pro-inflammatory cytokines (TNF-α, IL-6) while enhancing IL-10 secretion. These effects were associated with a reduced activation of the NF-κB pathway, which emerged as a central mediator of BCP action. Notably, the use of CB2R- or PPARγ-selective antagonists revealed that the observed NF-κB inhibition by BCP may involve the coordinated activation of both canonical (e.g., CB2R) and non-canonical (e.g.,
Neuropsychiatric disorders, which are associated with stress hormone dysregulation, occur at different rates in men and women. Moreover, nowadays, preclinical and clinical evidence demonstrates that sex and gender can lead to differences in stress responses that predispose males and females to different expressions of similar pathologies. In this curated review, we focus on what is known about sex differences in classic mechanisms of stress response, such as glucocorticoid hormones and corticotrophin-releasing factor (CRF), which are components of the hypothalamicpituitary- adrenal (HPA) axis. Then, we present sex differences in neurotransmitter levels, such as serotonin, dopamine, glutamate and GABA, as well as indices of neurodegeneration, such as amyloid β and Tau. Gonadal hormone effects, such as estrogens and testosterone, are also discussed throughout the review. We also review in detail preclinical data investigating sex differences caused by recentlyrecognized regulators of str
Depression in Alzheimer's disease (AD) dementia has become an increasingly recognized public health concern due to its high prevalence and substantial impact on patient outcomes. Despite extensive research having been conducted over the past decades, the precise causal mechanisms and the nature of the relationship between depression and AD dementia remain incompletely understood. This narrative review examines the bidirectional interaction between depression and Alzheimer's disease, emphasizing shared neurobiological pathways, including neurotransmitter dysregulation, neuroinflammation, abnormalities in the hypothalamic-pituitary-adrenal (HPA) axis, and deficits in neuroplasticity. These mechanisms likely contribute to the acceleration of neurodegeneration in AD and the onset or worsening of depressive symptoms. Current therapeutic approaches remain largely nonspecific, with a lack of targeted therapies that address the unique pathophysiological context of depression in AD. While progr
Parkinson's disease (PD) is a progressive neurodegenerative disorder in which neuroinflammation plays a key role. An imbalance between pro- and anti-inflammatory cytokines has been observed in both experimental models and PD patients. The inflammatory mediators activate signaling pathways that lead to oxidative stress, excitotoxicity, blood-brain barrier (BBB) disruption, gut dysbiosis, and hypothalamic-pituitary-adrenal axis (HPA-axis) dysregulation. Increased levels of pro-inflammatory cytokines such as tumor necrosis factor-α (TNF-α), Interleukin-1β (IL-1β), Interleukin-6 (IL-6), and others, following PD, stimulate both glial and peripheral immune cells to migrate to injury sites, further promoting neuroinflammation. Cytokines can directly cause neuronal damage and death through various mechanisms. These pathological changes eventually contribute to α-synuclein aggregation and the loss of dopaminergic neurons. The NOD-like receptor family pyrin domain containing 3 (NLRP3) inflammaso
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Atrial fibrillation (Afib) recurrence after catheter ablation (CA) remains a significant clinical challenge, driven by a complex and dynamic interplay of structural, electrical, and autonomic mechanisms. While pulmonary vein isolation (PVI) is the cornerstone of CA, recurrence rates remain substantial, highlighting the need to understand the evolving pathophysiology beyond PV reconnection. Post-ablation changes, including inflammation, edema, oxidative stress, and ischemia, create a transient proarrhythmic state that may contribute to early recurrence. Over time, atrial remodeling, fibrosis, and residual autonomic activity further sustain arrhythmogenicity. Additionally, epicardial adipose tissue promotes atrial myopathy, accelerating disease progression, particularly in patients with risk factors such as older age, female sex, obesity, hypertension, obstructive sleep apnea, and heart failure. The multifactorial nature of Afib recurrence underscores the limitations of a "one-size-fits-
Depression is a multifaceted mental disorder with significant global prevalence, with diverse pathophysiological mechanisms and pathways. Neurobiological foundations of depression, including serotonergic, noradrenergic, dopaminergic, cholinergic, glutamatergic, and GABAergic neurotransmitter systems, hypothalamic-pituitary-adrenal (HPA) axis dysregulation, and inflammatory pathways are explored in this review. We aim to explore drug-based therapeutics, outlining the shortcomings of current treatments, such as delayed efficacy and treatment-resistant depression (TRD). Additionally, the existing medication often has side effects, and the unclear guidelines on which drugs to prioritize for particular cases hinder the effective use of antidepressants. Groundbreaking drug delivery systems, such as nanoparticles, intranasal administration, and non-invasive procedures including focused ultrasound (FUS) and transcranial magnetic stimulation (TMS), are outlined as promising strategies to enhanc
BACKGROUND: Climate change has led to the frequent occurrence of high-temperature weather, which has various adverse effects on health, ranging from blood metabolism to systemic organ function. In particular, the sequelae of heat stress injury in most people are related to the nervous system. However, the mechanisms between heat stress and mental health conditions, especially heat stress and anxiety, remain unclear. OBJECTIVE: We attempted to elucidate the effect of heat exposure intervention on anxiety levels in the population and its mechanism. METHODS: We first carried out a randomized controlled trial in 20 college students in Beijing, China, to observe the results of the effects of heat exposure intervention on human anxiety. Then, we collected blood samples before and after heat exposure experiment and used metabolomic and transcriptomic approaches to quantify serum metabolites and ELISA measurements to explore the underlying mechanisms. RESULTS: We found that even 1.5-hour heat
PURPOSE: Glucocorticoids (GCs) are commonly used for several acute and chronic pediatric diseases. However, chronic treatment may result in hypothalamic-pituitary-adrenal axis (HPA) dysfunction. Glucocorticoid-induced adrenal insufficiency (GI-AI) is indeed the most frequent cause of adrenal insufficiency (AI) in children, possibly resulting in a life-threatening event such as adrenal crisis (AC). It is generally underestimated, especially when using non-systemic glucocorticoid formulations. This review aims at summarizing current evidence on the effects of long-term GC treatment on the HPA axis, management of GC tapering and assessment of the HPA recovery. METHODS: We conducted a narrative review of the relevant literature focusing on pathogenic mechanisms, predictive factors, diagnosis and treatment of GI-AI. RESULTS: All types of GCs, whatever the route of administration, may have suppressive effects on the HPA axis, especially when compounds with higher potency and long half-life a
Description: Digital biomarkers revealing disrupted sleep-wake cycles and motor fluctuations indicate circadian dysregulation occurring years before clinical diagnosis. Precisely timed administration of autophagy enhancers and proteasome activators during optimal circadian windows could amplify endogenous protein clearance mechanisms. This approach leverages the natural circadian regulation of gly
| Event | Price | Change | Source | Time | |
|---|---|---|---|---|---|
| 📄 | New Evidence | $0.560 | ▲ 1.7% | evidence_batch_update | 2026-04-13 02:18 |
| 📄 | New Evidence | $0.551 | ▲ 2.1% | evidence_batch_update | 2026-04-13 02:18 |
| ⚖ | Recalibrated | $0.539 | ▼ 10.2% | market_dynamics | 2026-04-13 02:18 |
| ⚖ | Recalibrated | $0.601 | ▼ 0.5% | 2026-04-10 15:58 | |
| ⚖ | Recalibrated | $0.604 | ▲ 0.6% | 2026-04-10 15:53 | |
| ⚖ | Recalibrated | $0.600 | ▲ 3.6% | 2026-04-08 18:39 | |
| ⚖ | Recalibrated | $0.579 | ▲ 6.0% | 2026-04-06 04:04 | |
| ⚖ | Recalibrated | $0.547 | ▼ 0.9% | 2026-04-04 16:38 | |
| ⚖ | Recalibrated | $0.552 | ▲ 1.1% | 2026-04-04 16:02 | |
| 📄 | New Evidence | $0.546 | ▲ 0.9% | evidence_batch_update | 2026-04-04 09:08 |
| ⚖ | Recalibrated | $0.541 | ▼ 0.6% | 2026-04-04 01:39 | |
| ⚖ | Recalibrated | $0.544 | ▼ 2.9% | 2026-04-03 23:46 | |
| ⚖ | Recalibrated | $0.561 | ▼ 8.2% | 2026-04-02 21:55 | |
| ⚖ | Recalibrated | $0.611 | ▼ 1.3% | market_recalibrate | 2026-04-02 19:14 |
| 📄 | New Evidence | $0.620 | ▼ 2.8% | market_dynamics_seed | 2026-04-02 18:16 |
Hypotheses receive an efficiency score (0-1) based on how many knowledge graph edges and citations they produce per token of compute spent.
High-efficiency hypotheses (score >= 0.8) get a price premium in the market, pulling their price toward $0.580.
Low-efficiency hypotheses (score < 0.6) receive a discount, pulling their price toward $0.420.
Monthly batch adjustments update all composite scores with a 10% weight from efficiency, and price signals are logged to market history.
| Date | Signal Price | Score |
|---|---|---|
| 2026-04-16T20:00 | $0.588 | 0.508 |
Molecular pathway showing key causal relationships underlying this hypothesis
graph TD
BDNF["BDNF"] -->|associated with| neurodegeneration["neurodegeneration"]
CRH["CRH"] -->|associated with| neurodegeneration_1["neurodegeneration"]
TNFA["TNFA"] -->|associated with| neurodegeneration_2["neurodegeneration"]
ULK1["ULK1"] -->|associated with| neurodegeneration_3["neurodegeneration"]
TGFB1["TGFB1"] -->|associated with| neurodegeneration_4["neurodegeneration"]
PPARGC1A["PPARGC1A"] -->|interacts with| PRKAA1["PRKAA1"]
PRKAA1_5["PRKAA1"] -->|associated with| neurodegeneration_6["neurodegeneration"]
PRKAA1_7["PRKAA1"] -->|interacts with| PPARGC1A_8["PPARGC1A"]
NR3C1["NR3C1"] -->|associated with| neurodegeneration_9["neurodegeneration"]
NR3C1_10["NR3C1"] -->|interacts with| CRH_11["CRH"]
NR3C1_12["NR3C1"] -->|interacts with| TNFA_13["TNFA"]
CRH_14["CRH"] -->|interacts with| NR3C1_15["NR3C1"]
style BDNF fill:#ce93d8,stroke:#333,color:#000
style neurodegeneration fill:#ef5350,stroke:#333,color:#000
style CRH fill:#ce93d8,stroke:#333,color:#000
style neurodegeneration_1 fill:#ef5350,stroke:#333,color:#000
style TNFA fill:#ce93d8,stroke:#333,color:#000
style neurodegeneration_2 fill:#ef5350,stroke:#333,color:#000
style ULK1 fill:#ce93d8,stroke:#333,color:#000
style neurodegeneration_3 fill:#ef5350,stroke:#333,color:#000
style TGFB1 fill:#ce93d8,stroke:#333,color:#000
style neurodegeneration_4 fill:#ef5350,stroke:#333,color:#000
style PPARGC1A fill:#ce93d8,stroke:#333,color:#000
style PRKAA1 fill:#ce93d8,stroke:#333,color:#000
style PRKAA1_5 fill:#ce93d8,stroke:#333,color:#000
style neurodegeneration_6 fill:#ef5350,stroke:#333,color:#000
style PRKAA1_7 fill:#ce93d8,stroke:#333,color:#000
style PPARGC1A_8 fill:#ce93d8,stroke:#333,color:#000
style NR3C1 fill:#ce93d8,stroke:#333,color:#000
style neurodegeneration_9 fill:#ef5350,stroke:#333,color:#000
style NR3C1_10 fill:#ce93d8,stroke:#333,color:#000
style CRH_11 fill:#ce93d8,stroke:#333,color:#000
style NR3C1_12 fill:#ce93d8,stroke:#333,color:#000
style TNFA_13 fill:#ce93d8,stroke:#333,color:#000
style CRH_14 fill:#ce93d8,stroke:#333,color:#000
style NR3C1_15 fill:#ce93d8,stroke:#333,color:#000
neurodegeneration | 2026-04-01 | completed
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