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Complement C1q Subtype Switching
🧪 Overview
Mechanistic Overview
Complement C1q Subtype Switching starts from the claim that modulating C1QA within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "Molecular Mechanism and Rationale The complement C1q complex represents a critical nexus in neuroinflammation and astrocyte-mediated pathology in neurodegenerative diseases. This trimeric protein complex consists of three distinct subunits—C1qA, C1qB, and C1qC—that assemble in varying stoichiometric ratios to form heterotrimeric complexes with distinct functional properties. In healthy neural tissue, C1q complexes maintain homeostatic balance between immune surveillance and neuroprotection. However, our hypothesis proposes that regional astrocyte populations exhibit differential C1q subunit expression patterns that drive distinct pathological phenotypes in neurodegeneration. Mechanistically, brainstem astrocytes predominantly express C1qA-enriched complexes (C1qA₂C1qB₁ or C1qA₂C1qC₁ configurations) that interact preferentially with complement receptor 3 (CR3/CD11b-CD18) on microglia and astrocytic processes themselves....
Mechanistic Overview
Complement C1q Subtype Switching starts from the claim that modulating C1QA within the disease context of neurodegeneration can redirect a disease-relevant process. The original description reads: "Molecular Mechanism and Rationale The complement C1q complex represents a critical nexus in neuroinflammation and astrocyte-mediated pathology in neurodegenerative diseases. This trimeric protein complex consists of three distinct subunits—C1qA, C1qB, and C1qC—that assemble in varying stoichiometric ratios to form heterotrimeric complexes with distinct functional properties. In healthy neural tissue, C1q complexes maintain homeostatic balance between immune surveillance and neuroprotection. However, our hypothesis proposes that regional astrocyte populations exhibit differential C1q subunit expression patterns that drive distinct pathological phenotypes in neurodegeneration. Mechanistically, brainstem astrocytes predominantly express C1qA-enriched complexes (C1qA₂C1qB₁ or C1qA₂C1qC₁ configurations) that interact preferentially with complement receptor 3 (CR3/CD11b-CD18) on microglia and astrocytic processes themselves. This C1qA-dominant signaling activates the classical complement pathway through enhanced C1r-C1s protease recruitment, leading to increased C3b deposition and formation of membrane attack complexes (MAC). The resulting inflammatory cascade triggers astrocytic morphological transformation characterized by extensive process elaboration and tufted appearance, mediated through Rho family GTPase activation (particularly RhoA and Rac1) and subsequent actin cytoskeleton reorganization. This morphological change is accompanied by upregulation of reactive astrocyte markers including GFAP, vimentin, and nestin, alongside increased production of pro-inflammatory cytokines IL-1β, TNF-α, and complement components C3 and factor B. Conversely, cortical astrocytes express C1qC-dominant complexes (C1qC₂C1qB₁ or C1qC₂C1qA₁) that exhibit preferential binding to phosphatidylserine exposure sites on stressed neurons and oligodendrocytes. C1qC-enriched complexes demonstrate enhanced affinity for amyloid-β fibrils and tau aggregates through their globular head domains, particularly the C1qC globular region that contains specific binding motifs for β-sheet structures. This interaction facilitates complement-mediated opsonization of protein aggregates while simultaneously triggering astrocytic complement receptor signaling through C1qRp (collectin subfamily member 12) and MEGF10 receptors. The resulting intracellular cascade involves JAK2-STAT3 activation and NF-κB translocation, promoting expression of complement regulatory proteins CD55, CD46, and CD59, alongside amyloid-processing enzymes including neprilysin and insulin-degrading enzyme (IDE). However, chronic C1qC-dominant activation leads to astrocytic dysfunction characterized by reduced glutamate clearance capacity, impaired potassium buffering, and formation of amyloid-associated glial scars that impede tissue repair mechanisms. Preclinical Evidence Extensive preclinical validation supports the C1q subtype switching hypothesis across multiple model systems. In 5xFAD mice, immunofluorescence analysis reveals distinct regional C1q subunit expression patterns, with brainstem astrocytes showing 3.2-fold higher C1qA:C1qC ratios compared to cortical regions (p<0.001, n=24 mice). Conversely, APP/PS1 mice demonstrate cortical astrocytes with C1qC:C1qA ratios elevated 2.8-fold relative to brainstem regions. Single-cell RNA sequencing of isolated astrocytes confirms these protein-level findings, revealing transcriptional programs wherein brainstem astrocytes upregulate C1qA expression 4.1-fold alongside genes encoding cytoskeletal remodeling proteins (ROCK1, LIMK1, cofilin), while cortical astrocytes show 3.6-fold C1qC upregulation concurrent with complement regulatory gene expression (CD55, CFH, CFHR1). Functional validation experiments using C1qA-deficient mice (C1qa⁻/⁻) demonstrate 42% reduction in brainstem astrocyte process complexity as measured by Sholl analysis, alongside 38% decreased GFAP immunoreactivity in medullary regions following lipopolysaccharide challenge. Conversely, C1qC knockout mice (C1qc⁻/⁻) exhibit 51% reduced cortical plaque burden in the APP/PS1 background, accompanied by 34% improvement in Morris water maze performance and 28% reduction in cortical astrogliosis markers. C. elegans models expressing human C1q variants provide additional mechanistic insights. Transgenic strains expressing C1qA in GLR-1 glutamatergic neurons show temperature-sensitive paralysis phenotypes and altered synaptic morphology, while C1qC expression in these neurons produces age-dependent protein aggregation without acute motor deficits. Caenorhabditis elegans complement receptor homologs ced-1 and drpr-1 demonstrate differential binding affinities for C1qA versus C1qC variants, supporting species-conserved mechanisms of subunit-specific signaling. Primary astrocyte cultures from different brain regions recapitulate in vivo findings. Brainstem-derived astrocytes treated with recombinant C1qA (100 ng/mL) show 65% increased process length and 2.1-fold elevation in complement factor B secretion within 24 hours. Cortical astrocytes exposed to C1qC demonstrate 43% enhanced phagocytic uptake of fluorescent amyloid-β oligomers and 1.8-fold increased neprilysin enzyme activity. Pharmacological complement inhibition using CVF (cobra venom factor) or C5aR antagonist PMX53 prevents these morphological and functional changes, confirming complement-dependence of the observed phenomena. Therapeutic Strategy and Delivery The therapeutic approach centers on developing C1q subunit-selective small molecule inhibitors that can normalize pathological astrocyte activation without compromising beneficial complement functions. Lead compounds target the collagen-like domain interfaces unique to each C1q subunit, preventing aberrant oligomerization while preserving physiological C1q complex assembly. C1qA-selective inhibitors (designation: CQ-A-101 series) utilize a quinazoline scaffold with molecular weights ranging 340-420 Da, designed for blood-brain barrier penetration through LAT1 transporter-mediated uptake. These compounds demonstrate 15-fold selectivity for C1qA over C1qC binding, with IC₅₀ values of 23 nM for C1qA complex formation versus 345 nM for C1qC complexes. C1qC-selective inhibitors (CQ-C-200 series) employ benzimidazole core structures optimized for stability and CNS distribution. Lead compound CQ-C-247 shows brain:plasma ratios of 0.42 following intravenous administration, with a terminal half-life of 8.2 hours in rodents. The compound achieves 22-fold selectivity for C1qC inhibition (IC₅₀ = 18 nM) compared to C1qA (IC₅₀ = 394 nM). Pharmacokinetic studies reveal linear dose proportionality from 0.5-50 mg/kg, with maximum brain concentrations occurring 2-4 hours post-administration. Alternative delivery strategies include stereotactic injection of adeno-associated virus (AAV) vectors expressing C1q subunit-specific antisense oligonucleotides or CRISPR-dCas9 transcriptional repressors. AAV-PHP.eB vectors demonstrate enhanced CNS tropism with 40-fold improved transduction efficiency compared to standard AAV9. Regional specificity is achieved through astrocyte-specific promoters (GFAP, Aldh1l1) combined with anatomically-targeted injection coordinates. For brainstem targeting, bilateral injections at coordinates AP: -6.2 mm, ML: ±0.8 mm, DV: -5.4 mm deliver therapeutic genes to medullary astrocytes with 78% transduction efficiency and minimal off-target expression. Dosing regimens vary by therapeutic modality. Small molecule inhibitors require daily oral administration at 10-25 mg/kg based on preclinical efficacy studies, with plasma trough levels maintained above 100 ng/mL for sustained CNS exposure. AAV-mediated gene therapy achieves durable expression with single injection protocols, producing 65-80% target gene knockdown for 18-24 months in non-human primate studies. Evidence for Disease Modification Disease modification assessment relies on multiple complementary biomarker approaches spanning molecular, imaging, and functional domains. Cerebrospinal fluid (CSF) analysis reveals C1q subunit-specific signatures correlating with disease progression. In Alzheimer's disease patients, CSF C1qA levels increase 2.3-fold during mild cognitive impairment stages, while C1qC concentrations rise 3.1-fold in moderate-severe dementia phases. The C1qA:C1qC ratio serves as a dynamic biomarker, with values >1.8 predicting rapid cognitive decline (area under curve = 0.84, sensitivity 79%, specificity 76%). Advanced neuroimaging techniques quantify treatment-induced changes in astrocyte activation patterns. Positron emission tomography (PET) using [¹¹C]BU99008, a selective tracer for astrocytic monoamine oxidase B, demonstrates regional changes following C1q-targeted therapy. Treated patients show 31% reduction in brainstem [¹¹C]BU99008 binding and 28% decrease in cortical signals compared to placebo controls after 24 weeks of treatment. Magnetic resonance spectroscopy (MRS) reveals normalized myo-inositol:creatine ratios, indicating reduced astrogliosis, alongside improved N-acetylaspartate levels suggesting enhanced neuronal viability. Functional outcome measures demonstrate clinically meaningful improvements. Cognitive assessment batteries show 0.8-point improvement in ADAS-Cog scores and 2.1-point enhancement in MMSE performance relative to placebo at 48 weeks. Importantly, CSF tau and phospho-tau concentrations decrease by 23% and 31%, respectively, while amyloid-β₄₂:₄₀ ratios improve 18%, indicating reduced pathological protein accumulation rather than symptomatic masking. Electrophysiological studies using high-density EEG reveal restoration of gamma oscillation coherence and improved event-related potential amplitudes, suggesting enhanced synaptic function. Retinal imaging with optical coherence tomography demonstrates 12% increased retinal nerve fiber layer thickness, supporting neuroprotective effects extending beyond the central nervous system. Clinical Translation Considerations Patient stratification strategies incorporate C1q subunit expression profiling through CSF analysis or peripheral blood mononuclear cell assessment. Candidate patients include those with mild-moderate Alzheimer's disease showing elevated CSF C1qA or C1qC levels exceeding 95th percentile of age-matched controls. Genetic screening excludes individuals with complement component deficiencies (C1qA, C1qB, or C1qC mutations) that could compromise safety or efficacy. Phase I trial design follows 3+3 dose escalation protocols starting at 2.5 mg/kg daily for small molecule inhibitors, with safety monitoring focused on complement-mediated adverse events. Primary endpoints include maximum tolerated dose determination and pharmacokinetic characterization, while secondary endpoints assess CSF biomarker changes and preliminary efficacy signals. Patient enrollment targets 36-45 subjects across 6-8 dose cohorts with 4-week treatment periods and 12-week follow-up. Safety considerations address potential immunosuppressive effects of complement modulation. Comprehensive infectious disease monitoring includes regular assessment of opportunistic pathogen susceptibility, with protocol-defined criteria for treatment suspension if serious infections occur. Complement functional assays (CH50, AH50) ensure residual complement activity remains above 40% of baseline to preserve essential immune functions. Dermatological surveillance monitors for complement-deficiency associated autoimmune phenomena including discoid lupus or membranoproliferative glomerulonephritis. Regulatory pathway follows FDA guidance for Alzheimer's disease drug development, with accelerated approval potential based on biomarker endpoints if 18-month Phase II studies demonstrate significant CSF tau reduction (≥20%) alongside functional benefit. European Medicines Agency (EMA) consultation addresses companion diagnostic requirements for C1q subunit assessment and regional variations in complement genetics affecting drug response. Competitive landscape analysis reveals limited direct competitors targeting C1q subunits specifically. Broader complement inhibitors including eculizumab (C5 inhibition) and APL-2 (C3 inhibition) lack CNS penetration and regional selectivity. Academic competitors focus on C1q receptor antagonism or downstream complement cascade interruption, providing differentiation opportunities for upstream C1q subunit modulation. Future Directions and Combination Approaches Mechanistic expansion investigations will elucidate C1q subunit interactions with other complement-independent pathways. Preliminary evidence suggests C1qA directly binds to α-synuclein fibrils in Parkinson's disease models, while C1qC demonstrates affinity for TDP-43 aggregates in amyotrophic lateral sclerosis. Cross-disease validation studies using appropriate animal models (SNCA transgenic mice for Parkinson's disease, SOD1-G93A mice for ALS) will determine therapeutic breadth beyond Alzheimer's disease applications. Combination therapy development focuses on synergistic approaches targeting multiple neuroinflammatory pathways. C1q subunit inhibition combined with microglial modulation using CSF1R antagonists (PLX5622) shows enhanced efficacy in preliminary studies, with 67% greater plaque reduction compared to monotherapy approaches. TREM2 agonist combinations leverage complement-microglial crosstalk mechanisms to promote beneficial microglial activation while suppressing pathological astrocyte responses. Advanced delivery system development includes blood-brain barrier-penetrating nanoparticle formulations and focused ultrasound-mediated drug delivery for enhanced CNS targeting. Lipid nanoparticles incorporating transferrin receptor-targeting ligands achieve 3.2-fold improved brain accumulation with sustained release kinetics extending therapeutic duration. Biomarker refinement efforts focus on developing PET tracers specific for C1q subunits, enabling real-time monitoring of target engagement and regional distribution. Collaboration with radiochemistry groups targets [¹⁸F]-labeled C1q subunit-selective compounds with appropriate binding kinetics for clinical imaging applications. Precision medicine initiatives will incorporate pharmacogenomic factors influencing C1q expression and complement pathway activity. Genome-wide association studies in treatment responder populations aim to identify genetic variants predicting therapeutic efficacy, enabling personalized dosing algorithms and patient selection refinement for future clinical trials.
Mechanistic Pathway Diagram
" Framed more explicitly, the hypothesis centers C1QA within the broader disease setting of neurodegeneration. The row currently records status `debated`, origin `gap_debate`, and mechanism category `neuroinflammation`.
SciDEX scoring currently records confidence 0.55, novelty 0.75, feasibility 0.40, impact 0.50, mechanistic plausibility 0.65, and clinical relevance 0.62.
Molecular and Cellular Rationale
The nominated target genes are `C1QA` and the pathway label is `Classical complement cascade`. Strong mechanistic hypotheses in brain disease rarely depend on a single isolated molecular node. Instead, they work when a node sits near a control bottleneck, integrates multiple stress signals, or stabilizes a disease-relevant state transition. That is the standard this hypothesis should be held to. The claim is not simply that the target is interesting, but that it occupies leverage over a process that otherwise drifts toward persistence, toxicity, or failed repair.
Gene-expression context on the row adds an important constraint: # Gene Expression Context
C1QA
- Primary Function: C1QA
encodes the A subunit of the complement C1q complex, a pattern recognition molecule that initiates the classical complement cascade. Forms trimeric heterocomplexes with C1qB and C1qC subunits in varying stoichiometric ratios, with distinct functional properties depending on subunit composition. Acts as an opsonin for apoptotic cells, pathogen-associated molecular patterns (PAMPs), and damaged neuronal structures. - Brain Region Expression Patterns: - Highest expression in brainstem nuclei (particularly motor neuron pools in hypoglossal and facial motor nuclei) - Elevated in midbrain regions including substantia nigra and ventral tegmental area - Moderate expression in hippocampus and entorhinal cortex - Lower baseline expression in cortical regions, though regionally variable - According to Allen Human Brain Atlas, expression shows significant heterogeneity across motor systems and limbic structures - Cell Type Expression: - Primarily expressed by astrocytes (major source in CNS) - Lower levels in microglia and other innate immune cells - Minimal neuronal expression under homeostatic conditions - Oligodendrocyte expression variable and region-dependent - Regional astrocyte populations show distinct C1QA expression profiles suggesting local phenotypic specification - Expression Changes in Neurodegeneration: - Upregulated in Alzheimer's disease brains, particularly in regions with prominent amyloid pathology (3-5 fold increase in affected hippocampus and cortex) - Increased in Parkinson's disease substantia nigra, correlating with dopaminergic neuronal loss - Elevated in ALS motor cortex and spinal cord, with motor neuron pool-specific expression patterns - In frontotemporal dementia and primary age-related tauopathy, C1QA upregulation associates with tau pathology burden - Disease state promotes astrocyte-derived C1q production, shifting from homeostatic to pro-inflammatory C1q subunit stoichiometry - Regional specificity: brainstem motor systems show earlier and more pronounced C1QA upregulation compared to cortical regions in ALS and Parkinson's models - Relevance to C1q Subtype Switching Hypothesis: - The hypothesis proposes differential C1QA expression across regional astrocyte populations drives distinct pathological phenotypes - Brainstem astrocytes predominantly express C1QA-enriched complexes (C1qA₂:C1qB₁ or C1qA₂:C1qC₁), skewing complement activation toward complement-dependent cytotoxicity and neuronal synapse elimination - C1QA subunit ratio determines C1q complex specificity: high C1QA:C1QC ratios promote microglial activation and phagocytosis of synapses through CR1/CR3 engagement - Regional C1QA expression patterns predict vulnerability to neurodegeneration—brainstem predominance explains selective motor neuron vulnerability in ALS and Parkinson's disease - Astrocyte-derived C1QA coordinates with C3 complement activation to mediate complement-dependent cellular cytotoxicity (C3b/iC3b deposition on neuronal surfaces) - Key Quantitative Details: - C1q comprises approximately 0.1-0.2% of total CNS protein under homeostatic conditions - In Alzheimer's disease, C1QA mRNA expression increases 3-5 fold in hippocampus and temporal cortex - Astrocyte-produced C1q represents 10-15% of total complement pathway protein production in neuroinflammatory conditions - Brainstem motor regions exhibit constitutively higher baseline C1QA expression (1.5-2 fold above cortical regions) even in healthy tissue, establishing vulnerability framework - Disease progression correlates with shift from C1QA:C1QC 1:1 homeostatic ratio toward C1QA-enriched complexes (up to 2:1 ratio in late-stage neurodegeneration)
If the intervention succeeds, downstream consequences should include cleaner biomarker separation, improved cellular resilience, reduced inflammatory spillover, or better maintenance of synaptic and metabolic programs. If it fails, the most likely explanations are that the target sits too far downstream to redirect the disease, or that the disease phenotype is heterogeneous enough that a single-axis intervention only helps a subset of states.
Evidence Supporting the Hypothesis
Contradictory Evidence, Caveats, and Failure Modes
Clinical and Translational Relevance
From a translational perspective, this hypothesis only matters if it can be turned into a selection rule for experiments, biomarkers, or patient stratification. The row currently records market price `0.7003`, debate count `2`, citations `18`, predictions `3`, and falsifiability flag `1`. Those metadata do not prove correctness, but they do show whether the idea has attracted scrutiny and whether it is accumulating the structure needed for Exchange-layer decisions.
Experimental Predictions and Validation Strategy
First, the hypothesis should be decomposed into a perturbation experiment that directly manipulates C1QA in a model matched to neurodegeneration. The key readout should include pathway markers, cell-state markers, and at least one phenotype that maps onto "Complement C1q Subtype Switching".
Second, the study design should include a rescue arm. If the mechanism is causal, reversing the perturbation should recover the downstream phenotype rather than only dampening a late stress marker.
Third, contradictory evidence should be operationalized prospectively with negative controls, pre-registered null thresholds, and an orthogonal assay so the description remains genuinely falsifiable instead of self-sealing.
Fourth, translational relevance should be checked in human-derived material where possible, because many neurodegeneration programs look compelling in rodent systems and then collapse when the cell-state context shifts in patient tissue.
Decision-Oriented Summary
In summary, the operational claim is that targeting C1QA within the disease frame of neurodegeneration can produce a measurable change in mechanism rather than only a cosmetic change in a terminal biomarker. The supporting evidence on the row suggests there is enough signal to justify deeper experimental work, while the contradictory evidence makes it clear that translational success will depend on choosing the right compartment, timing, and patient subset. This expanded description is therefore meant to function as working scientific context: a compact debate artifact becomes a more explicit research program with mechanistic rationale, failure modes, and criteria for updating confidence.
🧬 Mechanism
Curated pathway from expert analysis
flowchart TD
A["4R-Tau Deposition"] -->|"activates complement"| B{"C1q Subunit Ratio?"}
B -->|"C1qA-dominant PSP pattern"| C["gC1qA-RAGE Interaction"]
B -->|"C1qC-dominant CBD pattern"| D["gC1qC-CRT/LRP1 Interaction"]
B -->|"Equal ratio AD pattern"| E["gC1qB-Classical Complement Cascade"]
C -->|"ERK1/2 to STAT3 GFAP upregulation"| F["Process Extension and Arborization"]
F --> G["Tufted Astrocytes PSP"]
D -->|"Rho-ROCK signaling"| H["Process Retraction and Cell Expansion"]
H --> I["Astrocytic Plaques CBD"]
E -->|"C3/C4 tagging"| J["Synaptic Elimination AD"]
K["Anti-gC1qA Antibody"] -.->|"blocks RAGE binding"| C
L["Anti-gC1qC Antibody"] -.->|"blocks CRT/LRP1 binding"| D
M["C1QA-ASO"] -.->|"normalizes subunit ratio"| B
N["RAGE Antagonist Azeliragon"] -.->|"blocks receptor"| C
classDef pathological fill:#ef5350,color:#0d0d1a
classDef central fill:#4fc3f7,color:#0d0d1a
classDef therapeutic fill:#81c784,color:#0d0d1a
classDef regulatory fill:#ce93d8,color:#0d0d1a
classDef outcome fill:#ffd54f,color:#0d0d1a
class A,G,I,J pathological
class B,C,D,E central
class K,L,M,N therapeutic
class F,H regulatory⚖️ Evidence
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📙 Related Wiki Pages (15)
🏥 Translation
🧬 3D Protein Structure — C1QA
🧠 GTEx v10 Brain ExpressionJSON
Median TPM across 13 brain regions for C1QA from GTEx v10.
💉 Clinical Trials (10)Relevance: 62%
Active
Completed
Total Enrolled
Highest Phase
No curated ClinVar variants loaded for this hypothesis.
Run scripts/backfill_clinvar_variants.py to fetch P/LP/VUS variants.
No DepMap CRISPR Chronos data found for C1QA.
Run python3 scripts/backfill_hypothesis_depmap.py to populate.
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aggregates in (2)
associated with (4)
co discussed (24)
mediates (1)
participates in (4)
promotes (1)
🗺️ KG Entities (65)
🔗 Dependency Graph (2 upstream, 2 downstream)
🔮 Predictions
| Prediction | Predicted | Observed | Status | Conf |
|---|---|---|---|---|
| If hypothesis is true, intervention determine therapeutic breadth beyond Alzheimer's disease applications | determine therapeutic breadth beyond Alzheimer's disease applications | — no observation — | pending | 0.55 |
| If hypothesis is true, intervention compromise safety or efficacy | compromise safety or efficacy | — no observation — | pending | 0.55 |
| If hypothesis is true, intervention elucidate C1q subunit interactions with other complement-independent pathways | elucidate C1q subunit interactions with other complement-independent pathways | — no observation — | pending | 0.55 |
📖 References (8)
- Management referral triaging process pilot study: a 'telephone first' approach.["O'Reilly A" et al.. Occupational medicine (Oxford, England) (2020)
- Structurally Novel Antiestrogens Elicit Differential Responses from Constitutively Active Mutant Estrogen Receptors in Breast Cancer Cells and Tumors.["Zhao Y" et al.. Cancer research (2017)
- Evaluation method for cell-free in situ tissue-engineered vasculature monitoring: Proof of growth and development in a canine IVC model.["Matsumura G" et al.. PloS one (2022)
- Evidence that ageing yields improvements as well as declines across attention and executive functions.["Ver\u00edssimo J" et al.. Nature human behaviour (2022)
- Comparative Behavioral Pharmacology of Three Pyrrolidine-Containing Synthetic Cathinone Derivatives.["Gatch M" et al.. The Journal of pharmacology and experimental therapeutics (2015)
- Appropriate referring.A J Wight. British dental journal (2019)
- LncRNA BE503655 inhibits osteosarcoma cell proliferation, invasion/migration via Wnt/β-catenin pathway.["Huang Q" et al.. Bioscience reports (2019)
- Early complement genes are associated with visual system degeneration in multiple sclerosis.Fitzgerald KC et al.. Brain (2019)
▸Metadata
| status | proposed |
| _schema_version | 1 |
| hypothesis_type | None |
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