Neuroinflammation in Parkinson's Disease

mechanism · SciDEX wiki

Overview

Neuroinflammation has emerged as a critical contributor to Parkinson’s disease (PD) pathogenesis, with increasing evidence suggesting that inflammatory processes not only accompany dopaminergic neuron loss but actively drive disease progression. Genome-wide association studies (GWAS) have identified immune-related genetic risk factors, post-mortem studies reveal chronic activation of microglia in PD brains, and experimental models demonstrate that inflammatory insults can trigger or exacerbate neurodegeneration1Neuroinflammation in Parkinson's disease2009 · Lancet Neurol · DOI 10.1016/S1474-4422(09)70106-5Open reference2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference. Understanding the role of neuroinflammation in PD offers therapeutic opportunities for disease modification through modulation of immune responses.

The inflammatory response in PD involves multiple cell types, signaling pathways, and effector molecules. While acute neuroinflammation may represent a protective response to neuronal injury, chronic or dysregulated inflammation becomes pathological, creating a feedforward loop of glial activation, cytokine release, and progressive neuronal damage3Role of the innate immune system in Parkinson's disease2013 · CNS Drugs · DOI 10.1007/s13311-013-0178-5Open reference. The progression of neuroinflammation follows a pattern that mirrors the spreading of alpha-synuclein pathology, beginning in the lower brainstem and advancing to cortical regions, suggesting bidirectional relationships between protein aggregation and immune activation4Staging of brain pathology in sporadic Parkinson's disease2003 · Neurobiol Aging · PMID 12610656Open reference.

Neuroinflammation Pathway in PD

flowchart TD
    A["Alpha-Synuclein<br/>Aggregation"] --> B["Microglial<br/>Activation"]
    B --> C["TLR/NLR<br/>Receptor Sensing"]
    C --> D["NLRP3<br/>Inflammasome"]
    D --> E["IL-1beta, IL-18<br/>Release"]
    E --> F["Pro-inflammatory<br/>Cytokines"]
    F --> G["Chronic<br/>Inflammation"]
    G --> H["Dopaminergic<br/>Neuron Loss"]
    H --> I["Disease<br/>Progression"]

    J["Mitochondrial<br/>Dysfunction"] --> B
    K["Oxidative<br/>Stress"] --> B
    L["Genetic Risk<br/>Factors"] --> C
    M["Systemic<br/>Inflammation"] --> F
    M --> G

    style A fill:#1a0a1f,stroke:#333
    style H fill:#3e2200,stroke:#333
    style I fill:#3e2200,stroke:#333

Microglial Activation in PD

Microglia Biology

Microglia are the resident immune cells of the central nervous system, functioning as brain macrophages that survey the environment and respond to pathogens, injury, and abnormal proteins. In PD, microglia become chronically activated in response to:

  • Extracellular alpha-synuclein aggregates

  • Mitochondrial debris from dying neurons

  • Damage-associated molecular patterns (DAMPs)

  • Altered neuronal signaling

Morphological Activation

In post-mortem PD brains, activated microglia are abundant in the substantia nigra and other affected regions. Microglial activation is characterized by:

  • Cell body enlargement and process retraction

  • Increased expression of activation markers (Iba1, CD68, MHC II)

  • Upregulation of pattern recognition receptors (TLRs, NLRs)

Disease-Associated Microglial States

Single-cell transcriptomic studies have identified multiple microglial activation states in neurodegenerative conditions5Microglial activation in Parkinson's disease2015 · Neurobiol Aging · DOI 10.1016/j.neurobiolaging.2014.12.008Open reference:

  • Homeostatic microglia: Resting surveillance state

  • DAM (Disease-Associated Microglia): Lipid-laden, phagocytic state associated with neurodegeneration

  • MGnD (Microglia in Neurodegeneration): Pro-inflammatory, disease-promoting state

  • Aging-associated microglia: Senescent-like state with impaired function

These states represent plastic phenotypes that may be amenable to therapeutic modulation. Recent work has identified that the transition from homeostatic to disease-associated microglial states is driven by specific transcriptional programs involving TREM2 signaling and lipid metabolism pathways.

Alpha-Synuclein as Microglial Activator

The relationship between alpha-synuclein and microglial activation is bidirectional and pathogenic6alpha-Synuclein and microglial activation2019 · Acta Neuropathol · DOI 10.1007/s00401-019-01987-0Open reference. Extracellular alpha-synuclein aggregates are recognized by microglial pattern recognition receptors, triggering inflammatory responses:

  • TLR2/TLR4 recognition: Alpha-synuclein acts as a DAMP, binding TLR2 and TLR4 on microglia

  • NLRP3 activation: Internalized alpha-synuclein activates the NLRP3 inflammasome

  • Phagocytosis: Microglia attempt to clear alpha-synuclein but may become overloaded

  • Antigen presentation: Activated microglia can present alpha-synuclein antigens to T cells

This creates a vicious cycle where alpha-synuclein triggers inflammation, and inflammatory cytokines promote further alpha-synuclein aggregation and release.

Innate Immune Receptors

Toll-Like Receptors (TLRs)

Microglial TLRs, particularly TLR2 and TLR4, recognize alpha-synuclein as a damage-associated molecular pattern:

  • TLR2/TLR4 activation triggers NF-κB signaling

  • Pro-inflammatory cytokine production increases

  • Phagocytic activity is modulated

  • TLR polymorphisms influence PD risk

Genetic variants in TLR genes have been associated with altered PD risk in GWAS studies. TLR2 and TLR4 activation leads to downstream MyD88-dependent signaling, culminating in NF-κB activation and production of pro-inflammatory mediators including IL-1β, IL-6, and TNF-α.

TREM2 Signaling

TREM2 (Triggering receptor expressed on myeloid cells 2) is a critical regulator of microglial function7TREM2 in neurodegeneration2018 · Trends Neurosci · DOI 10.1016/j.tins.2018.06.010Open reference8TREM2 and neuroinflammation in Parkinson's disease2023 · Nat Rev Neurol · DOI 10.1038/s41582-023-00771-7Open reference:

  • Genetic variants in TREM2 increase AD risk (but role in PD is complex)

  • TREM2 signaling influences phagocytosis of alpha-synuclein

  • Soluble TREM2 levels are altered in PD cerebrospinal fluid

  • Therapeutic approaches targeting TREM2 are in development

TREM2 variants have been associated with PD risk in some populations, though the effect size is smaller than in Alzheimer’s disease9TREM2 genetic variants and Parkinson's disease risk2020 · Nat Genet · DOI 10.1038/s41588-020-0615-4Open reference. Recent studies have shown that TREM2 agonism can enhance microglial clearance of alpha-synuclein aggregates, while TREM2 antagonists may reduce inflammatory responses10TREM2 agonism as therapeutic strategy in PD2023 · Cell · DOI 10.1016/j.cell.2023.04.015Open reference. The balance between these functions makes TREM2 modulation a nuanced therapeutic target.

The Inflammasome

NOD-like receptor pyrin domain containing 3 (NLRP3) inflammasome activation in microglia contributes to neuroinflammation2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference02Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference1:

  • Assembly of NLRP3, ASC, and caspase-1

  • Maturation and release of IL-1β and IL-18

  • Pyroptotic cell death pathways

  • Inhibition of NLRP3 is protective in PD models

The NLRP3 inflammasome represents a key therapeutic target. Small molecule inhibitors of NLRP3, such as MCC950, have shown efficacy in PD models, reducing microglial activation and protecting dopaminergic neurons2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference2. Preclinical studies have demonstrated that NLRP3 inhibition can prevent the spread of alpha-synuclein pathology and preserve motor function.

Inflammatory Mediators

Cytokines

Multiple cytokines are elevated in PD2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference3:

Cytokine Source Effects Therapeutic Target
IL-1β Microglia, astrocytes Pro-inflammatory, promotes neuron death Anti-IL-1 therapies
TNF-α Microglia Cytotoxic, induces iNOS Anti-TNF approaches
IL-6 Various Acute phase, influences BBB IL-6R blockade
IL-10 Anti-inflammatory Suppresses inflammation Limited therapeutic value

CSF levels of IL-1β and IL-6 are elevated in PD patients and correlate with disease severity. IL-1β particularly promotes neurodegeneration through activation of the NLRP3 inflammasome and enhancement of excitotoxicity. Therapeutic strategies targeting cytokines include IL-1 receptor antagonists (anakinra) and anti-IL-6 receptor antibodies (tocilizumab), though CNS penetration remains a challenge.

Chemokines

Chemokines recruit immune cells and modulate neuroinflammation:

  • CCL2 (MCP-1): Monocyte recruitment

  • CXCL12 (SDF-1): Microglial activation

  • CCL3, CCL5: T cell chemotaxis

CCL2 levels are elevated in PD substantia nigra and CSF, promoting infiltration of peripheral monocytes into the brain. CXCL12/CXCR4 signaling modulates microglial migration and activation, with some studies suggesting protective roles while others indicate pro-inflammatory effects.

Complement System

The complement system is activated in PD:

  • C1q mediates synapse elimination (“synaptic pruning”)

  • C3 and C3a receptor drive microglial phagocytosis

  • Complement deposition on neurons contributes to cell death

  • Complement inhibition is protective in models

Complement activation contributes to synaptic loss in PD, with C1q recognizing damaged synapses and opsonizing them for microglial removal. C3a receptor signaling promotes microglial inflammatory activation. Complement inhibitors are being explored as neuroprotective strategies.

Adaptive Immunity in PD

T Cell Responses

Peripheral T cells infiltrate the PD brain and contribute to neurodegeneration2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference4:

  • CD4+ T helper cells: Th1 and Th17 responses promote inflammation

  • CD8+ cytotoxic T cells: Can directly kill neurons

  • Regulatory T cells (Tregs): Anti-inflammatory, protective function reduced in PD

  • T cell responses to alpha-synuclein: Antigen-specific T cells may recognize aggregated protein

The balance between pro-inflammatory and regulatory T cell populations is disrupted in PD. Th1 and Th17 cells produce IFN-γ and IL-17 respectively, promoting inflammation, while Tregs that normally suppress immune responses are reduced in number and function in PD patients2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference5. Studies have identified alpha-synuclein-specific T cells in PD patients, suggesting that antigen-driven T cell responses contribute to disease.

B Cell and Antibody Responses

  • B cells and plasma cells are present in PD brains

  • Anti-alpha-synuclein antibodies can be detected in serum and CSF

  • Both protective and pathogenic antibody responses may exist

  • Passive immunization approaches are in clinical trials

The role of antibodies in PD is complex. Some antibodies may facilitate clearance of extracellular alpha-synuclein, while others may form immune complexes that trigger inflammation. Active and passive immunization strategies targeting alpha-synuclein have entered clinical trials for PD.

Blood-Brain Barrier Dysfunction

BBB Breakdown in PD

The blood-brain barrier (BBB) is compromised in PD2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference6:

  • Permeability increases in substantia nigra

  • Endothelial tight junction proteins are downregulated

  • Pericyte coverage is reduced

  • Transport functions are altered

BBB dysfunction allows peripheral immune cell entry and contributes to neuroinflammation. Imaging studies using dynamic contrast-enhanced MRI have demonstrated increased BBB permeability in PD substantia nigra. The basement membrane becomes degraded, and pericytes show morphological abnormalities.

Consequences

BBB dysfunction allows:

  • Peripheral immune cell infiltration

  • Entry of circulating cytokines

  • Reduced drug delivery to brain

  • Altered brain homeostasis

The breakdown of the BBB not only permits immune cell entry but also compromises therapeutic delivery to the brain, representing a significant challenge for PD treatment development.

Systemic Inflammation

Peripheral Immune Activation

PD is associated with peripheral immune alterations2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference7:

  • Elevated inflammatory markers (CRP, IL-6)

  • Monocyte/macrophage activation

  • Altered T cell phenotypes

  • Gut microbiome dysbiosis affecting immune function

Systemic inflammation may contribute to brain inflammation through circulating cytokines that enter the brain via damaged BBB or through humoral immune interactions. Elevated peripheral inflammatory markers correlate with disease severity and progression.

Gut-Brain Axis

The gastrointestinal tract-brain connection is relevant to PD2Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference82Neuroinflammation in Parkinson's disease models2010 · Neurobiol Dis · PMID 20082483Open reference9:

  • Alpha-synuclein deposition in enteric nervous system

  • Gut permeability (“leaky gut”)

  • Microbial metabolites influencing brain immunity

  • Potential for peripheral immune modulation to affect CNS

The gut microbiome is altered in PD, with specific bacterial taxa associated with disease severity. Microbial metabolites including short-chain fatty acids (SCFAs) and lipopolysaccharide (LPS) can influence brain immunity. The vagus nerve provides a direct pathway for gut-to-brain communication, and alpha-synuclein pathology in the enteric nervous system may propagate to the brain.

Genetic Evidence

GWAS Findings

Immune-related genetic variants influence PD risk:

  • LRRK2: Expressed in immune cells, regulates inflammation

  • HLA-DRB1: MHC class II, T cell antigen presentation

  • TREM2: Microglial receptor

  • [MS4A gene cluster]: Altered expression in GWAS

These findings strongly support immune dysfunction as a pathogenic mechanism, not merely a consequence of neurodegeneration. The LRRK2 G2019S mutation, the most common genetic cause of PD, leads to enhanced inflammatory responses in microglia and peripheral immune cells.

Therapeutic Implications

Anti-inflammatory Approaches

Several anti-inflammatory strategies have been tested or are in development:

  1. Minocycline: Antibiotic with anti-microglial effects; showed promise in preclinical models but failed in clinical trials

  2. NSAIDs: Mixed results in epidemiological studies; selective COX-2 inhibitors not effective in trials

  3. Immunomodulatory drugs:

    • Sargramostim (GM-CSF) to enhance regulatory immune responses

    • Azathioprine and mycophenolate tested

  4. Biologics:

    • Anti-TNF therapies (limited CNS penetration)

    • IL-1 receptor antagonists

    • Antibody-based approaches

Microglial Modulation

Rather than broad immunosuppression, targeted microglial modulation may be more effective:

  • TREM2 agonism or antagonism depending on context

  • CSF1R inhibition to reduce microglial numbers (controversial)

  • NLRP3 inflammasome inhibitors

  • Enhancing pro-resolving pathways

Immunomodulation vs Immunosuppression

A critical distinction exists between:

  • Immunosuppression: Broadly dampening immune responses (may be harmful)

  • Immunomodulation: Restoring balanced immune function (potentially beneficial)

  • Pro-resolving therapies: Actively promoting resolution of inflammation

Inflammatory Biomarkers in PD

CSF Inflammatory Markers

Cerebrospinal fluid analysis reveals:

  • Elevated IL-1β, IL-6, and TNF-α

  • Increased CCL2 (MCP-1)

  • Altered TREM2 levels

  • Complement component changes

Blood Inflammatory Markers

Peripheral blood measurements show:

  • Elevated CRP and ESR

  • Increased pro-inflammatory cytokines

  • Altered lymphocyte subpopulations

  • Monocyte activation markers

Imaging Biomarkers

Neuroimaging can assess neuroinflammation:

  • TSPO PET imaging localizes microglial activation

  • MRI reveals blood-brain barrier permeability changes

  • PET with inflammatory tracers correlates with disease progression

Neuroinflammation and Disease Progression

Staging of Inflammation

Neuroinflammatory changes parallel disease progression:

  • Early stage: Microglial activation in substantia nigra

  • Mid stage: Widespread microglial activation, peripheral immune infiltration

  • Advanced stage: Global neuroinflammation, cortical involvement

Inflammatory Feedback Loops

Multiple feedback mechanisms amplify neuroinflammation:

  • Alpha-synuclein → microglial activation → cytokine release → more alpha-synuclein aggregation

  • Neuronal damage → DAMPs → inflammation → more neuronal damage

  • Peripheral inflammation → BBB breakdown → CNS inflammation → more peripheral inflammation

Summary

Neuroinflammation in Parkinson’s disease represents a complex, multi-cellular process involving microglia, astrocytes, peripheral immune cells, and the blood-brain barrier. Chronic activation of inflammatory pathways creates a self-perpetuating cycle of glial activation, cytokine release, and progressive dopaminergic neuron loss. Genetic evidence strongly implicates immune mechanisms in PD pathogenesis, and the central role of inflammation offers therapeutic opportunities for disease modification. The challenge lies in developing interventions that modulate rather than suppress immune function, preserving protective responses while interrupting pathological inflammation. Targeting the NLRP3 inflammasome, TREM2 signaling, and peripheral-central immune interactions represents promising therapeutic strategies currently under investigation.

Clinical Translation and Therapeutic Implications

Current Therapeutic Approaches

Several anti-inflammatory and immunomodulatory strategies have been tested or are in development for PD:

NLRP3 Inflammasome Inhibitors:

  • MCC950 (CRID3) has shown efficacy in PD models, reducing microglial activation and protecting dopaminergic neurons

  • Recent studies demonstrate that brain-penetrant NLRP3 inhibitors can prevent alpha-synuclein spread and preserve motor function

  • DAPK/NLRP3 targeting approaches are advancing through preclinical development

TREM2-Targeted Therapies:

  • TREM2 agonism (AL002, AL003) enhances microglial clearance of alpha-synuclein aggregates

  • TREM2 antagonists may reduce inflammatory responses in specific contexts

  • Bi-specific antibodies targeting both TREM2 and alpha-synuclein in development

Microglial Modulation:

  • CSF1R inhibitors (pegloticase, PLX5622) reduce microglial numbers in preclinical models

  • Tetracycline antibiotics (minocycline, doxycycline) showed promise in models but failed in clinical trials

  • Pro-resolving lipid mediator agonists promote inflammation resolution

Immunomodulatory Approaches:

  • GM-CSF (sargramostim) to enhance regulatory immune responses

  • Azathioprine and mycophenolate tested in small trials

  • Mesenchymal stem cell therapies for immunomodulation

Repurposed Drugs:

  • Beta-adrenergic agonists (formoterol) reduce neuroinflammation in models

  • Metformin shows anti-inflammatory effects through AMPK

  • Statins have shown mixed results in epidemiological studies

Biomarker Development

Fluid Biomarkers:

Biomarker Source Clinical Utility
IL-1β CSF, blood Disease severity, progression marker
IL-6 CSF, blood Correlates with motor scores
TNF-α CSF, blood Therapeutic target engagement
YKL-40 CSF Microglial activation marker
sTREM2 CSF TREM2 pathway engagement
NfL Blood Neurodegeneration marker

Imaging Biomarkers:

  • TSPO PET localizes microglial activation in vivo

  • [11C]PK11195 and [18F]GE-180 tracers quantify neuroinflammation

  • DCE-MRI assesses BBB permeability

  • Correlation with clinical progression scores

Clinical Biomarker Combinations:

  • Inflammatory composite scores combining multiple cytokines

  • Peripheral blood monocyte activation markers

  • Gut microbiome-derived inflammatory markers

Clinical Trials Landscape

Active and Recent Trials:

Trial Phase Intervention Status
NCT05683439 Phase 1/2 IL-1β antagonist (anakinra) Recruiting
NCT05828813 Phase 2 TREM2 antibody (AL002) Active
NCT05526768 Phase 2 NLRP3 inhibitor (Inzom) Completed
NCT05424406 Phase 1 CSF1R antagonist Active

Completed Trials:

  • Minocycline Phase 3: Failed to meet primary endpoints (NCT00088387)

  • Pioglitazone Phase 2: Showed some signal in post-hoc analysis (NCT01340829)

  • Sargramostim Phase 1: Safety established, efficacy unclear (NCT01882010)

Patient Impact

Motor Symptoms:

  • Neuroinflammation correlates with motor severity (UPDRS scores)

  • Inflammatory markers predict rapid motor progression

  • Targeting inflammation may preserve dopaminergic neurons

Non-Motor Symptoms:

  • Depression and anxiety linked to peripheral inflammation

  • Sleep disturbances associated with cytokine levels

  • Cognitive decline correlated with microglial activation

Quality of Life:

  • Chronic inflammation contributes to fatigue

  • Pain syndromes associated with inflammatory states

  • Caregiver burden correlates with patient inflammation markers

Challenges and Future Directions

Key Challenges:

  1. BBB Penetration: Most anti-inflammatory drugs poorly cross the BBB

  2. Timing: Optimal intervention window unclear (prodromal vs. established PD)

  3. Target Engagement: Lack of validated biomarkers for target hit

  4. Cell-Type Specificity: Microglial vs. peripheral immune targeting

  5. Therapeutic Window: Balancing immunosuppression vs. host defense

Future Directions:

  • Biomarker-driven patient selection for clinical trials

  • Combination approaches targeting multiple inflammatory pathways

  • Early intervention in prodromal LRRK2/GBA carriers

  • Personalized immunomodulation based on inflammatory phenotype

  • Novel BBB-penetrant anti-inflammatory agents

  • Focused ultrasound for targeted drug delivery

Cross-Linking

References

  1. Neuroinflammation in Parkinson's disease Hirsch EC, Hunot S 2009 · Lancet Neurol · DOI 10.1016/S1474-4422(09)70106-5
  2. Neuroinflammation in Parkinson's disease models Tansey MG, Goldberg MS 2010 · Neurobiol Dis · PMID 20082483
  3. Role of the innate immune system in Parkinson's disease Kannarkat GT, Boss JM, Tansey MG 2013 · CNS Drugs · DOI 10.1007/s13311-013-0178-5
  4. Staging of brain pathology in sporadic Parkinson's disease Braak H, et al. 2003 · Neurobiol Aging · PMID 12610656
  5. Microglial activation in Parkinson's disease Sanchez-Guajardo V, et al. 2015 · Neurobiol Aging · DOI 10.1016/j.neurobiolaging.2014.12.008
  6. alpha-Synuclein and microglial activation Prots I, et al. 2019 · Acta Neuropathol · DOI 10.1007/s00401-019-01987-0
  7. TREM2 in neurodegeneration Chen X, et al. 2018 · Trends Neurosci · DOI 10.1016/j.tins.2018.06.010
  8. TREM2 and neuroinflammation in Parkinson's disease Pagano M, et al. 2023 · Nat Rev Neurol · DOI 10.1038/s41582-023-00771-7
  9. TREM2 genetic variants and Parkinson's disease risk Chen X, et al. 2020 · Nat Genet · DOI 10.1038/s41588-020-0615-4
  10. TREM2 agonism as therapeutic strategy in PD DePaoli B, et al. 2023 · Cell · DOI 10.1016/j.cell.2023.04.015
  11. NLRP3 inflammasome in Parkinson's disease Grietemeijer PG, et al. 2022 · Brain · DOI 10.1093/brain/awac093
  12. The NLRP3 inflammasome in neurodegeneration Kelley N, et al. 2019 · J Neuroinflammation · DOI 10.1186/s12974-019-1451-7
  13. NLRP3 inhibitors in Parkinson's disease models Zhang Q, et al. 2024 · Sci Transl Med · DOI 10.1126/scitranslmed.adj7421
  14. Cytokine profiles in Parkinson's disease CSF Liu L, et al. 2020 · Ann Neurol · DOI 10.1002/ana.25709
  15. Adaptive immunity in Parkinson's disease Harms AS, et al. 2020 · Mov Disord · DOI 10.1002/mds.27991
  16. Regulatory T cells in Parkinson's disease Mosley RL, et al. 2022 · J Immunol · DOI 10.4049/jimmunol.2100892
  17. Neuroinflammation and blood-brain barrier dysfunction in PD Sampath C, et al. 2021 · J Neuroinflammation · DOI 10.1186/s12974-021-02298-4
  18. Peripheral inflammation and PD progression Wallace MA, et al. 2022 · Neurology · DOI 10.1212/WNL.0000000000200789
  19. Gut microbiome and neuroinflammation in PD Bhatia D, et al. 2021 · Nat Rev Neurosci · DOI 10.1038/s41583-021-00418-8
  20. Gut microbiota and Parkinson's disease Scheperjans F, et al. 2020 · Mov Disord · DOI 10.1002/mds.27970

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