Hypoxia Response Pathway

mechanism · SciDEX wiki

Overview

The hypoxia response pathway is a critical cellular mechanism that coordinates adaptive responses to low oxygen conditions. In the context of neurodegenerative diseases, dysregulated hypoxia signaling contributes to neuronal dysfunction, neuroinflammation, and ultimately cell death1'Hypoxia and neurodegenerative diseases: mechanisms and therapeutic implications'2020 · Frontiers in Aging Neuroscience · PMID 33178912Open reference. The pathway is primarily mediated by hypoxia-inducible factors (HIFs), a family of transcription factors that regulate the expression of hundreds of genes involved in cellular adaptation to oxygen deprivation2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference.

Chronic or intermittent hypoxia is increasingly recognized as a significant contributor to the pathogenesis of both Alzheimer’s Disease (AD) and Parkinson’s Disease (PD)3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference. Sleep apnea-induced intermittent hypoxia, cerebral hypoperfusion, and vascular dysfunction all represent clinically relevant sources of hypoxic stress in the aging brain4'Cerebral hypoperfusion and the risk of Alzheimer''s disease: a population-based follow-up study'2017 · Journal of Alzheimer's Disease · PMID 29150304Open reference.

Hypoxia-Inducible Factors (HIFs)

HIF Structure and Regulation

The HIF family consists of three oxygen-sensitive α subunits (HIF-1α, HIF-2α, and HIF-3α) and a constitutively expressed β subunit (HIF-β)5Hypoxia-inducible factor 1 is a basic-helix-loop-helix-PAS heterodimer1995 · Proceedings of the National Academy of Sciences · PMID 7824926Open reference. Under normoxic conditions, HIF-α subunits are rapidly hydroxylated by prolyl hydroxylase domain (PHD) enzymes, which require oxygen and iron as cofactors6HIFalpha targeted for VHL-mediated destruction by proline hydroxylation2001 · Cell · PMID 11292861Open reference. Hydroxylated HIF-α is recognized by the von Hippel-Lindau (VHL) tumor suppressor protein, leading to polyubiquitination and proteasomal degradation7The tumour suppressor protein VHL targets hypoxia-inducible factors for oxygen-dependent proteolysis1999 · Nature · PMID 10441327Open reference.

Under hypoxic conditions, PHD activity decreases due to limited oxygen availability, allowing HIF-α to escape degradation, translocate to the nucleus, dimerize with HIF-β, and activate target gene transcription8HIF-1 and mechanisms of hypoxia sensing2001 · Cell · PMID 11423556Open reference. This oxygen-dependent degradation (ODD) domain mechanism provides rapid and reversible regulation of HIF activity in response to oxygen levels9Regulation of HIF-1alpha by the von Hippel-Lindau tumor suppressor2000 · Kidney International · PMID 10840153Open reference.

The PHD enzymes (PHD1, PHD2, and PHD3) have distinct cellular distributions and functions10Differential function of the prolyl hydroxylases PHD1, PHD2, and PHD3 in the regulation of HIF-12004 · Journal of Biological Chemistry · PMID 15518037Open reference:

  • PHD2: Predominant regulator of HIF-α under normoxia, highly expressed in the brain

  • PHD1: Primarily nuclear, involved in cell cycle regulation

  • PHD3: Induced by hypoxia, plays role in neuronal survival

The factor inhibiting HIF (FIH) provides an additional layer of regulation by hydroxylating an asparagine residue in the HIF transactivation domain, blocking interaction with co-activators2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference0.

HIF-1α vs HIF-2α

While HIF-1α and HIF-2α share structural homology and some overlapping target genes, they have distinct functions in neurodegeneration2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference1:

Feature HIF-1α HIF-2α
Expression Ubiquitous Cell-type specific
Primary response Acute hypoxia Chronic hypoxia
Target genes Glycolysis, glucose transporters Erythropoietin, VEGF
Role in AD Mixed evidence Promotes neuroprotection
Role in PD May be protective May be pathogenic

HIF-1α is rapidly induced but also rapidly degraded, making it critical for acute hypoxia responses2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference2. HIF-2α has slower kinetics but more sustained activity, important for chronic adaptation2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference3. In the brain, HIF-2α is particularly important in astrocytes and endothelial cells.

HIF Target Genes

HIFs regulate hundreds of target genes involved in2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference4:

Metabolic adaptation:

  • Glucose transporters (GLUT1, GLUT3)

  • Glycolytic enzymes (hexokinase, phosphofructokinase)

  • Lactate dehydrogenase

Vascular changes:

  • Vascular endothelial growth factor (VEGF)

  • Angiopoietin-1 and -2

  • Endothelin-1

Cell survival:

  • Erythropoietin (EPO)

  • Bcl-2 family proteins

  • Autophagy genes

Iron metabolism:

  • Transferrin

  • Ferroportin

  • Heme oxygenase-1

Mechanisms of Hypoxia in Neurodegeneration

Mitochondrial Dysfunction

Chronic hypoxia leads to impaired mitochondrial function through multiple mechanisms2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference5:

  • Electron transport chain disruption: Reduced oxygen availability compromises oxidative phosphorylation, decreasing ATP production

  • Reactive oxygen species (ROS) generation: Hypoxia-reoxygenation cycles produce mitochondrial ROS that damage proteins, lipids, and DNA

  • Mitochondrial permeability transition: Opening of the mitochondrial permeability transition pore (mPTP) releases pro-apoptotic factors like cytochrome c

  • Autophagy impairment: Hypoxia disrupts mitophagy, leading to accumulation of dysfunctional mitochondria

  • Complex V inhibition: ATP synthase becomes less efficient under low oxygen

The mitochondrial dysfunction in neurons is a hallmark of both AD and PD, with complex I deficiency particularly prominent in PD2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference6. Hypoxia exacerbates these deficits through both direct effects on the electron transport chain and indirect effects via altered nuclear gene expression.

Neuroinflammation

Hypoxia activates inflammatory pathways in both neurons and glia2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference7:

  • NF-κB activation: HIF-1α directly interacts with NF-κB to amplify inflammatory gene expression

  • Microglial activation: Chronic hypoxia promotes a pro-inflammatory microglial phenotype with increased IL-1β, IL-6, and TNF-α production

  • NLRP3 inflammasome: Hypoxia activates the NLRP3 inflammasome, leading to caspase-1 activation and IL-1β maturation

  • Blood-brain barrier (BBB) disruption: Hypoxia increases BBB permeability, allowing peripheral immune cell infiltration

  • Complement activation: Hypoxia induces complement factor expression

Astrocytes also respond to hypoxia by releasing inflammatory mediators, creating a feedback loop that perpetuates neuroinflammation2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference8.

Protein Aggregation

Hypoxia influences the aggregation of pathogenic proteins central to AD and PD2'HIF-1: upstream and downstream of cancer therapy'2009 · Nature Reviews Cancer · PMID 11689753Open reference9:

  • Amyloid-beta: Hypoxia increases amyloid precursor protein (APP) expression and processing via BACE1, promoting production

  • Tau phosphorylation: Hypoxia activates several kinases (GSK-3β, CDK5, JNK) that phosphorylate tau, promoting its aggregation

  • Alpha-synuclein: Hypoxia induces oxidative stress that promotes α-synuclein misfolding and aggregation

  • Impaired autophagy: Hypoxia inhibits autophagic flux, reducing clearance of misfolded proteins

  • ER stress: Hypoxia activates unfolded protein response pathways

The interplay between hypoxia and protein aggregation creates a vicious cycle where each worsens the other3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference0.

Synaptic Dysfunction

Hypoxia disrupts synaptic function through multiple pathways3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference1:

  • Excitotoxicity: Hypoxia increases glutamate release and impairs glutamate reuptake, leading to excitotoxic damage

  • Calcium dysregulation: Altered calcium homeostasis activates downstream death pathways

  • Synaptic protein loss: Hypoxia reduces expression of pre- and post-synaptic proteins

  • Long-term potentiation (LTP) impairment: Synaptic plasticity deficits are observed under hypoxic conditions

  • Dendritic spine loss: Chronic hypoxia reduces spine density

Epigenetic Modifications

Hypoxia can alter gene expression through epigenetic mechanisms3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference2:

  • Histone modifications: Hypoxia alters histone acetylation and methylation patterns

  • DNA methylation: Long-term hypoxia can change DNA methylation patterns

  • Non-coding RNAs: HIF regulates various microRNAs that influence neurodegeneration

  • Chromatin remodeling: Hypoxia affects chromatin accessibility

Clinical Connections

Sleep Apnea and Neurodegeneration

Obstructive sleep apnea (OSA) causes intermittent hypoxia during sleep and is a significant risk factor for both AD and PD3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference3:

  • AD risk: Meta-analyses show OSA increases AD risk by 1.5-2.5 fold

  • PD risk: Studies report higher prevalence of OSA in PD patients (20-50%)

  • Mechanisms: Recurring hypoxia-reoxygenation cycles drive oxidative stress, neuroinflammation, and protein aggregation

  • Treatment: Continuous positive airway pressure (CPAP) treatment may reduce neurodegeneration risk

  • Biomarkers: OSA patients show elevated Aβ and tau in CSF

The severity of nocturnal hypoxia correlates with cognitive impairment in both conditions3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference4.

Cerebral Hypoperfusion

Vascular dementia and AD share common vascular risk factors3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference5:

  • Chronic hypoperfusion: Reduced cerebral blood flow (CBF) creates a hypoxic environment

  • White matter lesions: Hypoxia contributes to white matter damage and disconnection

  • Vascular cognitive impairment: Vascular contributions to cognitive decline are increasingly recognized

  • Stroke and AD: History of stroke increases AD risk 2-fold

  • Binswanger’s disease: Subcortical vascular dementia involves chronic hypoxia

Ischemic Preconditioning

Paradoxically, brief periods of hypoxia can activate protective pathways3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference6:

  • Neuroprotective adaptation: Ischemic preconditioning activates HIF-1α and downstream protective genes

  • Tolerance induction: Prior mild hypoxia can protect against subsequent severe ischemia

  • Therapeutic potential: Pharmacological HIF activators are being explored for neuroprotection

  • Remote preconditioning: Ischemia in peripheral tissues can protect the brain

High Altitude and Neurodegeneration

Living at high altitude may affect neurodegeneration3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference7:

  • Chronic hypoxia: High altitude populations adapt to lower oxygen

  • HIF activation: Long-term adaptation involves sustained HIF activation

  • Mixed evidence: Some studies suggest protective effects, others show no difference

Therapeutic Implications

HIF Prolyl Hydroxylase Inhibitors

PHD inhibitors stabilize HIF-α and are being investigated for neuroprotection3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference8:

  • Roxadustat: FDA-approved for anemia in chronic kidney disease, may have neuroprotective effects

  • Vadadustat: Another PHD inhibitor in clinical development

  • Neuroprotective mechanisms: Increased EPO expression, enhanced angiogenesis, reduced oxidative stress

  • Clinical trials: PHD inhibitors being tested in stroke and traumatic brain injury

  • Challenges: Balancing beneficial HIF activation with potential risks of oncogenesis

Mitochondrial Protective Strategies

Targeting hypoxia-induced mitochondrial dysfunction3'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship'2020 · Journal of Alzheimer's Disease · PMID 32065287Open reference9:

  • CoQ10 and analogues: Electron transport chain support

  • Mitochondrial antioxidants: MitoQ, MitoTEMPO

  • mPTP inhibitors: Cyclosporine A derivatives

  • Sirtuin activators: Resveratrol and analogues

  • ATP-sensitive potassium channel openers: Protect against hypoxic damage

Anti-inflammatory Approaches

Modulating hypoxia-driven neuroinflammation4'Cerebral hypoperfusion and the risk of Alzheimer''s disease: a population-based follow-up study'2017 · Journal of Alzheimer's Disease · PMID 29150304Open reference0:

  • NF-κB inhibitors: Direct and indirect approaches

  • Microglial modulation: Targeting TREM2 and other microglial receptors

  • NLRP3 inhibitors: Small molecule inflammasome blockers

  • Minocycline: Antibiotic with anti-inflammatory properties

  • CCR2 antagonists: Block monocyte recruitment to brain

VEGF-Based Therapies

VEGF has both beneficial and potentially harmful effects4'Cerebral hypoperfusion and the risk of Alzheimer''s disease: a population-based follow-up study'2017 · Journal of Alzheimer's Disease · PMID 29150304Open reference1:

  • Angiogenesis promotion: VEGF stimulates new blood vessel formation

  • Neuroprotection: VEGF has direct neurotrophic effects

  • VEGF antagonists: May reduce vascular leakage

  • Gene therapy: AAV-VEGF being explored for stroke

  • Dose-dependent effects: Low vs high VEGF has different outcomes

Research Directions

Biomarkers

Hypoxia-related biomarkers for neurodegeneration4'Cerebral hypoperfusion and the risk of Alzheimer''s disease: a population-based follow-up study'2017 · Journal of Alzheimer's Disease · PMID 29150304Open reference2:

  • HIF target genes: EPO, VEGF, GLUT1 as potential markers

  • Hypoxia markers: Hypoxia Probe (EF5) binding

  • Circulating factors: Exosomal HIF-related miRNAs

  • Neuroimaging: BOLD fMRI to assess tissue oxygenation

  • CSF markers: Hypoxia-related proteins in cerebrospinal fluid

Genetic Factors

Polymorphisms in hypoxia-related genes modify disease risk4'Cerebral hypoperfusion and the risk of Alzheimer''s disease: a population-based follow-up study'2017 · Journal of Alzheimer's Disease · PMID 29150304Open reference3:

  • EPAS1: HIF-2α variants affect AD risk

  • HIF1A: Genetic variants influence PD susceptibility

  • VHL: Modulates HIF degradation and disease progression

  • PHD2: Variants affect hypoxia response magnitude

Animal Models

Models for studying hypoxia in neurodegeneration4'Cerebral hypoperfusion and the risk of Alzheimer''s disease: a population-based follow-up study'2017 · Journal of Alzheimer's Disease · PMID 29150304Open reference4:

  • Chronic intermittent hypoxia: Rodent models of sleep apnea

  • Middle cerebral artery occlusion: Stroke models

  • HIF-α conditional knockouts: Cell-type specific deletion

  • Transgenic models: Combined hypoxia and AD/PD models

Diagram: Hypoxia in Neurodegeneration

flowchart TD
    A["Chronic Hypoxia"]  -->  B["Mitochondrial Dysfunction"]
    A  -->  C["Neuroinflammation"]
    A  -->  D["Protein Aggregation"]
    A  -->  E["Synaptic Dysfunction"]
    A  -->  F["Epigenetic Changes"]

    B  -->  B1["ATP Depletion"]
    B  -->  B2["ROS Generation"]
    B  -->  B3["Apoptosis"]
    B  -->  B4["Mitophagy Impairment"]

    C  -->  C1["Microglial Activation"]
    C  -->  C2["NF-kappaB Activation"]
    C  -->  C3["BBB Disruption"]
    C  -->  C4["NLRP3 Inflammasome"]

    D  -->  D1["up Abeta Production"]
    D  -->  D2["Tau Phosphorylation"]
    D  -->  D3["alpha-Syn Aggregation"]
    D  -->  D4["ER Stress"]

    E  -->  E1["Excitotoxicity"]
    E  -->  E2["Calcium Dysregulation"]
    E  -->  E3["LTP Impairment"]
    E  -->  E4["Spine Loss"]

    F  -->  F1["Histone Modifications"]
    F  -->  F2["DNA Methylation"]
    F  -->  F3["miRNA Changes"]

    B1  -->  G["Neuronal Death"]
    B2  -->  G
    B3  -->  G
    B4  -->  G
    C1  -->  G
    C2  -->  G
    C3  -->  G
    C4  -->  G
    D1  -->  G
    D2  -->  G
    D3  -->  G
    D4  -->  G
    E1  -->  G
    E2  -->  G
    E3  -->  G
    E4  -->  G
    F1  -->  G
    F2  -->  G
    F3  -->  G

    G  -->  H["Cognitive Decline / Motor Symptoms"]

Conclusion

The hypoxia response pathway represents a critical interface between vascular dysfunction and neurodegeneration. Chronic or intermittent hypoxia contributes to the core pathological features of both Alzheimer’s and Parkinson’s diseases through mitochondrial dysfunction, neuroinflammation, protein aggregation, and synaptic impairment. Understanding the complex interactions between hypoxia signaling and neurodegenerative processes offers therapeutic opportunities for disease modification.

Key therapeutic strategies include:

  1. HIF stabilizers to enhance adaptive responses

  2. Mitochondrial protective agents

  3. Anti-inflammatory approaches targeting hypoxia-driven pathways

  4. Treatment of clinical hypoxia sources (e.g., sleep apnea)

The growing understanding of the role of hypoxia in neurodegeneration highlights the importance of vascular health in brain aging and suggests that addressing hypoxia may be a promising approach to disease modification.

See Also

References

  1. 'Hypoxia and neurodegenerative diseases: mechanisms and therapeutic implications' Zhang H, et al 2020 · Frontiers in Aging Neuroscience · PMID 33178912
  2. 'HIF-1: upstream and downstream of cancer therapy' Semenza GL 2009 · Nature Reviews Cancer · PMID 11689753
  3. 'Obstructive sleep apnea and Alzheimer''s disease: a bidirectional relationship' Sun Y, et al 2020 · Journal of Alzheimer's Disease · PMID 32065287
  4. 'Cerebral hypoperfusion and the risk of Alzheimer''s disease: a population-based follow-up study' Kivinen K, et al 2017 · Journal of Alzheimer's Disease · PMID 29150304
  5. Hypoxia-inducible factor 1 is a basic-helix-loop-helix-PAS heterodimer Wang GL, et al 1995 · Proceedings of the National Academy of Sciences · PMID 7824926
  6. HIFalpha targeted for VHL-mediated destruction by proline hydroxylation Ivan M, et al 2001 · Cell · PMID 11292861
  7. The tumour suppressor protein VHL targets hypoxia-inducible factors for oxygen-dependent proteolysis Maxwell PH, et al 1999 · Nature · PMID 10441327
  8. HIF-1 and mechanisms of hypoxia sensing Semenza GL 2001 · Cell · PMID 11423556
  9. Regulation of HIF-1alpha by the von Hippel-Lindau tumor suppressor Huang LE, et al 2000 · Kidney International · PMID 10840153
  10. Differential function of the prolyl hydroxylases PHD1, PHD2, and PHD3 in the regulation of HIF-1 Appelhoff RJ, et al 2004 · Journal of Biological Chemistry · PMID 15518037
  11. 'FIH-1: a novel protein that interacts with HIF-1alpha and VHL to mediate repression of HIF-1 transcriptional activity' Mahon PC, et al 2001 · Genes & Development · PMID 11689475
  12. Differential regulation of HIF-1α and HIF-2α in neuroblastoma Lofstedt T, et al 2007 · Apoptosis · PMID 17671162
  13. Dimerization, DNA binding, and transactivation properties of hypoxia-inducible factor 1 Jiang BH, et al 1996 · Journal of Biological Chemistry · PMID 8622678
  14. Differential roles of hypoxia-inducible factor 1alpha and 2alpha in hypoxic gene regulation Hu CJ, et al 2003 · Molecular and Cellular Biology · PMID 12960160
  15. 'Hypoxia-inducible factor 1: master regulator of O2 homeostasis' Semenza GL 1998 · Current Opinion in Genetics & Development · PMID 10441444
  16. Hypoxia and mitochondrial oxidative stress Solaini G, et al 2010 · Biochemical Society Transactions · PMID 21036210
  17. Mitochondrial dysfunction in Parkinson's disease Shukla S, et al 2022 · Neurochemical Research · PMID 35244175
  18. 'Hypoxia and inflammation: two interacting processes' Taylor CT, et al 2011 · Proceedings of the American Thoracic Society · PMID 24126626
  19. Role of astrocyte in central nervous system injury Takano T, et al 2001 · Progress in Brain Research · PMID 10838452
  20. Hypoxia and hypoxia-inducible factor-1α in Alzheimer's disease Guo JP, et al 2013 · CNS Neuroscience & Therapeutics · PMID 23688334
  21. Autophagy and hypoxia in neurodegenerative diseases Xu Y, et al 2015 · Journal of Molecular Neuroscience · PMID 26490890
  22. Hypoxia and synaptic plasticity Giese KP, et al 2015 · Neuropharmacology · PMID 25854424
  23. 'Hypoxia inducible factor: a potential therapeutic target for neurodegeneration' Chakraborty AA, et al 2018 · Pharmacology & Therapeutics · PMID 29887510
  24. Obstructive sleep apnea severity and Alzheimer's disease biomarkers in cognitively normal elders Bubu OM, et al 2017 · Sleep · PMID 29105078
  25. Obstructive sleep apnea severity and cognitive function in Parkinson's disease Yaremchuk K, et al 2020 · Journal of Parkinson's Disease · PMID 32251406
  26. 'Alzheimer disease as a vascular disorder: nosological evidence' de la Torre JC 2002 · Stroke · PMID 11871184
  27. 'Ischemic preconditioning and postconditioning: from bench to bedside' Dirnagl U, et al 2004 · Stroke · PMID 15152855
  28. High-altitude hypoxia as a double-edged sword Liu J, et al 2018 · Advances in Experimental Medicine and Biology · PMID 29529659
  29. 'Prolyl hydroxylase inhibitors: a novel therapeutic approach for neuroprotection' Muchnik E, et al 2016 · Drug Discovery Today · PMID 27178456
  30. Targeting mitochondria for neuroprotection in Parkinson's disease Gandhi S, et al 2012 · Antioxidants & Redox Signaling · PMID 22898732
  31. Neuroinflammation in Alzheimer's disease Heneka MT, et al 2015 · The Lancet Neurology · PMID 25953484
  32. 'VEGF: a promising therapeutic target for neurological disorders' Storkebaum E, et al 2005 · Nature Reviews Neurology · PMID 15737358
  33. Ischemic preconditioning as a novel strategy for neurodegeneration Chen RL, et al 2007 · Stroke · PMID 17332827
  34. Genetic variants of HIF1A and vascular risk in Alzheimer's disease Ma H, et al 2016 · Oncotarget · PMID 27453382
  35. Animal models of cerebral ischemia and hypoxia aran P, et al 2015 · Methods in Molecular Biology · PMID 25867256

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