A

Disease A

Slug:Influenza
B

Disease B

Slug:Alzheimer_Disease
G

Causal Mechanism Graphs

Influenza

graph LR
    Triggering_of_Acute_Myocardial_Infarction["Triggering of Acute Myocardial Infarction"]
    Immune_competent_microvascularized_lung_on_a_chip_IC_LOC_severe_H1N1_model["Immune-competent microvascularized lung-on-a-chip (IC-LOC) severe H1N1 model"]
    Inflammasome_Activation_and_Cytokine_Storm["Inflammasome Activation and Cytokine Storm"]
    Respiratory_Epithelial_Infection_and_Cytopathic_Effect["Respiratory Epithelial Infection and Cytopathic Effect"]
    Endothelial_Dysfunction_and_Thromboinflammation["Endothelial Dysfunction and Thromboinflammation"]

    Endothelial_Dysfunction_and_Thromboinflammation --> Triggering_of_Acute_Myocardial_Infarction
    Immune_competent_microvascularized_lung_on_a_chip_IC_LOC_severe_H1N1_model --> Inflammasome_Activation_and_Cytokine_Storm
    Immune_competent_microvascularized_lung_on_a_chip_IC_LOC_severe_H1N1_model --> Respiratory_Epithelial_Infection_and_Cytopathic_Effect
    Immune_competent_microvascularized_lung_on_a_chip_IC_LOC_severe_H1N1_model --> Endothelial_Dysfunction_and_Thromboinflammation

    style Triggering_of_Acute_Myocardial_Infarction fill:#dbeafe
    style Immune_competent_microvascularized_lung_on_a_chip_IC_LOC_severe_H1N1_model fill:#ccfbf1
    style Inflammasome_Activation_and_Cytokine_Storm fill:#dbeafe
    style Respiratory_Epithelial_Infection_and_Cytopathic_Effect fill:#dbeafe
    style Endothelial_Dysfunction_and_Thromboinflammation fill:#dbeafe

Alzheimer Disease

graph LR
    Vascular_Dysfunction["Vascular Dysfunction"]
    Inhibitory_Neuron_Plasma_Proteomic_Age_Gap["Inhibitory Neuron Plasma Proteomic Age Gap"]
    Autophagy_Lysosomal_Dysfunction["Autophagy-Lysosomal Dysfunction"]
    Memory_Loss["Memory Loss"]
    PARP1_Mediated_Parthanatos["PARP1-Mediated Parthanatos"]
    Oligodendrocyte_Precursor_Cell_Plasma_Proteomic_Age_Gap["Oligodendrocyte Precursor Cell Plasma Proteomic Age Gap"]
    Necroptotic_Neuronal_Death["Necroptotic Neuronal Death"]
    PSEN1["PSEN1"]
    Complement_Mediated_Microglial_Synapse_Elimination["Complement-Mediated Microglial Synapse Elimination"]
    Tau_Induced_Nucleocytoplasmic_Transport_Failure["Tau-Induced Nucleocytoplasmic Transport Failure"]
    APOE["APOE"]
    Neurofibrillary_Tangle_Formation["Neurofibrillary Tangle Formation"]
    Tau_Directed_Antisense_Oligonucleotide_Therapy["Tau-Directed Antisense Oligonucleotide Therapy"]
    Neuroinflammation["Neuroinflammation"]
    Neuronal_Endosomal_Lysosomal_Acidification_Failure["Neuronal Endosomal-Lysosomal Acidification Failure"]
    APP["APP"]
    Amyloid_Plaque_Formation["Amyloid Plaque Formation"]
    Microglial_Lipid_Droplet_Accumulation["Microglial Lipid Droplet Accumulation"]
    Mitochondrial_Quality_Control_Failure["Mitochondrial Quality-Control Failure"]
    Glymphatic_Clearance_Failure["Glymphatic Clearance Failure"]
    Selective_Vulnerability_of_RORB+_Entorhinal_Excitatory_Neurons["Selective Vulnerability of RORB+ Entorhinal Excitatory Neurons"]
    Adaptive_Immune_T_Cell_Response_to_Tau_Pathology["Adaptive Immune T Cell Response to Tau Pathology"]
    Cumulative_exposure_to_strong_central_anticholinergic_medication["Cumulative exposure to strong central anticholinergic medication"]
    Oligodendrocyte_and_Myelin_Dysfunction["Oligodendrocyte and Myelin Dysfunction"]
    Interneuron_Dysfunction_and_Network_Hypersynchrony["Interneuron Dysfunction and Network Hypersynchrony"]
    LRP1["LRP1"]
    HSV_1_Reactivation_in_RORB+_Glutamatergic_Neurons["HSV-1 Reactivation in RORB+ Glutamatergic Neurons"]
    Synaptic_Dysfunction["Synaptic Dysfunction"]
    Muscarinic_M1_Receptor_Signaling_Loss["Muscarinic M1 Receptor Signaling Loss"]
    Oxidative_Stress["Oxidative Stress"]
    PSEN2["PSEN2"]
    Intercellular_Tau_Transmission_via_Extracellular_Vesicles["Intercellular Tau Transmission via Extracellular Vesicles"]
    Senescent_Cell_Accumulation["Senescent Cell Accumulation"]
    Astrocyte_Plasma_Proteomic_Age_Gap["Astrocyte Plasma Proteomic Age Gap"]

    Amyloid_Plaque_Formation --> Neurofibrillary_Tangle_Formation
    Amyloid_Plaque_Formation --> Synaptic_Dysfunction
    Amyloid_Plaque_Formation --> Neuroinflammation
    Neurofibrillary_Tangle_Formation --> Synaptic_Dysfunction
    Neurofibrillary_Tangle_Formation --> Necroptotic_Neuronal_Death
    Neurofibrillary_Tangle_Formation --> Intercellular_Tau_Transmission_via_Extracellular_Vesicles
    Synaptic_Dysfunction --> Memory_Loss
    Neuroinflammation --> Amyloid_Plaque_Formation
    Neuroinflammation --> Neurofibrillary_Tangle_Formation
    Neuroinflammation --> Oxidative_Stress
    Neuroinflammation --> Vascular_Dysfunction
    Oxidative_Stress --> Synaptic_Dysfunction
    Mitochondrial_Quality_Control_Failure --> Amyloid_Plaque_Formation
    Mitochondrial_Quality_Control_Failure --> Neurofibrillary_Tangle_Formation
    Mitochondrial_Quality_Control_Failure --> Memory_Loss
    Vascular_Dysfunction --> Amyloid_Plaque_Formation
    Vascular_Dysfunction --> Synaptic_Dysfunction
    Glymphatic_Clearance_Failure --> Amyloid_Plaque_Formation
    Autophagy_Lysosomal_Dysfunction --> Amyloid_Plaque_Formation
    Autophagy_Lysosomal_Dysfunction --> Neurofibrillary_Tangle_Formation
    HSV_1_Reactivation_in_RORB+_Glutamatergic_Neurons --> Synaptic_Dysfunction
    Intercellular_Tau_Transmission_via_Extracellular_Vesicles --> Neurofibrillary_Tangle_Formation
    PARP1_Mediated_Parthanatos --> Neuroinflammation
    PARP1_Mediated_Parthanatos --> Oxidative_Stress
    PARP1_Mediated_Parthanatos --> Mitochondrial_Quality_Control_Failure
    Adaptive_Immune_T_Cell_Response_to_Tau_Pathology --> Synaptic_Dysfunction
    Muscarinic_M1_Receptor_Signaling_Loss --> Amyloid_Plaque_Formation
    Muscarinic_M1_Receptor_Signaling_Loss --> Neurofibrillary_Tangle_Formation
    Complement_Mediated_Microglial_Synapse_Elimination --> Synaptic_Dysfunction
    Neuronal_Endosomal_Lysosomal_Acidification_Failure --> Amyloid_Plaque_Formation
    Neuronal_Endosomal_Lysosomal_Acidification_Failure --> Autophagy_Lysosomal_Dysfunction
    Selective_Vulnerability_of_RORB+_Entorhinal_Excitatory_Neurons --> Neurofibrillary_Tangle_Formation
    Necroptotic_Neuronal_Death --> Neuroinflammation
    Senescent_Cell_Accumulation --> Neurofibrillary_Tangle_Formation
    Senescent_Cell_Accumulation --> Neuroinflammation
    Oligodendrocyte_and_Myelin_Dysfunction --> Amyloid_Plaque_Formation
    Microglial_Lipid_Droplet_Accumulation --> Neurofibrillary_Tangle_Formation
    Microglial_Lipid_Droplet_Accumulation --> Neuroinflammation
    Interneuron_Dysfunction_and_Network_Hypersynchrony --> Memory_Loss
    Tau_Induced_Nucleocytoplasmic_Transport_Failure --> Neurofibrillary_Tangle_Formation
    Cumulative_exposure_to_strong_central_anticholinergic_medication --> Muscarinic_M1_Receptor_Signaling_Loss
    Tau_Directed_Antisense_Oligonucleotide_Therapy --> Neurofibrillary_Tangle_Formation
    Neuroinflammation -.-> Astrocyte_Plasma_Proteomic_Age_Gap
    Neurofibrillary_Tangle_Formation -.-> Astrocyte_Plasma_Proteomic_Age_Gap
    Neurofibrillary_Tangle_Formation -.-> Oligodendrocyte_Precursor_Cell_Plasma_Proteomic_Age_Gap
    Synaptic_Dysfunction -.-> Inhibitory_Neuron_Plasma_Proteomic_Age_Gap
    APP --> Amyloid_Plaque_Formation
    APP --> Neuronal_Endosomal_Lysosomal_Acidification_Failure
    APP --> Oligodendrocyte_and_Myelin_Dysfunction
    PSEN1 --> Amyloid_Plaque_Formation
    PSEN1 --> Neuronal_Endosomal_Lysosomal_Acidification_Failure
    PSEN2 --> Amyloid_Plaque_Formation
    APOE --> Microglial_Lipid_Droplet_Accumulation
    APOE --> Oligodendrocyte_and_Myelin_Dysfunction
    LRP1 --> Vascular_Dysfunction

    style Vascular_Dysfunction fill:#dbeafe
    style Inhibitory_Neuron_Plasma_Proteomic_Age_Gap fill:#e0e7ff
    style Autophagy_Lysosomal_Dysfunction fill:#dbeafe
    style Memory_Loss fill:#fef3c7
    style PARP1_Mediated_Parthanatos fill:#dbeafe
    style Oligodendrocyte_Precursor_Cell_Plasma_Proteomic_Age_Gap fill:#e0e7ff
    style Necroptotic_Neuronal_Death fill:#dbeafe
    style PSEN1 fill:#f3e8ff
    style Complement_Mediated_Microglial_Synapse_Elimination fill:#dbeafe
    style Tau_Induced_Nucleocytoplasmic_Transport_Failure fill:#dbeafe
    style APOE fill:#f3e8ff
    style Neurofibrillary_Tangle_Formation fill:#dbeafe
    style Tau_Directed_Antisense_Oligonucleotide_Therapy fill:#fce7f3
    style Neuroinflammation fill:#dbeafe
    style Neuronal_Endosomal_Lysosomal_Acidification_Failure fill:#dbeafe
    style APP fill:#f3e8ff
    style Amyloid_Plaque_Formation fill:#dbeafe
    style Microglial_Lipid_Droplet_Accumulation fill:#dbeafe
    style Mitochondrial_Quality_Control_Failure fill:#dbeafe
    style Glymphatic_Clearance_Failure fill:#dbeafe
    style Selective_Vulnerability_of_RORB+_Entorhinal_Excitatory_Neurons fill:#dbeafe
    style Adaptive_Immune_T_Cell_Response_to_Tau_Pathology fill:#dbeafe
    style Cumulative_exposure_to_strong_central_anticholinergic_medication fill:#dcfce7
    style Oligodendrocyte_and_Myelin_Dysfunction fill:#dbeafe
    style Interneuron_Dysfunction_and_Network_Hypersynchrony fill:#dbeafe
    style LRP1 fill:#f3e8ff
    style HSV_1_Reactivation_in_RORB+_Glutamatergic_Neurons fill:#dbeafe
    style Synaptic_Dysfunction fill:#dbeafe
    style Muscarinic_M1_Receptor_Signaling_Loss fill:#dbeafe
    style Oxidative_Stress fill:#dbeafe
    style PSEN2 fill:#f3e8ff
    style Intercellular_Tau_Transmission_via_Extracellular_Vesicles fill:#dbeafe
    style Senescent_Cell_Accumulation fill:#dbeafe
    style Astrocyte_Plasma_Proteomic_Age_Gap fill:#e0e7ff
H

Hypotheses

Severe influenza (especially with pneumonia) may contribute to later neurodegeneration through systemic and neuroinflammation, cerebrovascular injury, and accelerated amyloid/tau pathology; an alternative/competing explanation is reverse causation or shared frailty/susceptibility, and the influenza-specific effect size on Alzheimer's disease is not yet verified here from primary full text.
PMID:36669485 (SUPPORT)
Source: HUMAN_CLINICAL
"we identified 45 viral exposures significantly associated with increased risk of neurodegenerative disease and replicated 22 of these associations."
Supports a broader pattern of viral exposures associated with later neurodegenerative disease, of which influenza-with-pneumonia is one.
Y

Raw YAML

Show YAML
name: com_Influenza__Alzheimer_Disease
creation_date: "2026-06-25T12:00:00Z"
curation_status: CANDIDATE
notes: >-
  Tentative directional trajectory: severe influenza (notably influenza with
  pneumonia) has been associated with later neurodegenerative disease, including
  Alzheimer's disease and other dementias, in biobank and cohort studies. IMPORTANT
  EVIDENCE CAVEAT: the Intercept essay cited "~4.5-5x dementia" and "~2.6-4.1x
  Alzheimer's" risk after severe influenza/pneumonia. Those specific magnitudes
  most plausibly trace to per-disease hazard ratios in the Levine 2023 (Neuron)
  biobank study, but they appear in that paper's figures/tables and could NOT be
  verified from the abstract; they are therefore NOT asserted here as quantitative
  signals. Only the verifiable qualitative abstract statements are curated. The
  adjacent Sipila 2021 cohort quantifies an infection->dementia association but is
  for ANY hospital-treated infection, not influenza specifically. Kept as CANDIDATE
  pending extraction of the influenza-specific HRs from full text.

disease_a:
  slug: Influenza

disease_b:
  slug: Alzheimer_Disease

directionality: A_BEFORE_B

literature_evidence:
- reference: PMID:36669485
  reference_title: "Virus exposure and neurodegenerative disease risk across national biobanks."
  supports: SUPPORT
  evidence_source: HUMAN_CLINICAL
  snippet: "Influenza with pneumonia was significantly associated with five of the six neurodegenerative diseases studied."
  explanation: >-
    Cross-biobank study reports that influenza with pneumonia is significantly
    associated with multiple neurodegenerative diseases (the numeric per-disease
    hazard ratios are in the source tables, not the abstract).
- reference: PMID:34166620
  reference_title: "Hospital-treated infectious diseases and the risk of dementia: a large, multicohort, observational study with a replication cohort."
  supports: SUPPORT
  evidence_source: HUMAN_CLINICAL
  snippet: "Hospitalisation for any infectious disease was associated with increased dementia risk in the primary cohort"
  explanation: >-
    Adjacent cohort evidence that hospital-treated infection is associated with
    increased dementia risk; not influenza-specific, so only partial support for
    the influenza->Alzheimer's trajectory.

hypotheses:
- description: >-
    Severe influenza (especially with pneumonia) may contribute to later
    neurodegeneration through systemic and neuroinflammation, cerebrovascular
    injury, and accelerated amyloid/tau pathology; an alternative/competing
    explanation is reverse causation or shared frailty/susceptibility, and the
    influenza-specific effect size on Alzheimer's disease is not yet verified
    here from primary full text.
  evidence:
  - reference: PMID:36669485
    reference_title: "Virus exposure and neurodegenerative disease risk across national biobanks."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: "we identified 45 viral exposures significantly associated with increased risk of neurodegenerative disease and replicated 22 of these associations."
    explanation: >-
      Supports a broader pattern of viral exposures associated with later
      neurodegenerative disease, of which influenza-with-pneumonia is one.
Source:GitHub