A

Disease A

Slug:Hyperlipidemia
B

Disease B

Slug:Peripheral_Artery_Disease
G

Causal Mechanism Graphs

Hyperlipidemia

graph LR
    Dysregulated_Hepatic_Lipogenesis_and_VLDL_Overproduction["Dysregulated Hepatic Lipogenesis and VLDL Overproduction"]
    Increased_LDL_Cholesterol["Increased LDL Cholesterol"]
    Impaired_Hepatic_ApoB_Containing_Lipoprotein_Clearance["Impaired Hepatic ApoB-Containing Lipoprotein Clearance"]
    Oxidized_LDL_Infiltration_of_Arterial_Intima["Oxidized LDL Infiltration of Arterial Intima"]
    Atherosclerotic_Plaque_Development["Atherosclerotic Plaque Development"]
    LPL["LPL"]
    Elevated_Triglycerides["Elevated Triglycerides"]
    APOA5["APOA5"]
    High_Saturated_Fat_Diet["High Saturated Fat Diet"]
    Coronary_Artery_Disease["Coronary Artery Disease"]
    APOB["APOB"]
    Macrophage_Recruitment_to_Arterial_Intima["Macrophage Recruitment to Arterial Intima"]
    Macrophage_Derived_Foam_Cell_Formation["Macrophage-Derived Foam Cell Formation"]
    Obesity["Obesity"]
    LDLR["LDLR"]
    PCSK9_Mediated_LDL_Receptor_Degradation["PCSK9-Mediated LDL Receptor Degradation"]
    Sedentary_Lifestyle["Sedentary Lifestyle"]
    Impaired_Lipoprotein_Lipase_Activity_and_ApoC_III_Dysregulation["Impaired Lipoprotein Lipase Activity and ApoC-III Dysregulation"]

    Impaired_Hepatic_ApoB_Containing_Lipoprotein_Clearance --> Increased_LDL_Cholesterol
    Impaired_Hepatic_ApoB_Containing_Lipoprotein_Clearance --> Oxidized_LDL_Infiltration_of_Arterial_Intima
    PCSK9_Mediated_LDL_Receptor_Degradation --> Impaired_Hepatic_ApoB_Containing_Lipoprotein_Clearance
    Dysregulated_Hepatic_Lipogenesis_and_VLDL_Overproduction --> Impaired_Lipoprotein_Lipase_Activity_and_ApoC_III_Dysregulation
    Impaired_Lipoprotein_Lipase_Activity_and_ApoC_III_Dysregulation --> Elevated_Triglycerides
    Impaired_Lipoprotein_Lipase_Activity_and_ApoC_III_Dysregulation --> Oxidized_LDL_Infiltration_of_Arterial_Intima
    Oxidized_LDL_Infiltration_of_Arterial_Intima --> Macrophage_Recruitment_to_Arterial_Intima
    Macrophage_Recruitment_to_Arterial_Intima --> Macrophage_Derived_Foam_Cell_Formation
    Macrophage_Derived_Foam_Cell_Formation --> Atherosclerotic_Plaque_Development
    Atherosclerotic_Plaque_Development --> Coronary_Artery_Disease
    High_Saturated_Fat_Diet --> Increased_LDL_Cholesterol
    Sedentary_Lifestyle --> Dysregulated_Hepatic_Lipogenesis_and_VLDL_Overproduction
    Obesity --> Dysregulated_Hepatic_Lipogenesis_and_VLDL_Overproduction
    LDLR --> Impaired_Hepatic_ApoB_Containing_Lipoprotein_Clearance
    APOB --> Impaired_Hepatic_ApoB_Containing_Lipoprotein_Clearance
    LPL --> Impaired_Lipoprotein_Lipase_Activity_and_ApoC_III_Dysregulation
    APOA5 --> Impaired_Lipoprotein_Lipase_Activity_and_ApoC_III_Dysregulation

    style Dysregulated_Hepatic_Lipogenesis_and_VLDL_Overproduction fill:#dbeafe
    style Increased_LDL_Cholesterol fill:#fef3c7
    style Impaired_Hepatic_ApoB_Containing_Lipoprotein_Clearance fill:#dbeafe
    style Oxidized_LDL_Infiltration_of_Arterial_Intima fill:#dbeafe
    style Atherosclerotic_Plaque_Development fill:#dbeafe
    style LPL fill:#f3e8ff
    style Elevated_Triglycerides fill:#fef3c7
    style APOA5 fill:#f3e8ff
    style High_Saturated_Fat_Diet fill:#dcfce7
    style Coronary_Artery_Disease fill:#fef3c7
    style APOB fill:#f3e8ff
    style Macrophage_Recruitment_to_Arterial_Intima fill:#dbeafe
    style Macrophage_Derived_Foam_Cell_Formation fill:#dbeafe
    style Obesity fill:#dcfce7
    style LDLR fill:#f3e8ff
    style PCSK9_Mediated_LDL_Receptor_Degradation fill:#dbeafe
    style Sedentary_Lifestyle fill:#dcfce7
    style Impaired_Lipoprotein_Lipase_Activity_and_ApoC_III_Dysregulation fill:#dbeafe

Peripheral Artery Disease

graph LR
    Endothelial_Dysfunction_and_Subendothelial_LDL_Retention["Endothelial Dysfunction and Subendothelial LDL Retention"]
    Atherosclerosis["Atherosclerosis"]
    Monocyte_Recruitment_and_Macrophage_Foam_Cell_Formation["Monocyte Recruitment and Macrophage Foam Cell Formation"]
    Advanced_Atheroma_with_Necrotic_Core_and_Fibrous_Cap["Advanced Atheroma with Necrotic Core and Fibrous Cap"]
    Thrombosis["Thrombosis"]

    Endothelial_Dysfunction_and_Subendothelial_LDL_Retention --> Monocyte_Recruitment_and_Macrophage_Foam_Cell_Formation
    Monocyte_Recruitment_and_Macrophage_Foam_Cell_Formation --> Atherosclerosis
    Atherosclerosis --> Advanced_Atheroma_with_Necrotic_Core_and_Fibrous_Cap
    Advanced_Atheroma_with_Necrotic_Core_and_Fibrous_Cap --> Thrombosis

    style Endothelial_Dysfunction_and_Subendothelial_LDL_Retention fill:#dbeafe
    style Atherosclerosis fill:#dbeafe
    style Monocyte_Recruitment_and_Macrophage_Foam_Cell_Formation fill:#dbeafe
    style Advanced_Atheroma_with_Necrotic_Core_and_Fibrous_Cap fill:#dbeafe
    style Thrombosis fill:#dbeafe
H

Hypotheses

Elevated LDL cholesterol drives atherosclerotic plaque formation in peripheral arteries (see the `atherogenesis` module), and Mendelian randomization and trial evidence support a causal, not merely associative, role for LDL-cholesterol elevation in the development of peripheral artery disease.
PMID:33221847 (SUPPORT)
Source: HUMAN_CLINICAL
"LDL-cholesterol has a causal effect on risk of peripheral arterial disease"
Review synthesizing Mendelian randomization and trial evidence, supporting the LDL fraction specifically and stating the relationship causally rather than as an association. Carried over unchanged from the original `Peripheral_Artery_Disease.yaml` `environmental:` entry.
Y

Raw YAML

Show YAML
name: com_Hyperlipidemia__Peripheral_Artery_Disease
creation_date: "2026-08-19T00:00:00Z"
curation_status: CANDIDATE
notes: >-
  Split out of `kb/disorders/Peripheral_Artery_Disease.yaml`'s `environmental:`
  block (dismech#8551): that entry listed `Dyslipidemia` as an "exposure"
  acting on peripheral artery disease (PAD), but dyslipidemia is modeled in
  this KB as the first-class `Disease` entry `Hyperlipidemia`
  (`kb/disorders/Hyperlipidemia.yaml`, MONDO:0021187), not something external
  to the organism the patient is exposed to. Modeling the relationship as a
  disease-disease comorbidity avoids a near-tautological "exposure" edge that
  ECTO/XCO can never bind a term for. Directionality is A_BEFORE_B: LDL
  elevation is a causal antecedent risk state for PAD (Mendelian randomization
  and trial evidence). Evidence is carried over unchanged from the original
  `environmental:` entry rather than dropped.

disease_a:
  slug: Hyperlipidemia
  preferred_term: hyperlipidemia
  term:
    id: MONDO:0021187
    label: hyperlipidemia

disease_b:
  slug: Peripheral_Artery_Disease
  preferred_term: peripheral arterial disease
  term:
    id: MONDO:0005386
    label: peripheral arterial disease

directionality: A_BEFORE_B
effect_direction: RISK

hypotheses:
- description: >-
    Elevated LDL cholesterol drives atherosclerotic plaque formation in
    peripheral arteries (see the `atherogenesis` module), and Mendelian
    randomization and trial evidence support a causal, not merely
    associative, role for LDL-cholesterol elevation in the development of
    peripheral artery disease.
  evidence:
  - reference: PMID:33221847
    reference_title: "LDL-Cholesterol versus Glucose in Microvascular and Macrovascular Disease"
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: "LDL-cholesterol has a causal effect on risk of peripheral arterial disease"
    explanation: >-
      Review synthesizing Mendelian randomization and trial evidence,
      supporting the LDL fraction specifically and stating the relationship
      causally rather than as an association. Carried over unchanged from the
      original `Peripheral_Artery_Disease.yaml` `environmental:` entry.
Source:GitHub