A

Disease A

Slug:Asthma
B

Disease B

Slug:Fibromyalgia
G

Causal Mechanism Graphs

Asthma

graph LR
    Chest_Tightness["Chest Tightness"]
    Exercise_Intolerance["Exercise Intolerance"]
    Sleep_Disturbance["Sleep Disturbance"]
    Type_2_Immune_Response___Th2_Signaling["Type 2 Immune Response / Th2 Signaling"]
    IL4["IL4"]
    Wheezing["Wheezing"]
    IL13["IL13"]
    Airway_Inflammation["Airway Inflammation"]
    Early_Life_Rhinovirus_Wheezing_Illness_and_Asthma_Inception["Early-Life Rhinovirus Wheezing Illness and Asthma Inception"]
    Rapid_Breathing["Rapid Breathing"]
    Respiratory_Distress["Respiratory Distress"]
    STAT3["STAT3"]
    Coughing["Coughing"]
    Bronchoconstriction["Bronchoconstriction"]
    Reduced_Exercise_Tolerance["Reduced Exercise Tolerance"]
    CDHR3["CDHR3"]
    Anxiety["Anxiety"]
    Airway_Remodeling["Airway Remodeling"]
    Mucus_Overproduction["Mucus Overproduction"]
    ADAM33["ADAM33"]
    House_Dust_Mite_Allergen_Protease_Induced_Epithelial_Oxidant_Signaling["House Dust Mite Allergen Protease-Induced Epithelial Oxidant Signaling"]
    Fatigue["Fatigue"]
    Cyanosis["Cyanosis"]
    SIRT1_Mediated_NAD+_Signaling_and_Protective_Deacetylation["SIRT1-Mediated NAD+ Signaling and Protective Deacetylation"]

    Airway_Inflammation --> Bronchoconstriction
    Type_2_Immune_Response___Th2_Signaling --> Airway_Inflammation
    Type_2_Immune_Response___Th2_Signaling --> Mucus_Overproduction
    Bronchoconstriction --> Wheezing
    Bronchoconstriction --> Chest_Tightness
    Bronchoconstriction --> Rapid_Breathing
    Bronchoconstriction --> Respiratory_Distress
    Bronchoconstriction --> Cyanosis
    Bronchoconstriction --> Exercise_Intolerance
    Bronchoconstriction --> Reduced_Exercise_Tolerance
    Bronchoconstriction --> Fatigue
    Bronchoconstriction --> Anxiety
    Mucus_Overproduction --> Coughing
    Mucus_Overproduction --> Sleep_Disturbance
    SIRT1_Mediated_NAD+_Signaling_and_Protective_Deacetylation --> Type_2_Immune_Response___Th2_Signaling
    SIRT1_Mediated_NAD+_Signaling_and_Protective_Deacetylation --> Mucus_Overproduction
    SIRT1_Mediated_NAD+_Signaling_and_Protective_Deacetylation --> Airway_Remodeling
    SIRT1_Mediated_NAD+_Signaling_and_Protective_Deacetylation --> Bronchoconstriction
    Early_Life_Rhinovirus_Wheezing_Illness_and_Asthma_Inception --> Type_2_Immune_Response___Th2_Signaling
    House_Dust_Mite_Allergen_Protease_Induced_Epithelial_Oxidant_Signaling --> Airway_Inflammation
    Wheezing --> Respiratory_Distress
    Wheezing --> Reduced_Exercise_Tolerance
    IL4 --> Type_2_Immune_Response___Th2_Signaling
    IL13 --> Type_2_Immune_Response___Th2_Signaling
    ADAM33 --> Airway_Remodeling
    STAT3 --> SIRT1_Mediated_NAD+_Signaling_and_Protective_Deacetylation
    CDHR3 --> Early_Life_Rhinovirus_Wheezing_Illness_and_Asthma_Inception

    style Chest_Tightness fill:#fef3c7
    style Exercise_Intolerance fill:#fef3c7
    style Sleep_Disturbance fill:#fef3c7
    style Type_2_Immune_Response___Th2_Signaling fill:#dbeafe
    style IL4 fill:#f3e8ff
    style Wheezing fill:#fef3c7
    style IL13 fill:#f3e8ff
    style Airway_Inflammation fill:#dbeafe
    style Early_Life_Rhinovirus_Wheezing_Illness_and_Asthma_Inception fill:#dbeafe
    style Rapid_Breathing fill:#fef3c7
    style Respiratory_Distress fill:#fef3c7
    style STAT3 fill:#f3e8ff
    style Coughing fill:#fef3c7
    style Bronchoconstriction fill:#dbeafe
    style Reduced_Exercise_Tolerance fill:#fef3c7
    style CDHR3 fill:#f3e8ff
    style Anxiety fill:#fef3c7
    style Airway_Remodeling fill:#dbeafe
    style Mucus_Overproduction fill:#dbeafe
    style ADAM33 fill:#f3e8ff
    style House_Dust_Mite_Allergen_Protease_Induced_Epithelial_Oxidant_Signaling fill:#dbeafe
    style Fatigue fill:#fef3c7
    style Cyanosis fill:#fef3c7
    style SIRT1_Mediated_NAD+_Signaling_and_Protective_Deacetylation fill:#dbeafe

Fibromyalgia

graph LR
    Small_Fiber_Pathology["Small Fiber Pathology"]
    Neuroinflammation["Neuroinflammation"]
    Central_Sensitization["Central Sensitization"]

    Neuroinflammation --> Central_Sensitization
    Small_Fiber_Pathology --> Central_Sensitization

    style Small_Fiber_Pathology fill:#dbeafe
    style Neuroinflammation fill:#dbeafe
    style Central_Sensitization fill:#dbeafe
S

Association Signals

Signal 1
ICEES EHR_COHORT_ASSOCIATION UNKNOWN
Population:ICEES KG 8-20-2024, UNC Health primary-ciliary-dyskinesia (PCD) cohort (condition-specific base population), patient-level chi-square contingency.
Mapping notes:ICEES reports this pair as a MIXED correlation (both positively_ and negatively_correlated_with edges across cohort-years/binning); the row quoted is the strongest PCD cohort-year (2020). Chi-square is not multiple-testing corrected and is conditioned on the PCD base population, so it corroborates rather than establishes the association.
Temporal: A before B: , B before A: , Same time:
CHI_SQUARE: 81.55545973820404
CI: -
p: 1.7041172557520145e-19
FDR:
ICEES PCD 2020 cohort co-occurrence of asthma and fibromyalgia (N=4753); strong association, direction reported inconsistently.
Source: OTHER
"PCD_UNC_patient_2020_v6_binned_deidentified | 81.55545973820404 | 1 | 1.7041172557520145e-19 | 4753"
ICEES UNC EHR cohort shows a strong asthma-fibromyalgia co-occurrence in the 2020 PCD cohort.
Signal 2
LITERATURE LITERATURE_ASSOCIATION UNKNOWN
Population:Leumit Health Services (Israel) population-based case-control cohort (~750,000 members); odds of bronchial asthma in fibromyalgia vs controls.
Temporal: A before B: , B before A: , Same time:
OR: 1.91
CI: -
p:
FDR:
Odds ratio of bronchial asthma among fibromyalgia patients vs matched controls.
PMID:40011987 (SUPPORT)
Source: HUMAN_CLINICAL
"The prevalence of bronchial asthma was higher in patients with FM compared with the controls, with an odds ratio (OR) of 1.91."
Population-based odds ratio for asthma among fibromyalgia patients.
H

Hypotheses

Hypothesis: shared central sensitization, chronic symptom burden, and high rates of anxiety and depression link asthma and fibromyalgia; fibromyalgia also alters dyspnea perception, worsening asthma control.
PMID:40011987 (SUPPORT)
Source: HUMAN_CLINICAL
"The prevalence of bronchial asthma was higher in patients with FM compared with the controls, with an odds ratio (OR) of 1.91."
Population-based case-control study quantifies elevated asthma prevalence among fibromyalgia patients.
PMID:41017472 (SUPPORT)
Source: HUMAN_CLINICAL
"The prevalence of fibromyalgia in the asthma group was 16.7% compared to 3.3% in controls"
Case-control study shows the reciprocal elevation of fibromyalgia among asthma patients, supporting a bidirectional association.
Pathophysiology:
Central sensitization and altered symptom perception: Central sensitization shared between asthma and fibromyalgia, together with comorbid anxiety/depression, may amplify symptom perception (including dyspnea), reinforcing the clinical overlap and worsening asthma control.
Biological processes:
Y

Raw YAML

Show YAML
name: com_Asthma__Fibromyalgia
creation_date: '2026-06-26T00:00:00Z'
curation_status: CANDIDATE
notes: >-
  Bidirectional comorbidity between asthma and fibromyalgia, supported by
  population-based and case-control evidence (asthma over-represented in
  fibromyalgia, OR~1.9; fibromyalgia over-represented in asthma, ~17% vs ~3%),
  and by a strong ICEES EHR signal (UNC PCD cohort, chi-square=81.6, p=1.7e-19).
  Directionality is UNKNOWN: both directions are documented and the ICEES
  signal is MIXED (positive and negative correlation edges across cohort-years).
  Proposed mechanism is central sensitization with shared anxiety/depression and
  altered symptom perception.

disease_a:
  slug: Asthma
  preferred_term: asthma
  term:
    id: MONDO:0004979
    label: asthma

disease_b:
  slug: Fibromyalgia
  preferred_term: fibromyalgia
  term:
    id: MONDO:0005546
    label: fibromyalgia

directionality: UNKNOWN

hypotheses:
- description: >-
    Hypothesis: shared central sensitization, chronic symptom burden, and high
    rates of anxiety and depression link asthma and fibromyalgia; fibromyalgia
    also alters dyspnea perception, worsening asthma control.
  evidence:
  - reference: PMID:40011987
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: "The prevalence of bronchial asthma was higher in patients with FM compared with the controls, with an odds ratio (OR) of 1.91."
    explanation: >-
      Population-based case-control study quantifies elevated asthma prevalence
      among fibromyalgia patients.
  - reference: PMID:41017472
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: "The prevalence of fibromyalgia in the asthma group was 16.7% compared to 3.3% in controls"
    explanation: >-
      Case-control study shows the reciprocal elevation of fibromyalgia among
      asthma patients, supporting a bidirectional association.
  pathophysiology:
  - name: Central sensitization and altered symptom perception
    description: >-
      Central sensitization shared between asthma and fibromyalgia, together with
      comorbid anxiety/depression, may amplify symptom perception (including
      dyspnea), reinforcing the clinical overlap and worsening asthma control.
    biological_processes:
    - preferred_term: sensory perception of pain
      term:
        id: GO:0019233
        label: sensory perception of pain

association_signals:
- source: ICEES
  method: EHR_COHORT_ASSOCIATION
  signal_disorder_a_id: MONDO:0004979
  signal_disorder_b_id: MONDO:0005546
  population: >-
    ICEES KG 8-20-2024, UNC Health primary-ciliary-dyskinesia (PCD) cohort
    (condition-specific base population), patient-level chi-square contingency.
  mapping_notes: >-
    ICEES reports this pair as a MIXED correlation (both positively_ and
    negatively_correlated_with edges across cohort-years/binning); the row
    quoted is the strongest PCD cohort-year (2020). Chi-square is not
    multiple-testing corrected and is conditioned on the PCD base population,
    so it corroborates rather than establishes the association.
  directionality: UNKNOWN
  statistics:
    metrics:
    - metric_type: CHI_SQUARE
      metric_value: 81.55545973820404
      p_value: 1.7041172557520145e-19
      notes: >-
        ICEES PCD 2020 cohort co-occurrence of asthma and fibromyalgia
        (N=4753); strong association, direction reported inconsistently.
  evidence:
  - reference: ICEES:MONDO_0004979__MONDO_0005546
    supports: SUPPORT
    evidence_source: OTHER
    snippet: "PCD_UNC_patient_2020_v6_binned_deidentified | 81.55545973820404 | 1 | 1.7041172557520145e-19 | 4753"
    explanation: >-
      ICEES UNC EHR cohort shows a strong asthma-fibromyalgia co-occurrence in
      the 2020 PCD cohort.

- source: LITERATURE
  method: LITERATURE_ASSOCIATION
  population: >-
    Leumit Health Services (Israel) population-based case-control cohort
    (~750,000 members); odds of bronchial asthma in fibromyalgia vs controls.
  directionality: UNKNOWN
  statistics:
    metrics:
    - metric_type: OR
      metric_value: 1.91
      notes: Odds ratio of bronchial asthma among fibromyalgia patients vs matched controls.
    evidence:
    - reference: PMID:40011987
      supports: SUPPORT
      evidence_source: HUMAN_CLINICAL
      snippet: "The prevalence of bronchial asthma was higher in patients with FM compared with the controls, with an odds ratio (OR) of 1.91."
      explanation: >-
        Population-based odds ratio for asthma among fibromyalgia patients.
Source:GitHub